{
  "info": {
    "id": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
    "slug": "silent-wizard",
    "projectID": "global",
    "directory": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-sGrTfB",
    "path": "private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-sGrTfB",
    "title": "Nudge content generation",
    "agent": "nudge-generation",
    "model": {
      "id": "gpt-5.6-luna",
      "providerID": "openai",
      "variant": "max"
    },
    "version": "1.18.30",
    "summary": {
      "additions": 0,
      "deletions": 0,
      "files": 0
    },
    "cost": 0,
    "tokens": {
      "input": 41790,
      "output": 2881,
      "reasoning": 13962,
      "cache": {
        "read": 148736,
        "write": 0
      }
    },
    "time": {
      "created": 1789604544480,
      "updated": 1789605424944
    }
  },
  "messages": [
    {
      "info": {
        "role": "user",
        "time": {
          "created": 1789604544497
        },
        "agent": "nudge-generation",
        "model": {
          "providerID": "openai",
          "modelID": "gpt-5.6-luna",
          "variant": "max"
        },
        "system": "You create Codeforces learning content for Nudge. Your job is to understand the best approach for the problem and teach it clearly in your own words, using existing solutions to inform your reasoning.\n\nStart with a brief, targeted web search for existing solutions so relevant editorials are in context before substantial independent problem-solving. Use any supplied tutorial links first; otherwise search by contest ID and problem index. Prefer the official tutorial/editorial, and read relevant explanations rather than relying on search snippets. Look at accessible alternatives when useful, especially if the official explanation is missing, unclear, or unnecessarily complicated. Accepted submissions can also help clarify an approach. Respect supplied source lookup statuses and avoid repeatedly retrying blocked sources. If no usable source is accessible, proceed from the supplied statement.\n\nTreat existing solutions as a starting point, not a constraint. If an approach is clear and suitable, build on it without unnecessary re-derivation. If an explanation has gaps, seems incorrect, or uses a harder method than necessary, reason through it and derive a better or simpler approach when worthwhile. Choose a correct approach that is easy to teach and fits the constraints. Verify it against the supplied statement and edge cases before writing the hints, editorial, and C++ solution.\n\nThe editorial must be self-contained: explain the key insight, algorithm, why it works, complexity, and implementation details a learner needs, filling in steps the source skips. Keep research and verification concise; spend the output on teaching the solution, not narrating the research process. Follow the user prompt and output schema exactly.",
        "format": {
          "type": "json_schema",
          "schema": {
            "type": "object",
            "properties": {
              "status": {
                "type": "string",
                "enum": [
                  "success",
                  "unsolvable"
                ],
                "description": "Set to 'success' when the supplied statement defines a solvable programming problem. Set to 'unsolvable' only if the statement is fundamentally incomplete, contradictory, or depends on an inaccessible required resource."
              },
              "reason": {
                "anyOf": [
                  {
                    "type": "string",
                    "minLength": 1,
                    "maxLength": 2000
                  },
                  {
                    "type": "null"
                  }
                ],
                "description": "If status is 'unsolvable', provide a detailed failure message to show users. Name the concrete statement/resource blocker and any relevant source lookup/access status, such as missing official tutorial, 403/Cloudflare challenge, 404, or unavailable accepted submissions. Otherwise null."
              },
              "hints": {
                "anyOf": [
                  {
                    "type": "array",
                    "minItems": 5,
                    "maxItems": 5,
                    "description": "Exactly 5 progressive hints, each building on the last.",
                    "items": {
                      "type": "object",
                      "properties": {
                        "order": {
                          "type": "integer",
                          "minimum": 1,
                          "maximum": 5,
                          "description": "Hint number, 1 through 5."
                        },
                        "content": {
                          "type": "string",
                          "minLength": 1,
                          "maxLength": 10000,
                          "description": "Markdown hint text."
                        }
                      },
                      "required": [
                        "order",
                        "content"
                      ],
                      "additionalProperties": false
                    }
                  },
                  {
                    "type": "null"
                  }
                ],
                "description": "If status is 'success', provide exactly 5 progressive hints. Otherwise null."
              },
              "editorial": {
                "anyOf": [
                  {
                    "type": "string",
                    "minLength": 1,
                    "maxLength": 100000
                  },
                  {
                    "type": "null"
                  }
                ],
                "description": "If status is 'success', a prose editorial explaining the solution in Nudge's own voice, with no links, citations, or source/research notes. Otherwise null."
              },
              "solution": {
                "anyOf": [
                  {
                    "type": "string",
                    "minLength": 1,
                    "maxLength": 200000
                  },
                  {
                    "type": "null"
                  }
                ],
                "description": "If status is 'success', a complete C++ solution. Otherwise null."
              }
            },
            "required": [
              "status",
              "reason",
              "hints",
              "editorial",
              "solution"
            ],
            "additionalProperties": false,
            "title": "problem_response",
            "description": "Submit the generated content for the problem, or report if it is unsolvable."
          },
          "retryCount": 2
        },
        "id": "msg_0acbe3ff1001xIYa1wTxs2iWQe",
        "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ"
      },
      "parts": [
        {
          "type": "text",
          "text": "Generate Codeforces learning content: five progressive hints, an original editorial, and AC-quality C++.\n\nFollow the editorial-first research workflow in the system instructions. Use the supplied statement to verify that the source solves this exact problem.\n\nWrite clean Markdown with LaTeX as needed. Use quick and clever humor when appropriate. Tell it like it is (don't sugar-coat responses), and use very casual language. You are fully allowed to swear, just don't overdo it like a sailor (be natural). Deconstruct any false assumptions.\n\nGenerate content for Codeforces problem 2262B: \"Culling Game\".\n\nKnown problem metadata:\n- Contest ID: 2262\n- Index: B\n- Name: Culling Game\n- Rating: unknown / unrated\n- Tags: binary search, data structures, implementation, two pointers\n- Problem URL: https://codeforces.com/contest/2262/problem/B\n\nUse the rating and tags as weak signals only. The supplied statement is the source of truth.\n\nProblem Statement:\n<problem-statement>\n<div class=\"header\"><div class=\"title\">B. Culling Game</div><div class=\"time-limit\"><div class=\"property-title\">time limit per test</div>2 seconds</div><div class=\"memory-limit\"><div class=\"property-title\">memory limit per test</div>256 megabytes</div><div class=\"input-file input-standard\"><div class=\"property-title\">input</div>standard input</div><div class=\"output-file output-standard\"><div class=\"property-title\">output</div>standard output</div></div><div><p> </p><p>Bessie is making a show called <span class=\"tex-font-style-it\">Moojutsu Cowsen</span>. For one episode, she invites $$$n$$$ sorcerers and lines them up from left to right. The initial skill level of the $$$i$$$-th sorcerer is $$$a_i$$$. </p><p>The sorcerers compete in a king-of-the-hill tournament. The leftmost remaining sorcerer starts as the champion, and his current skill is equal to his initial skill.</p><p>Then, the champion faces each remaining sorcerer to his right, one by one. Suppose the current champion has skill $$$s$$$, and the next sorcerer has skill $$$x$$$.</p><p>If $$$s  \\lt  x$$$, the champion forfeits. The next sorcerer becomes the new champion with skill $$$x$$$.</p><p>Otherwise, the champion fights and wins (the champion still wins when $$$s = x$$$). In this case, the champion's current skill becomes $$$s+x$$$.</p><p>Bessie finds forfeits boring, so before running the tournament, she may remove some sorcerers from the lineup.</p><p>You are given a permutation $$$p_1,p_2,\\ldots,p_n$$$ of the integers from $$$1$$$ to $$$n$$$. For each $$$0 \\le i \\le n-1$$$, Bessie removes sorcerers $$$p_1,p_2,\\ldots,p_i$$$ from the lineup. If $$$i=0$$$, no sorcerers are removed. The relative order of all remaining sorcerers does not change.</p><p>For each such $$$i$$$, determine how many forfeits happen when Bessie runs the tournament using only the remaining sorcerers.</p></div><div class=\"input-specification\"><div class=\"section-title\">Input</div><p>Each test contains multiple test cases. The first line contains the number of test cases $$$t$$$ ($$$1 \\le t \\le 10^4$$$). The description of the test cases follows.</p><p>The first line of each test case contains a single integer $$$n$$$ ($$$1 \\le n \\le 2\\cdot 10^5$$$).</p><p>The second line of each test case contains $$$n$$$ integers $$$a_1,a_2,\\ldots,a_n$$$ ($$$1 \\le a_i \\le 10^9$$$).</p><p>The third line of each test case contains a permutation $$$p_1,p_2,\\ldots,p_n$$$ of the integers from $$$1$$$ to $$$n$$$.</p><p>It is guaranteed that the sum of $$$n$$$ over all test cases does not exceed $$$2 \\cdot 10^5$$$.</p></div><div class=\"output-specification\"><div class=\"section-title\">Output</div><p>For each test case, output $$$n$$$ integers.</p><p>The $$$i$$$-th integer should be the number of forfeits after removing sorcerers $$$p_1,p_2,\\ldots,p_{i-1}$$$.</p></div><div class=\"sample-tests\"><div class=\"section-title\">Example</div><div class=\"sample-test\"><div class=\"input\"><div class=\"title\">Input</div><pre><div class=\"test-example-line test-example-line-even test-example-line-0\">3</div><div class=\"test-example-line test-example-line-odd test-example-line-1\">4</div><div class=\"test-example-line test-example-line-odd test-example-line-1\">1 2 4 3</div><div class=\"test-example-line test-example-line-odd test-example-line-1\">1 2 3 4</div><div class=\"test-example-line test-example-line-even test-example-line-2\">5</div><div class=\"test-example-line test-example-line-even test-example-line-2\">3 1 7 2 6</div><div class=\"test-example-line test-example-line-even test-example-line-2\">3 1 5 2 4</div><div class=\"test-example-line test-example-line-odd test-example-line-3\">6</div><div class=\"test-example-line test-example-line-odd test-example-line-3\">10 1 2 20 3 4</div><div class=\"test-example-line test-example-line-odd test-example-line-3\">4 1 2 3 5 6</div></pre></div><div class=\"output\"><div class=\"title\">Output</div><pre><div class=\"test-example-line test-example-line-odd test-example-line-1\">2 1 0 0 </div><div class=\"test-example-line test-example-line-even test-example-line-2\">1 0 2 1 0 </div><div class=\"test-example-line test-example-line-odd test-example-line-3\">1 0 3 2 1 0 </div></pre></div></div></div><div class=\"note\"><div class=\"section-title\">Note</div><p>For the first test case, the answers are $$$2,1,0,0$$$.</p><p>Before any removals, the array is $$$[1,2,4,3]$$$. The champion with skill $$$1$$$ forfeits against skill $$$2$$$, and then the champion with skill $$$2$$$ forfeits against skill $$$4$$$. The champion with skill $$$4$$$ defeats skill $$$3$$$, so there are $$$2$$$ forfeits.</p><p>After removing sorcerer $$$1$$$, the remaining array is $$$[2,4,3]$$$. The champion with skill $$$2$$$ forfeits against skill $$$4$$$, and then the champion with skill $$$4$$$ defeats skill $$$3$$$, so there is $$$1$$$ forfeit.</p><p>After removing sorcerers $$$1$$$ and $$$2$$$, the remaining array is $$$[4,3]$$$. The champion defeats the only remaining sorcerer, so there are $$$0$$$ forfeits. After removing sorcerers $$$1$$$, $$$2$$$, and $$$3$$$, only one sorcerer remains, so there are also $$$0$$$ forfeits.</p><p>For the second test case, the answers are $$$1,0,2,1,0$$$.</p><p>Before any removals, the array is $$$[3,1,7,2,6]$$$. The champion with skill $$$3$$$ defeats skill $$$1$$$ and gains one skill point, then forfeits against skill $$$7$$$. After that, the champion defeats skills $$$2$$$ and $$$6$$$, so there is $$$1$$$ forfeit.</p><p>After removing sorcerer $$$3$$$, whose skill is $$$7$$$, the remaining array is $$$[3,1,2,6]$$$. The champion defeats every remaining sorcerer, so there are $$$0$$$ forfeits.</p><p>After also removing sorcerer $$$1$$$, the remaining array is $$$[1,2,6]$$$ The champion with skill $$$1$$$ forfeits against skill $$$2$$$, and then the champion with skill $$$2$$$ forfeits against skill $$$6$$$, so there are $$$2$$$ forfeits.</p><p>After also removing sorcerer $$$5$$$, the remaining array is $$$[1,2]$$$. There is $$$1$$$ forfeit. Finally, after also removing sorcerer $$$2$$$, only one sorcerer remains, so there are $$$0$$$ forfeits.</p></div>\n</problem-statement>\n\n\nSource lookup status:\n<source-lookup-status>\n- Tutorial (en): https://codeforces.com/blog/entry/156688 loaded (200 OK; title: \"Codeforces Round 1120 (Div 1, Div 2) Editorial - Codeforces\"; mentions 2262B)\n</source-lookup-status>\n\nGenerate:\n1. Five progressive hints, from a gentle nudge to the key insight.\n2. A self-contained editorial that teaches the solution clearly, including the key insight, algorithm, correctness argument, complexity, and necessary implementation details. Explain non-obvious steps without padding or a discovery-process transcript.\n3. A complete C++26 solution that gets AC on Codeforces.\n\nFormatting & Style Rules:\n- Hints and editorial: valid Markdown with LaTeX as needed (e.g., $dp[i]$, $$\\sum_{i=1}^{n} a_i$$).\n- Hints and editorial must read like Nudge's own explanation. No research notes, source notes, citations, Markdown links, URLs, or references to editorials/submissions/posts.\n- Solution: raw C++ only, no Markdown fences.\n- Keep C++ short, clean, standard, and single-file. Comments are fine when they clarify the idea.\n\nOutput strictness:\n- Return JSON matching the provided schema exactly.\n- If the problem is solvable, return `status: \"success\"`, `reason: null`, and fill in `hints`, `editorial`, and `solution`.\n- Return `status: \"unsolvable\"`, a short `reason`, and set `hints`, `editorial`, and `solution` to null only when the supplied statement is fundamentally incomplete, contradictory, or dependent on an inaccessible resource needed to define the task. Missing research, high rating, uncertainty, or \"can't guarantee AC\" is not a reason to return unsolvable.\n- If you return `status: \"unsolvable\"`, the `reason` is shown directly to users. Be concrete: say what exact statement/resource blocker stopped you, and include relevant source lookup status if it mattered (for example: official tutorial missing, Codeforces returned 403/Cloudflare challenge, tutorial page 404, accepted submissions unavailable).\n- Each hint must be JUST the hint text. No \"Hint 1:\" or subtitles. The UI adds those automatically.\n- Do not start the editorial with an \"# Editorial\" heading. The UI already adds that section. Feel free to add other headers as needed though.\n- Use styling in the editorial if needed! Just that first header is no good but any subheaders or bolding or whatever is good!\n\nFor the C++ solution, you MUST use this template and work around it:\n\n```cpp\n#include <bits/stdc++.h>\nusing namespace std;\n\nusing ll = long long;\n\nvoid setIO() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n}\n\nint main() {\n    setIO();\n}\n```",
          "id": "prt_0acbe3ff2001APGpdhlhYnysne",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acbe3ff1001xIYa1wTxs2iWQe"
        }
      ]
    },
    {
      "info": {
        "parentID": "msg_0acbe3ff1001xIYa1wTxs2iWQe",
        "role": "assistant",
        "mode": "nudge-generation",
        "agent": "nudge-generation",
        "variant": "max",
        "path": {
          "cwd": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-sGrTfB",
          "root": "/"
        },
        "cost": 0,
        "tokens": {
          "total": 10493,
          "input": 10334,
          "output": 38,
          "reasoning": 121,
          "cache": {
            "write": 0,
            "read": 0
          }
        },
        "modelID": "gpt-5.6-luna",
        "providerID": "openai",
        "time": {
          "created": 1789604544623,
          "completed": 1789604551338
        },
        "finish": "tool-calls",
        "id": "msg_0acbe406f001E5g6JjkrzYLwRJ",
        "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ"
      },
      "parts": [
        {
          "type": "step-start",
          "id": "prt_0acbe47d60011dFU8m069kqIiH",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acbe406f001E5g6JjkrzYLwRJ"
        },
        {
          "type": "reasoning",
          "text": "**Preparing to fetch official tutorial**",
          "time": {
            "start": 1789604546520,
            "end": 1789604549197
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0524851c39d69f45016aab32c277d487d28813ac853064b3c7",
              "reasoningEncryptedContent": "gAAAAABqqzLFK9_hT7KD3Y5PZNyJSTt6Asa7k1HBpK8v4zTUYvEHQ_8VFwNdonWI1XzjdaRE7fSeyZJFQ7PdY7lg5SXlmPTSt46ZxPQ1ZWGB0DzCOf6dEih07vn7rDiPc8QR0W9U83BS7E0ETRWFH5wMhVdXTErfJAzoM4GqfU50hI6NAyihe1l_w0TgW8jrv2sYXgRtxUSWJtSOduQ3DlkoR3VZQhFkg0OuBrtV37Ww398sXwVeMS73xsxpx9TGyzCkm7LiFjzt69ypktWjgbcE0-MAni9nygs5kOvEwg4eV9O3TUTPV4v5-gYK-_wvQfEWxG8qGygztpTGcyMudts7vrawvOEf6IZolLpDQ2SBC6HyA4Ubz6m4UoSZ4B7g7IYgWXvH8HeO-Q2fyPlXRS60GVkjWFgFsrOhWZShpQc8SJK5SMEKM8YYDDogLTnF3pNIuA5rcq5nf1xcx6CXr4bKAVd5s8-G_OlTHSwgxRB7FIQ7ZT0sohBh-yqFI36IY0dsNBFqv9K-mmK1Nn1uEdnKgstCAWR9psacAe0h__Oon-d_kCY4fIWy6d0Z9JPftylVkYosUJfGYnEOvuin7UjNmreiDBFn_1DGlSfpEB57LexrwLd40VEBmSDzOxXUROzz4ynP-n9jwHLf_LbcdEgRnvKiw4QDk1OiP4pSzvEpXSsq9yCcku2VP0bDTeNRxwDJSaW8NSCZtjWbNNfibYnFkVnAiaaLHWjVgwFBRhlAIw_TVIrV_mi4EXAugfw7uEFLtnUufyFVEdqItBmkb_L80zYGKjPCG7n2yf3m-vYz6-gB4JOYrP0dHYAjDm4uwlcRamlOnKBVk-mUOO_Tch8hyKOQYfd-L_1fnHRKJ50trsAxy0qqbu5MeIfCnMaMXrAlZRgk5Apd3KxTuy7d1YoC06gPxY7G5eEXZkot2jC3UcVIjyfv9jbnPQexFxf5SpCpgQg3ZF9GLhSZ31Z8oyrXBVcLoeNhKsGhe5TtDtYDEb2og_KySddLLIdxSQQJYIEALTZAI43uIPWF8lpsQXthVLlk845XT13SZ6mULhcOsXykU51y5Sm3GcGMM3m_kwgAbJS17WFOg84t2Ev8G89gqd1SQq84y5slkTNSBt9mJ049wN4J6ZNMd6p796LIC5xCdirE69a36Go8fN11ZPLco8K0oVwshoS-AmWJETS_2i75-6HfFCdby_wFoMRx8SRjVYMz649Kylkq_N2AnQMHird94J9bWlY9m2XXF_6yeeUVZ_frek0n4Ybt0GhX0Z5OmSnNXDVouQlRb05Zl4Mc5CJN4hb2frUF1gzyoZWc3w2pCRYOu-y4Dqnqswz5WxugtLZU-SsoCY8dRTDMfFLmA8fkHyqUM7si9SBSB65PXcWfVX9tqNlFtxKA0CapDaxQxSSngYiPOgZl90u_6UH_-OOp3RzEg0wzUNtjJbP546-3C9aK6BODY6O52LLrUCipmYkSsQQkeCBo4GbGztGS0XuvhCTmbJukPCrZVn7RGQAROPDLVcZLy5DP-M9haT-N1rsaX7fv9tA-zNtY3ECGV0oI4v9zHww6u06LQ-t-Y3-YssSrwUtS6vWKwElYbRYqfHX1sQEhSa4oXQRa92hNGxPVdt4GmCUYPLCDvFvV-kxawdvZGxhwv4gHTiA2vZieQqMMqVaAqNx5JrfqhYo33goWsgRjKeSSlvOhKp0FFFVM4YlbX_WTO_GoIuUkcNk_JnauzhJfLZrToPRpzmIQ7IVq-ss0E7ne7L3iNo_EvaO2aSfJAbGnbkdv9eMiCuuHumPDDl7ihfyU7kF6T_n_KeqWc-_UKYaYkKBOV6V-RUssKKcPDRXLKPAhASsd0yINi8Vp2s7698BzlgNEGRtTXP3_9XNM1Yge6ue1-AYW9O6nQlZ5wJ4whl8x9c5jNh8G-jLfRb4QqnFmOc9zvgnVPXkeBKjBudUZX9rRbVtr6lahrXJZGKneRX3EO6E0rWNdHgGNa_m3wlqEzVNMBsiJBqXKOE6uw4Sb0sXKQ_te4S9SgAaZFUs7krP4sOsQyujPUETUA1S5fe8XoevugJ5Cl7otuUPB1EPXiJtOJ21_KVWImwU_QTtM1ImGb_p9lucPp8ia62Or"
            }
          },
          "id": "prt_0acbe47d800144J0Dia4OCzg3t",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acbe406f001E5g6JjkrzYLwRJ"
        },
        {
          "type": "tool",
          "tool": "webfetch",
          "callID": "call_Wd3GIboKBE1m9XcqbBOXXVIG",
          "state": {
            "status": "completed",
            "input": {
              "url": "https://codeforces.com/blog/entry/156688",
              "format": "markdown",
              "timeout": 120
            },
            "output": "---\nimage: https://codeforces.com/codeforces.org/s/30864/images/codeforces-telegram-square-1024x1024.png\ntitle: Codeforces Round 1120 (Div 1, Div 2) Editorial - Codeforces\ndescription: Codeforces. Programming competitions and contests, programming community\n---\n\n<!DOCTYPE HTML PUBLIC \"-//W3C//DTD HTML 4.01//EN\"> \n\n  \n[![Codeforces](//codeforces.com/codeforces.org/s/30864/images/codeforces-logo-with-telegram-555x130.png \"Codeforces\")](https://codeforces.com/) \n\n[![In English](//codeforces.com/codeforces.org/s/30864/images/flags/24/gb.png \"In English\")](https://codeforces.com/blog/entry/156688?locale=en) [![По-русски](//codeforces.com/codeforces.org/s/30864/images/flags/24/ru.png \"По-русски\")](https://codeforces.com/blog/entry/156688?locale=ru) \n\n[Enter](https://codeforces.com/enter?back=%2Fblog%2Fentry%2F156688)| [Register](https://codeforces.com/register) \n\n  \n* [Home](https://codeforces.com/)\n* [Top](https://codeforces.com/top)\n* [Catalog](https://codeforces.com/catalog)\n* [Contests](https://codeforces.com/contests)\n* [Gym](https://codeforces.com/gyms)\n* [Problemset](https://codeforces.com/problemset)\n* [Groups](https://codeforces.com/groups)\n* [Rating](https://codeforces.com/ratings)\n* [Edu](https://codeforces.com/edu/courses)\n* [API](https://codeforces.com/apiHelp)\n* [Calendar](https://codeforces.com/calendar)\n* [Help](https://codeforces.com/help)\n  \n  \n→ Pay attention \n\nBefore contest  \n[Codeforces Round (Div. 3)](https://codeforces.com/contests/2266)  \n5 days \n\n→ Top rated \n\n| #  | User                                                                                          | Rating |\n| -- | --------------------------------------------------------------------------------------------- | ------ |\n| 1  | [jiangly](https://codeforces.com/profile/jiangly \"Legendary Grandmaster jiangly\")             | 3810   |\n| 2  | [Kevin114514](https://codeforces.com/profile/Kevin114514 \"Legendary Grandmaster Kevin114514\") | 3655   |\n| 3  | [Benq](https://codeforces.com/profile/Benq \"Legendary Grandmaster Benq\")                      | 3650   |\n| 4  | [maroonrk](https://codeforces.com/profile/maroonrk \"Legendary Grandmaster maroonrk\")          | 3427   |\n| 5  | [strapple](https://codeforces.com/profile/strapple \"Legendary Grandmaster strapple\")          | 3413   |\n| 6  | [Um\\_nik](https://codeforces.com/profile/Um%5Fnik \"Legendary Grandmaster Um_nik\")             | 3387   |\n| 7  | [heuristica](https://codeforces.com/profile/heuristica \"Legendary Grandmaster heuristica\")    | 3322   |\n| 8  | [tourist](https://codeforces.com/profile/tourist \"Legendary Grandmaster tourist\")             | 3301   |\n| 9  | [turmax](https://codeforces.com/profile/turmax \"Legendary Grandmaster turmax\")                | 3297   |\n| 10 | [squareOf105](https://codeforces.com/profile/squareOf105 \"Legendary Grandmaster squareOf105\") | 3262   |\n\n| [Countries](https://codeforces.com/ratings/countries) \\| [Cities](https://codeforces.com/ratings/cities) | [Organizations](https://codeforces.com/ratings/organizations) | [View all →](https://codeforces.com/ratings) |\n| -------------------------------------------------------------------------------------------------------- | ------------------------------------------------------------- | -------------------------------------------- |\n\n→ Top contributors \n\n| #  | User                                                                                     | Contrib. |\n| -- | ---------------------------------------------------------------------------------------- | -------- |\n| 1  | [Qingyu](https://codeforces.com/profile/Qingyu \"Legendary Grandmaster Qingyu\")           | 157      |\n| 2  | [maspy](https://codeforces.com/profile/maspy \"Legendary Grandmaster maspy\")              | 150      |\n| 2  | [nik\\_exists](https://codeforces.com/profile/nik%5Fexists \"Expert nik_exists\")           | 150      |\n| 4  | [Um\\_nik](https://codeforces.com/profile/Um%5Fnik \"Legendary Grandmaster Um_nik\")        | 144      |\n| 5  | [Errichto](https://codeforces.com/profile/Errichto \"International Grandmaster Errichto\") | 139      |\n| 6  | [adamant](https://codeforces.com/profile/adamant \"Master adamant\")                       | 136      |\n| 7  | [AmShZ](https://codeforces.com/profile/AmShZ \"Grandmaster AmShZ\")                        | 134      |\n| 8  | [maroonrk](https://codeforces.com/profile/maroonrk \"Legendary Grandmaster maroonrk\")     | 133      |\n| 8  | [BledDest](https://codeforces.com/profile/BledDest \"International Grandmaster BledDest\") | 133      |\n| 10 | [DNR](https://codeforces.com/profile/DNR \"Master DNR\")                                   | 128      |\n\n|  | [View all →](https://codeforces.com/top-contributed) |\n|  | ---------------------------------------------------- |\n\n→ Find user \n\nHandle: \n\n→ Recent actions \n\n* [Down\\_bad\\_4\\_haiender288](https://codeforces.com/profile/Down%5Fbad%5F4%5Fhaiender288 \"Pupil Down_bad_4_haiender288\") → [new manmade horrors (barely within comprehension) just dropped](https://codeforces.com/blog/entry/156826) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [nik\\_exists](https://codeforces.com/profile/nik%5Fexists \"Expert nik_exists\") → [Codeforces Round 1119 (Div. 3) Editorial](https://codeforces.com/blog/entry/156457) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n* [Ovi\\_404](https://codeforces.com/profile/Ovi%5F404 \"Pupil Ovi_404\") → [Finally hit 1000 problems solved on Codeforces](https://codeforces.com/blog/entry/156830) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n* [MikeMirzayanov](https://codeforces.com/profile/MikeMirzayanov \"Headquarters, MikeMirzayanov\") → [Telegram Returns as Title Sponsor of Codeforces!](https://codeforces.com/blog/entry/156620) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n* [mariza\\_CY](https://codeforces.com/profile/mariza%5FCY \"Candidate Master mariza_CY\") → [Balkan OI 2026 teams](https://codeforces.com/blog/entry/153535) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n* [UNDERTAKER](https://codeforces.com/profile/UNDERTAKER \"Grandmaster UNDERTAKER\") → [Looking for contests to host — we'll adapt our judge to your problems](https://codeforces.com/blog/entry/156823) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n* [AmShZ](https://codeforces.com/profile/AmShZ \"Grandmaster AmShZ\") → [Repovive Premier Round 8 — $300 Prize Pool](https://codeforces.com/blog/entry/156827) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n* [DuyMinh3005](https://codeforces.com/profile/DuyMinh3005 \"Pupil DuyMinh3005\") → [Is this acceptable?](https://codeforces.com/blog/entry/155682) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [kondasujay2](https://codeforces.com/profile/kondasujay2 \"International Master kondasujay2\") → [Codeforces Round 1120 (Div. 1, Div. 2)](https://codeforces.com/blog/entry/156576) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [Down\\_bad\\_4\\_haiender288](https://codeforces.com/profile/Down%5Fbad%5F4%5Fhaiender288 \"Pupil Down_bad_4_haiender288\") → [new manmade horrors (barely within comprehension) just dropped](https://codeforces.com/blog/entry/156825) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [M.Bemanali](https://codeforces.com/profile/M.Bemanali \"Newbie M.Bemanali\") → [QueueForces AGAIN???](https://codeforces.com/blog/entry/156822) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [qwexd](https://codeforces.com/profile/qwexd \"Master qwexd\") → [Codeforces Round 1121 (Div. 2)](https://codeforces.com/blog/entry/156653) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [lumibons](https://codeforces.com/profile/lumibons \"International Grandmaster lumibons\") → [IOI 2027 Call for Tasks](https://codeforces.com/blog/entry/156793) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n* [OmarAfterMidnight](https://codeforces.com/profile/OmarAfterMidnight \"Pupil OmarAfterMidnight\") → [VoidHub Update: Relive CPC Contests as If You Were There](https://codeforces.com/blog/entry/156807) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [Grizoo](https://codeforces.com/profile/Grizoo \"Candidate Master Grizoo\") → [\\[GYM\\] Aleppo Collegiate Programming Contest 2026](https://codeforces.com/blog/entry/156707) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n* [pllk](https://codeforces.com/profile/pllk \"Grandmaster pllk\") → [Competitive Programmer's Handbook — a new book on competitive programming](https://codeforces.com/blog/entry/50728) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\") ![Necropost](//codeforces.com/codeforces.org/s/30864/images/icons/hourglass.png \"Necropost\")\n* [sadwqdqEF213](https://codeforces.com/profile/sadwqdqEF213 \"Expert sadwqdqEF213\") → [Introducing SoSOI 2027 - The First Solar System Olympiad in Informatics](https://codeforces.com/blog/entry/156550) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [kondasujay2](https://codeforces.com/profile/kondasujay2 \"International Master kondasujay2\") → [Codeforces Round 1120 (Div 1, Div 2) Editorial](https://codeforces.com/blog/entry/156688) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [adarshsolanki2004](https://codeforces.com/profile/adarshsolanki2004 \"Newbie adarshsolanki2004\") → [Cloudflare anti-bot verification not appearing](https://codeforces.com/blog/entry/151688) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n* [123gjweq2](https://codeforces.com/profile/123gjweq2 \"Master 123gjweq2\") → [Is this a good problem + can you please help me gauge its difficulty?](https://codeforces.com/blog/entry/156760) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [destructive\\_criticism](https://codeforces.com/profile/destructive%5Fcriticism \"Master destructive_criticism\") → [2026 Turkish Team Selection Problems Are Now Public!](https://codeforces.com/blog/entry/156803) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [Hardik120710](https://codeforces.com/profile/Hardik120710 \"Specialist Hardik120710\") → [A Friendly Discord Competitive Programming Server (very alive)](https://codeforces.com/blog/entry/156354) ![Text created or updated](//codeforces.com/codeforces.org/s/30864/images/icons/x-update-12x12.png \"Text created or updated\")\n* [DishonoredRighteous](https://codeforces.com/profile/DishonoredRighteous \"Grandmaster DishonoredRighteous\") → [Codeforces Round #643 (Div. 2) Editorial](https://codeforces.com/blog/entry/77491) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\") ![Necropost](//codeforces.com/codeforces.org/s/30864/images/icons/hourglass.png \"Necropost\")\n* [plagues](https://codeforces.com/profile/plagues \"International Grandmaster plagues\") → [The most outrageous cheating in the history of Huawei Challenge](https://codeforces.com/blog/entry/156293) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n* [maruf004](https://codeforces.com/profile/maruf004 \"Newbie maruf004\") → [Will Meta Hacker Cup 2026 Happen?](https://codeforces.com/blog/entry/156789) ![New comment\\(s\\)](//codeforces.com/codeforces.org/s/30864/images/icons/comment-12x12.png \"New comment(s)\")\n\n|  | [Detailed →](https://codeforces.com/recent-actions) |\n|  | --------------------------------------------------- |\n\n* [kondasujay2](https://codeforces.com/profile/kondasujay2)\n* [Blog](https://codeforces.com/blog/kondasujay2)\n* [Teams](https://codeforces.com/teams/with/kondasujay2)\n* [Submissions](https://codeforces.com/submissions/kondasujay2)\n* [Groups](https://codeforces.com/groups/with/kondasujay2)\n* [Contests](https://codeforces.com/contests/with/kondasujay2)\n* [Problemsetting](https://codeforces.com/contests/writer/kondasujay2)\n\n### [kondasujay2's blog](https://codeforces.com/blog/kondasujay2)\n\n[ Codeforces Round 1120 (Div 1, Div 2) Editorial ](https://codeforces.com/blog/entry/156688) \n\nBy [kondasujay2](https://codeforces.com/profile/kondasujay2 \"International Master kondasujay2\"), [history](https://codeforces.com/topic/157332/en14), 4 days ago, ![In English](//codeforces.com/codeforces.org/s/30864/images/flags/24/gb.png \"In English\") \n\nThank you to everyone who participated! \n\nWe are sorry for the poor testcases on C1, along with C1 and C2's solutions being so similar to the recent Div3 E. \n\n[2263A - Min Max Game](https://codeforces.com/contest/2263/problem/A \"Codeforces Round 1120 (Div. 2)\")\n\nAuthor: [kondasujay2](https://codeforces.com/profile/kondasujay2 \"International Master kondasujay2\")\n\n**Tutorial**\n\nTutorial is loading...\n\n**Solution**\n\n```\n#include <bits/stdc++.h>\nusing namespace std;\n\nvoid tc() {\n    int n; cin >> n;\n    int cnt = 0;\n    vector<int> a(n);\n    for(int i = 0; i < n; i++) {\n        cin >> a[i];\n        cnt += a[i];\n    }\n    if(cnt >= n - cnt) {\n        cout << \"Bessie\\n\";\n    } else {\n        cout << \"Elsie\\n\";\n    }\n}\n\nint main() {\n    ios::sync_with_stdio(false), cin.tie(nullptr);\n    int t; cin >> t;\n    while(t--) tc();\n}\n\n```\n\n**Rate the problem**\n\n* Amazing: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Good: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Ok: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Bad: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Terrible: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n\n[2263B - Min Matrices](https://codeforces.com/contest/2263/problem/B \"Codeforces Round 1120 (Div. 2)\")\n\nAuthor: [sukon](https://codeforces.com/profile/sukon \"Candidate Master sukon\")\n\n**Tutorial**\n\nTutorial is loading...\n\n**Solution**\n\n```\n#include<bits/stdc++.h>\n \nusing namespace std;\n \nvoid solve() {\n    int n, k; cin >> n >> k;\n    int x = k-n+1;\n    if(!(1 <= x && x <= n)) { cout << -1; return; }\n    vector<vector<int>> ans(n, vector<int>(n));\n    ans[0][0] = 1;\n    int on = 2;\n    for(int i = 1; i < x; i++) {\n        ans[0][i] = on; on++;\n        ans[i][0] = on; on++;\n    }\n    for(int i = x; i < n; i++) {\n        ans[i][i] = on; on++;\n    }\n\n    for(int i = 0; i < n; i++) {\n        for(int j = 0; j < n; j++) {\n            if(!ans[i][j]) {\n                ans[i][j] = on; on++;\n            }\n        }\n    }\n\n    for(int j = 0; j < n; j++) {\n        if(j) cout << \"\\n\";\n        for(auto &i : ans[j]) cout << i << \" \";\n    }\n}\n\nint main() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n    int t; cin >> t;\n    while(t--) {\n        solve();\n        if(t)   cout << \"\\n\";\n    }\n}\n\n```\n\n**Rate the problem**\n\n* Amazing: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Good: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Ok: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Bad: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Terrible: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n\n[2263C1 - Floor of MEX (Easy Version)](https://codeforces.com/contest/2263/problem/C1 \"Codeforces Round 1120 (Div. 2)\") / [2262A1 - Floor of MEX (Easy Version)](https://codeforces.com/contest/2262/problem/A1 \"Codeforces Round 1120 (Div. 1)\")\n\nAuthor: [CutSandstone](https://codeforces.com/profile/CutSandstone \"Candidate Master CutSandstone\")\n\n**Tutorial**\n\nTutorial is loading...\n\n**Solution**\n\n```\n#include <bits/stdc++.h>\nusing namespace std;\n\nvoid tc() {\n    int n; cin >> n;\n    vector<int> b(n + 1);\n    for(int i = 1; i <= n; i++) cin >> b[i];\n    vector<pair<int, int>> goodivs;\n    vector<pair<int, int>> badivs;\n    for(int i = 1; i <= n; i++) {\n        badivs.push_back({b[i] * i, (b[i] + 1) * i - 1});\n        for(int j = 0; j < b[i]; j++) {\n            goodivs.push_back({j * i, (j + 1) * i - 1});\n        }\n    }\n    vector<int> d(n + 1);\n    for(auto [l, r] : badivs) {\n        d[min(n, l)]++;\n        d[min(n, r + 1)]--;\n    }\n    int csm = 0;\n    vector<int> gnums;\n    for(int i = 0; i < n; i++) {\n        csm += d[i];\n        if(csm == 0) {\n            gnums.push_back(i);\n        }\n    }\n    cout << gnums.size() << endl;\n    for(int i : gnums) cout << i << \" \";\n    cout << endl;\n}\n\nint main() {\n    ios::sync_with_stdio(false), cin.tie(nullptr);\n    int t; cin >> t;\n    while(t--) tc();\n}\n\n```\n\n**Rate the problem**\n\n* Amazing: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Good: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Ok: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Bad: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Terrible: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n\n[2263C2 - Floor of MEX (Hard Version)](https://codeforces.com/contest/2263/problem/C2 \"Codeforces Round 1120 (Div. 2)\") / [2262A2 - Floor of MEX (Hard Version)](https://codeforces.com/contest/2262/problem/A2 \"Codeforces Round 1120 (Div. 1)\")\n\nAuthor: [kondasujay2](https://codeforces.com/profile/kondasujay2 \"International Master kondasujay2\")\n\n**Tutorial**\n\nTutorial is loading...\n\n**Solution**\n\n```\n#include <bits/stdc++.h>\nusing namespace std;\n\nconst int MOD = 1e9 + 7;\n\nvoid tc() {\n    int n; cin >> n;\n    vector<int> b(n + 1);\n    for(int i = 1; i <= n; i++) cin >> b[i];\n    vector<pair<int, int>> goodivs;\n    vector<pair<int, int>> badivs;\n    for(int i = 1; i <= n; i++) {\n        if(b[i] > (n - 1) / i + 1) {\n            cout << 0 << endl;\n            return;\n        }\n        badivs.push_back({b[i] * i, (b[i] + 1) * i - 1});\n        for(int j = 0; j < b[i]; j++) {\n            goodivs.push_back({j * i, (j + 1) * i - 1});\n        }\n    }\n    vector<int> d(n + 1);\n    for(auto [l, r] : badivs) {\n        d[min(n, l)]++;\n        d[min(n, r + 1)]--;\n    }\n    int csm = 0;\n    vector<int> gnums;\n    for(int i = 0; i < n; i++) {\n        csm += d[i];\n        if(csm == 0) {\n            gnums.push_back(i);\n        }\n    }\n    set<pair<int, int>> st;\n    sort(goodivs.begin(), goodivs.end(), [&] (pair<int, int> iv, pair<int, int> iv2) {\n        return iv.second - iv.first < iv2.second - iv2.first;\n    });\n    for(auto [l, r] : goodivs) {\n        auto it = st.lower_bound({l, 0});\n        if(it != st.end() && it->second <= r) {\n            continue;\n        }\n        st.insert({l, r});\n    }\n\n    vector<pair<int, int>> impivs(st.begin(), st.end());\n    int l = 0, r = 0;\n    vector<int> dp(impivs.size() + 1);\n    dp[0] = 1;\n    int poss = 1;\n    for(int i : gnums) {\n        while(l < impivs.size() && impivs[l].second < i) {\n            poss += MOD - dp[l];\n            poss %= MOD;\n            l++;\n        }\n        while(r < impivs.size() && impivs[r].first <= i) r++;\n        dp[r] += poss;\n        dp[r] %= MOD;\n        poss += poss;\n        poss %= MOD;\n    }\n    cout << dp[impivs.size()] << endl;\n}\n\nint main() {\n    ios::sync_with_stdio(false), cin.tie(nullptr);\n    int t; cin >> t;\n    while(t--) tc();\n}\n\n```\n\n**Rate the problem**\n\n* Amazing: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Good: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Ok: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Bad: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Terrible: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n\n[2263D - Culling Game](https://codeforces.com/contest/2263/problem/D \"Codeforces Round 1120 (Div. 2)\") / [2262B - Culling Game](https://codeforces.com/contest/2262/problem/B \"Codeforces Round 1120 (Div. 1)\")\n\nAuthor: [kondasujay2](https://codeforces.com/profile/kondasujay2 \"International Master kondasujay2\")\n\n**Tutorial**\n\nTutorial is loading...\n\n**Solution**\n\n```\n#include <bits/stdc++.h>\nusing namespace std;\n\nusing ll = long long;\n\nstruct BIT {\n    vector<ll> tr;\n    BIT(int n) : tr(n + 1) {}\n    void add(int k, ll x) {\n        while(k < tr.size()) {\n            tr[k] += x;\n            k += k&-k;\n        }\n    }\n    ll sum(int k) {\n        ll res = 0;\n        while(k > 0) {\n            res += tr[k];\n            k -= k&-k;\n        }\n        return res;\n    }\n};\n\nvoid tc() {\n    int n; cin >> n;\n    vector<int> a(n), p(n);\n    for(int i = 0; i < n; i++) {\n        cin >> a[i];\n    }\n    for(int i = 0; i < n; i++) {\n        cin >> p[i]; p[i]--;\n    }\n    reverse(p.begin(), p.end());\n    BIT bit(n);\n    set<int> imp; \n    vector<int> ans(n);\n    for(int i = 0; i < n; i++) {\n        int k = p[i];\n        auto it = imp.upper_bound(k);\n        int pimp;\n        if(it == imp.begin() || bit.sum(k) - bit.sum(*prev(it)) < a[k]) {\n            imp.insert(k);\n            pimp = k;\n        } else {\n            pimp = *prev(it);\n        }\n        bit.add(k + 1, a[k]);\n        while(imp.upper_bound(k) != imp.end()) {\n            int j = *imp.upper_bound(k);\n            if(bit.sum(j) - bit.sum(pimp) >= a[j]) {\n                imp.erase(j);\n            } else {\n                break;\n            }\n        }\n        ans[i] = imp.size() - 1;\n    }\n    reverse(ans.begin(), ans.end());\n    for(int i : ans) cout << i << \" \";\n    cout << endl;\n}\n\nint main() {\n    ios::sync_with_stdio(false), cin.tie(nullptr);\n    int t; cin >> t;\n    while(t--) tc();\n}\n\n```\n\n**Rate the problem**\n\n* Amazing: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Good: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Ok: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Bad: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Terrible: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n\n[2263E - Traveling the World](https://codeforces.com/contest/2263/problem/E \"Codeforces Round 1120 (Div. 2)\") / [2262C - Traveling the World](https://codeforces.com/contest/2262/problem/C \"Codeforces Round 1120 (Div. 1)\")\n\nAuthor: [kondasujay2](https://codeforces.com/profile/kondasujay2 \"International Master kondasujay2\")\n\n**Tutorial**\n\nTutorial is loading...\n\n**Solution**\n\n```\n#include <bits/stdc++.h>\nusing namespace std;\n\nusing ll = long long;\n\nconst int MOD = 1e9 + 7;\n\nvoid tc() {\n    int n; cin >> n;\n    vector<ll> a(n);\n    for(int i = 0; i < n; i++) cin >> a[i];\n    int k = n / 2;\n\n    int val = 1;\n    for(int i = 1; i <= k; i++) {\n        val = (ll)i * val % MOD;\n    }\n    for(int i = 1; i <= k - (n % 2 == 0 ? 2 : 1); i++) {\n        val = (ll)i * val % MOD;\n    }\n\n    set<ll> xposs;\n    xposs.insert(a[n - 1] - a[n - 2]);\n    xposs.insert(a[n - 1] - a[n - 3]);\n\n    int ans = 0;\n    for(ll x : xposs) {\n        vector<ll> b;\n        for(int i = 0; i < k; i++) {\n            b.push_back(i * x);\n        }\n        for(int i = 0; i < n - k; i++) {\n            b.push_back(a[n - 1] - i * x);\n        }\n        sort(b.begin(), b.end());\n        if(a == b) {\n            ans += val;\n            if(ans >= MOD) ans -= MOD;\n        }\n    }\n    cout << ans << endl;\n}\n\nint main() {\n    ios::sync_with_stdio(false), cin.tie(nullptr);\n    int t; cin >> t;\n    while(t--) tc();\n}\n\n```\n\n**Rate the problem**\n\n* Amazing: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Good: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Ok: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Bad: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Terrible: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n\n[2263F - PLUSworld](https://codeforces.com/contest/2263/problem/F \"Codeforces Round 1120 (Div. 2)\") / [2262D - PLUSworld](https://codeforces.com/contest/2262/problem/D \"Codeforces Round 1120 (Div. 1)\")\n\nAuthors: [sukon](https://codeforces.com/profile/sukon \"Candidate Master sukon\") & [kondasujay2](https://codeforces.com/profile/kondasujay2 \"International Master kondasujay2\")\n\n**Tutorial**\n\nTutorial is loading...\n\n**Solution**\n\n```\n#include <bits/stdc++.h>\nusing namespace std;\n\nvoid tc() {\n    int n; cin >> n;\n\n    vector<int> a(n), b(n);\n    for(int i = 0; i < n; i++) cin >> a[i], a[i]--;\n    for(int i = 0; i < n; i++) cin >> b[i], b[i]--;\n\n    int badcnt = 0;\n    for(int i = 0; i < n; i++) {\n        badcnt += a[i] != b[i];\n    }\n    if(badcnt == 0) {\n        cout << \"0 1\\n\";\n        return;\n    }\n\n    // mark everything which will ever be reached\n    vector<bool> useful(n);\n    for(int i = 0; i < n; i++) {\n        if(a[i] == b[i]) continue;\n        int x = i;\n        while(!useful[x]) {\n            useful[x] = true;\n            x = b[x];\n        }\n    }\n\n    // anything with b[i] == i once we reach we can't reach anything else, \n    // at most one of them can exit\n    vector<int> ends;\n    for(int i = 0; i < n; i++) {\n        if(useful[i] && b[i] == i) ends.push_back(i);\n    }\n\n    if(ends.size() > 1) {\n        cout << \"-1\\n\";\n        return;\n    }\n\n    vector<vector<int>> adj(n), radj(n);\n    for(int i = 0; i < n; i++) {\n        if(a[i] > b[i]) {\n            cout << \"-1\\n\";\n            return;\n        }\n        for(int j = a[i]; j <= b[i]; j++) {\n            adj[i].push_back(j);\n            radj[j].push_back(i);\n        }\n    }\n\n    // tarjan algorithm, from cp-algorithms\n    vector<int> st;    // - stack holding the unclaimed vertices\n    vector<int> roots(n, -1); // - keeps track of the SCC roots of the vertices\n    int timer = 0;         // - dfs timestamp counter\n    vector<int> t_in(n, -1);  // - keeps track of the dfs timestamp of the vertices\n    vector<int> t_low(n, -1); // - keeps track of the lowest t_in of unclaimed vertices\n    // reachable in the subtree\n\n    // implements the tarjan algorithm for strongly connected components\n    auto dfs = [&](auto&& self, int s) -> void {\n        t_low[s] = t_in[s] = timer++;\n        st.push_back(s);\n\n        for (auto u : adj[s]) {\n            if (t_in[u] == -1) { // tree-edge\n                self(self, u);\n                t_low[s] = min(t_low[s], t_low[u]);\n            } else if (roots[u] == -1) { // back-edge, cross-edge or forward-edge to an unclaimed vertex\n                t_low[s] = min(t_low[s], t_in[u]);\n            }\n        }\n\n        if (t_low[s] == t_in[s]) { // vertex is a root\n            while (true) {\n                int u = st.back();\n                st.pop_back();\n                roots[u] = s; // claims the vertex\n                if (u == s)\n                    break;\n            }\n        }\n    };\n\n    // applies the tarjan algorithm to all the vertices\n    for (int v = 0; v < n; v++) {\n        if (t_in[v] == -1) {\n            dfs(dfs, v);\n        }\n    }\n    vector<vector<int>> comps(n);\n    for(int v = 0; v < n; v++) {\n        comps[roots[v]].push_back(v);\n    }\n\n    vector<int> p(n, -1);\n    vector<int> sz(n);\n    for(int i = 0; i < n; i++) {\n        if(a[i] != b[i]) {\n            sz[roots[i]]++;\n        }\n        if(useful[i] && roots[i] != roots[b[i]]) {\n            if(p[roots[b[i]]] != -1) {\n                cout << \"-1\\n\";\n                return;\n            }\n            p[roots[b[i]]] = roots[i];\n        }\n    }\n    vector<int> chain;\n    int x = roots[ends[0]];\n    int csz = 0;\n    while(x != -1) {\n        chain.push_back(x);\n        csz += sz[x];\n        x = p[x];\n    }\n    if(csz != badcnt) {\n        cout << \"-1\\n\";\n        return;\n    }\n    reverse(chain.begin(), chain.end());\n\n    {\n        x = comps[chain[0]][0];\n        vector<int> ops;\n        auto op1 = [&] () {\n            ops.push_back(1);\n            a[x]++;\n        };\n        auto op2 = [&] () {\n            ops.push_back(2);\n            x = a[x];\n        };\n        auto solve_scc = [&] () {\n            int rt = roots[x];\n            vector<int> comp = comps[rt];\n\n            vector<int> p2(n, -1);\n            // only one thing in comp case\n            auto rdfs = [&] (auto&& self, int s) -> void {\n                for(int u : radj[s]) {\n                    if(roots[u] != rt) continue;\n                    if(p2[u] == -1) {\n                        p2[u] = s;\n                        self(self, u);\n                    }\n                }\n            };\n\n            // root a tree\n            rdfs(rdfs, comp[0]);\n\n            for(int i = 0; i < comp.size(); i++) {\n                while(x != comp[i]) {\n                    while(a[x] < max(p2[x], comp[i])) op1();\n                    op2();\n                }\n                while(a[x] < b[x]) op1();\n                op2();\n            }\n        };\n        for(int i = 0; i < chain.size(); i++) solve_scc();\n\n        cout << ops.size() << \" \" << comps[chain[0]][0] + 1 << endl;\n        for(int i : ops) cout << i << \" \";\n        cout << endl;\n\n        for(int i = 0; i < n; i++) assert(a[i] == b[i]);\n    }\n}\n\nint main() {\n    ios::sync_with_stdio(false), cin.tie(nullptr);\n    int t; cin >> t;\n    while(t--) tc();\n}\n\n```\n\n**Magic**\n\nWith this, you can prove a significantly simpler solution. We will add this proof later.\n\n**Magic Solution**\n\n```\n// Note: AI generated solution\n#include <bits/stdc++.h>\nusing namespace std;\n\nint main() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n\n    int t;\n    cin >> t;\n\n    while (t--) {\n        int n;\n        cin >> n;\n\n        vector<int> a(n + 1), b(n + 1);\n        for (int i = 1; i <= n; i++) {\n            cin >> a[i];\n        }\n        for (int i = 1; i <= n; i++) {\n            cin >> b[i];\n        }\n\n        int start = 1, remaining = 0;\n        bool possible = true;\n\n        for (int i = 1; i <= n; i++) {\n            if (a[i] > b[i]) {\n                possible = false;\n            }\n            if (a[i] < b[i]) {\n                if (remaining == 0) {\n                    start = i;\n                }\n                remaining++;\n            }\n        }\n\n        if (!possible) {\n            cout << -1 << '\\n';\n            continue;\n        }\n\n        vector<int> operations;\n        int position = start;\n\n        while (remaining > 0) {\n            if (a[position] < b[position]) {\n                while (a[position] < b[position] &&\n                       (a[position] >= position ||\n                        a[a[position]] == b[a[position]])) {\n                    a[position]++;\n                    operations.push_back(1);\n                }\n\n                if (a[position] == b[position]) {\n                    remaining--;\n                }\n            }\n\n            if (remaining == 0 || a[position] == position) {\n                break;\n            }\n\n            operations.push_back(2);\n            position = a[position];\n        }\n\n        if (remaining > 0) {\n            cout << -1 << '\\n';\n            continue;\n        }\n\n        cout << operations.size() << ' ' << start << '\\n';\n        for (int operation : operations) {\n            cout << operation << ' ';\n        }\n        cout << '\\n';\n    }\n}\n\n```\n\n**Rate the problem**\n\n* Amazing: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Good: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Ok: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Bad: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Terrible: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n\n[2262E - Paired Bracket Sequences](https://codeforces.com/contest/2262/problem/E \"Codeforces Round 1120 (Div. 1)\")\n\nAuthor: [kondasujay2](https://codeforces.com/profile/kondasujay2 \"International Master kondasujay2\")\n\n**Tutorial**\n\nTutorial is loading...\n\n**Solution**\n\n```\n#include <bits/stdc++.h>\nusing namespace std;\n\nint MOD;\n\nvoid madd(int& a, int b) {\n    a += b;\n    if(a >= MOD) a -= MOD;\n}\n\nvoid msub(int& a, int b) {\n    a -= b;\n    if(a < 0) a += MOD;\n}\n\nint mmul(int a, int b) {\n    return 1LL * a * b % MOD;\n}\n\nint bpow(int x, int y) {\n    return y == 0 ? 1 : mmul((y % 2) ? x : 1, bpow(mmul(x, x), y / 2));\n}\n\nvoid tc() {\n    int n; cin >> n >> MOD;\n    vector<int> f(2 * n + 1), invf(2 * n + 1);\n    f[0] = 1;\n    for(int i = 1; i <= 2 * n; i++) {\n        f[i] = mmul(f[i - 1], i);\n    }\n    invf[2 * n] = bpow(f[2 * n], MOD - 2);\n    for(int i = 2 * n; i >= 1; i--) {\n        invf[i - 1] = mmul(invf[i], i);\n    }\n    auto F = [&] (int n, int k) -> int {\n        return mmul(f[n], mmul(invf[k + 1], invf[n - k]));\n    };\n    auto choose = [&] (int n, int k) -> int {\n        return mmul(f[n], mmul(invf[k], invf[n - k]));\n    };\n    vector<vector<int>> p(n + 1, vector<int>(n + 1));\n    for(int i = 0; i <= n; i++) {\n        p[0][i] = mmul(F(2 * i, i), F(2 * i, i));\n    }\n    for(int i = 1; i <= n; i++) {\n        for(int j = 0; j <= n; j++) {\n            for(int k = 0; j + k <= n; k++) {\n                madd(p[i][j + k], mmul(p[i - 1][j], p[0][k]));\n            }\n        }\n    }\n    vector<int> ans(n + 1);\n    for(int i = 0; i <= n; i++) {\n        ans[i] = mmul(F(2 * n, i), p[i][n - i]);\n    }\n    for(int i = n - 1; i >= 0; i--) {\n        for(int j = i + 1; j <= n; j++) {\n            msub(ans[i], mmul(ans[j], choose(j, i)));\n        }\n    }\n    for(int i = 0; i <= n; i++) {\n        cout << ans[i] << \" \";\n    }\n    cout << endl;\n}\n\nint main() {\n    ios::sync_with_stdio(false), cin.tie(nullptr);\n    int t; cin >> t; \n    while(t--) tc();\n}\n\n```\n\n**Rate the problem**\n\n* Amazing: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Good: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Ok: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Bad: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Terrible: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n\n[2262F - Rank Removal](https://codeforces.com/contest/2262/problem/F \"Codeforces Round 1120 (Div. 1)\")\n\nAuthors: [sukon](https://codeforces.com/profile/sukon \"Candidate Master sukon\") & [kondasujay2](https://codeforces.com/profile/kondasujay2 \"International Master kondasujay2\")\n\n**Tutorial**\n\nTutorial is loading...\n\n**Solution**\n\n```\n#include <bits/stdc++.h>\nusing namespace std;\n\nconst int MXN = 400;\n\ntemplate<size_t SZ> int compute_inv(const vector<bitset<SZ>>& mat, vector<bitset<SZ>>& inv) {\n    int n = mat.size();\n    vector<bool> empty(n, true);\n    vector<bitset<SZ>> basis(n);\n\n    for(int i = 0; i < n; i++) {\n        bitset<SZ> cur = mat[i];\n        bitset<SZ> curinv;\n        curinv[i] = 1;\n        for(int j = 0; j < n; j++) {\n            if(cur[j]) {\n                if(empty[j]) {\n                    basis[j] = cur;\n                    inv[j] = curinv;\n                    empty[j] = false;\n                    break;\n                } else {\n                    cur ^= basis[j];\n                    curinv ^= inv[j];\n                }\n            }\n        }\n    }\n    for(int i = 0; i < n; i++) {\n        if(empty[i]) return 0;\n    }\n\n    for(int i = n - 1; i >= 1; i--) {\n        for(int j = 0; j < i; j++) {\n            if(basis[j][i]) {\n                basis[j] ^= basis[i];\n                inv[j] ^= inv[i];\n            }\n        }\n    }\n    return 1;\n}\n\nbool try_removal(vector<pair<int, int>> cells, vector<bitset<MXN>>& mat, vector<bitset<MXN>>& inv, vector<int>& row_cnt) {\n    int n = mat.size(), k = cells.size();\n    for(auto [x, y] : cells) {\n        if(mat[x][y] == 0) {\n            return false;\n        }\n    }\n    assert(k < 4);\n    vector<bitset<3>> K(k); \n    for(int i = 0; i < k; i++) {\n        for(int j = 0; j < k; j++) {\n            K[i][j] = (i == j) ^ inv[cells[i].second][cells[j].first];\n        }\n    }\n    vector<bitset<3>> invK(cells.size());\n    if(!compute_inv(K, invK)) {\n        return false;\n    }\n    for(auto [x, y] : cells) {\n        mat[x][y] = 0;\n        row_cnt[x]--;\n    }\n\n    auto old = inv;\n    for(int i = 0; i < n; i++) {\n        bitset<3> coef;\n        for(int alpha = 0; alpha < k; alpha++) {\n            int r = cells[alpha].first;\n\n            if(old[i][r]) {\n                coef ^= invK[alpha];\n            }\n        }\n\n        // delta = coef * (V^T * old)\n        for(int beta = 0; beta < k; beta++) {\n            if(coef[beta]) {\n                int c = cells[beta].second;\n                inv[i] ^= old[c];\n            }\n        }\n    }\n    return true;\n}\n\nvector<int> compute_matching(const vector<bitset<MXN>>& mat) {\n    int n = mat.size();\n    vector<vector<int>> adj(n);\n    for(int i = 0; i < n; i++) {\n        for(int j = 0; j < n; j++) {\n            if(mat[i][j]) adj[i].push_back(j);\n        }\n    }\n\n    vector<int> match(n, -1);\n    vector<bool> done(n);\n\n    function<bool(int)> dfs = [&] (int s) {\n        for(int u : adj[s]) {\n            if(!done[u]) {\n                done[u] = true;\n\n                if(match[u] == -1 || dfs(match[u])) {\n                    match[u] = s;\n                    return true;\n                }\n            }\n        }\n        return false;\n    };\n\n    for(int i = 0; i < n; i++) {\n        fill(done.begin(), done.end(), false);\n        dfs(i);\n    }\n\n    for(int i = 0; i < n; i++) {\n        assert(match[i] != -1);\n    }\n    return match;\n}\n\nvoid tc() {\n    int n, m; cin >> n >> m;\n\n    vector<bitset<MXN>> mat(n);\n    vector<int> row_cnt(n);\n    for(int i = 0; i < m; i++) {\n        int x, y; cin >> x >> y;\n        x--, y--;\n        mat[x][y] = 1;\n        row_cnt[x]++;\n    }\n\n    vector<bitset<MXN>> inv(n);\n    compute_inv(mat, inv);\n\n    int sm = m;\n    int left = (sm + n - 1) / n;\n    cout << left << '\\n';\n\n    while(sm > 0) {\n        vector<bitset<MXN>> omat = mat;\n        if(sm <= n) {\n            for(int i = 0; i < n; i++) {\n                for(int j = 0; j < n; j++) {\n                    mat[i][j] = 0;\n                }\n            }\n            row_cnt.assign(n, 0);\n        } else if(sm <= 2 * n) {\n            vector<int> matching = compute_matching(mat);\n            for(int i = 0; i < n; i++) {\n                for(int j = 0; j < n; j++) {\n                    mat[i][j] = 0;\n                }\n            }\n            row_cnt.assign(n, 0);\n            for(int i = 0; i < sm - n; i++) {\n                mat[matching[i]][i] = 1;\n                row_cnt[matching[i]]++;\n            }\n        } else if(sm <= 3 * n) {\n            vector<int> matching = compute_matching(mat);\n            int above = 0;\n            for(int i = 0; i < n; i++) {\n                for(int j = matching[i] + 1; j < n; j++) {\n                    above += mat[j][i];\n                }\n            }\n\n            vector<bitset<MXN>> nmat(n);\n            vector<int> nrow_cnt(n);\n            int ones_left = sm - n;\n            for(int i = 0; i < n; i++) {\n                nmat[matching[i]][i] = 1;\n                nrow_cnt[matching[i]]++;\n                ones_left--;\n            }\n            // make matrix either upper or lower triangular, whichever one\n            // removes a sufficient number of ones\n            if(above >= ones_left) {\n                for(int i = 0; i < n; i++) {\n                    for(int j = matching[i] + 1; j < n; j++) {\n                        if(mat[j][i]) {\n                            ones_left--;\n                            nmat[j][i] = 1;\n                            nrow_cnt[j]++;\n                            if(ones_left == 0) break;\n                        }\n                    }\n                    if(ones_left == 0) break;\n                }\n            } else {\n                for(int i = 0; i < n; i++) {\n                    for(int j = 0; j < matching[i]; j++) {\n                        if(mat[j][i]) {\n                            ones_left--;\n                            nmat[j][i] = 1;\n                            nrow_cnt[j]++;\n                            if(ones_left == 0) break;\n                        }\n                    }\n                    if(ones_left == 0) break;\n                }\n            }\n            mat = nmat;\n            row_cnt = nrow_cnt;\n        } else {\n            int csm = sm;\n            if(n % 2) {\n                // odd case (remove either 1 or 3)\n                int dup_row = -1;\n                for(int i = 0; i < n; i++) {\n                    if(row_cnt[i] >= 2) {\n                        dup_row = i;\n                        break;\n                    }\n                }\n                assert(dup_row != -1);\n\n                vector<int> cols;\n                for(int i = 0; i < n; i++) {\n                    if(mat[dup_row][i]) cols.push_back(i);\n                }\n\n                assert(cols.size() >= 2);\n\n                for(int i = 0; i < n; i++) {\n                    if(try_removal({{i, cols[0]}}, mat, inv, row_cnt)) {\n                        csm--;\n                        break;\n                    }\n                    if(try_removal({{i, cols[1]}}, mat, inv, row_cnt)) {\n                        csm--;\n                        break;\n                    }\n                }\n\n                if(csm == sm) {\n                    for(int i = 0; i < n; i++) {\n                        if(i != dup_row) {\n                            // remove L shape\n                            if(try_removal(\n                                    {{i, cols[0]}, \n                                     {dup_row, cols[0]}, \n                                     {dup_row, cols[1]}},\n                                mat, inv, row_cnt)) {\n                                csm -= 3;\n                                break;\n                            }\n                        }\n                    }\n                    assert(sm != csm);\n                }\n            }\n\n            while(csm > sm - n) {\n                // remove 2 at a time\n                int dup_row = -1;\n                for(int i = 0; i < n; i++) {\n                    if(row_cnt[i] >= 3) {\n                        dup_row = i;\n                        break;\n                    }\n                }\n\n                vector<int> cols;\n                for(int i = 0; i < n; i++) {\n                    if(mat[dup_row][i]) cols.push_back(i);\n                }\n\n                assert(cols.size() >= 3);\n\n                if(!try_removal({{dup_row, cols[0]}, {dup_row, cols[1]}}, mat, inv, row_cnt)) {\n                    if(!try_removal({{dup_row, cols[1]}, {dup_row, cols[2]}}, mat, inv, row_cnt)) {\n                        if(!try_removal({{dup_row, cols[0]}, {dup_row, cols[2]}}, mat, inv, row_cnt)) {\n                            assert(false);\n                        }\n                    }\n                }\n\n                csm -= 2;\n            }\n            assert(csm == sm - n);\n        }\n\n        vector<pair<int, int>> move;\n        for(int i = 0; i < n; i++) {\n            for(int j = 0; j < n; j++) {\n                if(omat[i][j] == 1 && mat[i][j] == 0) {\n                    move.push_back({i, j});\n                }\n            }\n        }\n        cout << move.size() << \"\\n\";\n        for(auto [x, y] : move) cout << x + 1 << \" \" << y + 1 << \"\\n\";\n        sm -= n;\n\n        int csm = 0;\n        for(int i = 0; i < n; i++) {\n            csm += row_cnt[i];\n        }\n        assert(csm == max(0, sm));\n    }\n}\n\nint main() {\n    int t; cin >> t;\n    while(t--) tc();\n}\n\n```\n\n**Tutorial 2**\n\nCredit to [BurnedChicken](https://codeforces.com/profile/BurnedChicken \"International Grandmaster BurnedChicken\") for finding this in testing!\n\nWe will first prove that for any row/column of a rank $$$n$$$ matrix, we can zero out everything in that row/column except one, and maintain rank $$$n$$$. This is because rank $$$n$$$ means the determinant is $$$1$$$, so there are exactly an odd number of perfect matchings in total (read Solution 1 for more understanding). Therefore at least $$$1$$$ of the ones in the row/column must be in an odd number of perfect matchings (since if they were all even then the total number would be even). This means if we delete all other ones but that one, then we would keep rank $$$n$$$.\n\nThis actually all you need to prove to solve the problem. Note that after we clear out one row except one number, we can clear out that column except that one number (even partially) and the determinant will not change (and the same works when clearing out a column with the leftover row). \n\nFor every turn, we want to try to find $$$n$$$ things to remove without changing the rank. Therefore, we begin by finding the one in the biggest row/column we can keep while removing everything else. Then we remove everything in the column/row of that one, and the everything in the row/column into the queue. If the queue + the current removals is big enough to reach $$$n$$$ removals, then we can just remove the ones in the queue. If the queue is too small, then we repeat one the next biggest row/column. Because the queue contains the row/column with the most ones, when the current removals will never exceed $$$n$$$ if the the queue + current removals is less than $$$n$$$. Once we run out of row/columns to clear, we can start removing the ones we excluded removing, since we have to reduce the rank at this point.\n\nTo find the one we must keep, you have to utilize the inverse, since we can clear out the row/column on $$$M\\_{i, j}$$$ if $$$M^{-1}\\_{j, i} = 1$$$ (proof is by Cramer's Rule). We can keep track of the inverse after this clear out operation in $$$O(n^2 / w)$$$ if done properly (using something similar to Woodbury Matrix Identity, look at Solution 1 for details). If implemented properly, this results in a $$$O(n^3 / w)$$$ solution.\n\n**Solution 2**\n\n```\n#include <bits/stdc++.h>\nusing namespace std;\n \nconst int SZ = 400;\n \n \ntemplate<size_t SZ> int compute_inv(const vector<bitset<SZ>>& mat, vector<bitset<SZ>>& inv) {\n    int n = mat.size();\n    vector<bool> empty(n, true);\n    vector<bitset<SZ>> basis(n);\n \n    for(int i = 0; i < n; i++) {\n        bitset<SZ> cur = mat[i];\n        bitset<SZ> curinv;\n        curinv[i] = 1;\n        for(int j = 0; j < n; j++) {\n            if(cur[j]) {\n                if(empty[j]) {\n                    basis[j] = cur;\n                    inv[j] = curinv;\n                    empty[j] = false;\n                    break;\n                } else {\n                    cur ^= basis[j];\n                    curinv ^= inv[j];\n                }\n            }\n        }\n    }\n    for(int i = 0; i < n; i++) {\n        if(empty[i]) return 0;\n    }\n \n    for(int i = n - 1; i >= 1; i--) {\n        for(int j = 0; j < i; j++) {\n            if(basis[j][i]) {\n                basis[j] ^= basis[i];\n                inv[j] ^= inv[i];\n            }\n        }\n    }\n    return 1;\n}\n \nvoid tc() {\n    int n, m; cin >> n >> m;\n    vector<bitset<SZ>> mat(n);\n    for(int i = 0; i < m; i++) {\n        int x, y; cin >> x >> y;\n        x--, y--;\n        mat[x][y] = 1;\n    }\n \n    vector<bitset<SZ>> inv(n);\n    compute_inv(mat, inv);\n    vector<int> cnts(2 * n);\n    for(int i = 0; i < n; i++) {\n        for(int j = 0; j < n; j++) {\n            cnts[i] += mat[i][j];\n            cnts[n + j] += mat[i][j];\n        }\n    }\n    queue<pair<int, int>> mustq, freeq;\n    vector<pair<int, int>> centers;\n    vector<vector<pair<int, int>>> moves;\n    while(true) {\n        while(mustq.size() + freeq.size() < n) {\n            int best_rc = 0;\n            for(int rc = 0; rc < 2 * n; rc++) {\n                if(cnts[rc] >= cnts[best_rc]) best_rc = rc;\n            }\n            if(cnts[best_rc] == 0) {\n                break;\n            }\n \n            int x = -1, y = -1;\n            if(best_rc < n) {\n                x = best_rc;\n                for(int j = 0; j < n; j++) {\n                    if(mat[x][j] && inv[j][x]) {\n                        y = j;\n                        break;\n                    }\n                }\n            } else {\n                y = best_rc - n;\n                for(int j = 0; j < n; j++) {\n                    if(mat[j][y] && inv[y][j]) {\n                        x = j;\n                        break;\n                    }\n                }\n            }\n            assert(x != -1 && y != -1);\n \n            centers.push_back({x, y});\n            vector<pair<int, int>> must, free;\n            auto erase = [&] (int a, int b) {\n                mat[a][b] = 0;\n                cnts[a]--;\n                cnts[b + n]--;\n            };\n            for(int j = 0; j < n; j++) {\n                if(mat[x][j] && j != y) {\n                    must.push_back({x, j});\n                    erase(x, j);\n                }\n            }\n            for(int j = 0; j < n; j++) {\n                if(mat[j][y] && j != x) {\n                    free.push_back({j, y});\n                    erase(j, y);\n                }\n            }\n            erase(x, y);\n            assert(cnts[x] == 0 && cnts[n + y] == 0);\n \n            if(best_rc < n) swap(must, free);\n            for(auto u : must) mustq.push(u);\n            for(auto u : free) freeq.push(u);\n \n            bitset<SZ> row = inv[y];\n            for(int j = 0; j < n; j++) {\n                if(cnts[j + n] > 0 && inv[j][x]) {\n                    inv[j] ^= row;\n                }\n            }\n        }\n        int left = n;\n        vector<pair<int, int>> move;\n        while(left > 0 && mustq.size() > 0) {\n            left--;\n            move.push_back(mustq.front());\n            mustq.pop();\n        }\n        while(left > 0 && freeq.size() > 0) {\n            left--;\n            move.push_back(freeq.front());\n            freeq.pop();\n        }\n        while(left > 0 && centers.size() > 0) {\n            left--;\n            move.push_back(centers.back());\n            centers.pop_back();\n        }\n        moves.push_back(move);\n        if(centers.size() == 0) break;\n    }\n    cout << moves.size() << \"\\n\";\n    for(auto move : moves) {\n        cout << move.size() << \"\\n\";\n        for(auto [u, v] : move) cout << u + 1 << \" \" << v + 1 << \"\\n\";\n    }\n}\n \nint main() {\n    ios::sync_with_stdio(false), cin.tie(nullptr);\n    int t; cin >> t;\n    while(t--) tc();\n}\n\n```\n\n**Rate the problem**\n\n* Amazing: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Good: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Ok: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Bad: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n* Terrible: [ ](https://codeforces.com/data/like?action=like \"I like this\")\n\n\n...108135 bytes truncated...\n\nThe tool call succeeded but the output was truncated. Full output saved to: /Users/zayd/.local/share/opencode/tool-output/tool_0acbe5aa2001c7J7yexEKWJA31\nUse the Task tool to have explore agent process this file with Grep and Read (with offset/limit). Do NOT read the full file yourself - delegate to save context.",
            "metadata": {
              "truncated": true,
              "outputPath": "/Users/zayd/.local/share/opencode/tool-output/tool_0acbe5aa2001c7J7yexEKWJA31"
            },
            "title": "https://codeforces.com/blog/entry/156688 (text/markdown; charset=utf-8)",
            "time": {
              "start": 1789604549419,
              "end": 1789604551333
            }
          },
          "metadata": {
            "openai": {
              "itemId": "fc_0524851c39d69f45016aab32c5231c87d2b3714d5c1de82f55"
            }
          },
          "id": "prt_0acbe524f001klimz6qE2c5N4e",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acbe406f001E5g6JjkrzYLwRJ"
        },
        {
          "reason": "tool-calls",
          "type": "step-finish",
          "tokens": {
            "total": 10493,
            "input": 10334,
            "output": 38,
            "reasoning": 121,
            "cache": {
              "write": 0,
              "read": 0
            }
          },
          "cost": 0,
          "id": "prt_0acbe5aa7001LxZw2VOaJvPpAl",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acbe406f001E5g6JjkrzYLwRJ"
        }
      ]
    },
    {
      "info": {
        "parentID": "msg_0acbe3ff1001xIYa1wTxs2iWQe",
        "role": "assistant",
        "mode": "nudge-generation",
        "agent": "nudge-generation",
        "variant": "max",
        "path": {
          "cwd": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-sGrTfB",
          "root": "/"
        },
        "cost": 0,
        "tokens": {
          "total": 25483,
          "input": 15535,
          "output": 151,
          "reasoning": 197,
          "cache": {
            "write": 0,
            "read": 9600
          }
        },
        "modelID": "gpt-5.6-luna",
        "providerID": "openai",
        "time": {
          "created": 1789604551340,
          "completed": 1789604791124
        },
        "finish": "tool-calls",
        "id": "msg_0acbe5aac001ZVd91FCF189ApX",
        "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ"
      },
      "parts": [
        {
          "type": "step-start",
          "id": "prt_0acbe622a001l3uWzsRwbIPM3w",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acbe5aac001ZVd91FCF189ApX"
        },
        {
          "type": "reasoning",
          "text": "**Delegating tutorial exploration task**",
          "time": {
            "start": 1789604553260,
            "end": 1789604557199
          },
          "metadata": {
            "openai": {
              "itemId": "rs_06fb4eee70b519c6016aab32c92dd487d1b4e21d8576f2bd93"
            }
          },
          "id": "prt_0acbe622c001wL1XHTMobxWV14",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acbe5aac001ZVd91FCF189ApX"
        },
        {
          "type": "reasoning",
          "text": "**Planning parallel source verification**",
          "time": {
            "start": 1789604557203,
            "end": 1789604557212
          },
          "metadata": {
            "openai": {
              "itemId": "rs_06fb4eee70b519c6016aab32c92dd487d1b4e21d8576f2bd93",
              "reasoningEncryptedContent": "gAAAAABqqzLNELjXemMXgXFsrVNUMd5roVkA1MPIy16V7vhvbnVGR6chEhvp5v7fW4MpGz65F3P6JIp1vWkOihHdErv5dKyfHsAqC7LH6Z7RUNAeWDhWbtg3y5nEMlhVzuEQSC9mSTCU6Ahd4o8B3F0zxmkJ0bwieOpJwbF6Dv39Nu6TTGe506E1GeklqyiOAvNrt43CWMFNMRr31swyZAvUahYxYRG87yDHctIf0aw6F4teOij5IAOi3f5lhk2pgbK7HF5tn5mJFabtVPBs0ZCZGQsYXaBO2TV9GeXf2WWk3KUs1nEODUsPvGztbjatcpFkopSla8g6L2o6RZ0-IMqLT7VRVBbp7QDMi2-LLv_h_XoAsOscRfqU8zvmFzPDxZqUOHr9yfGpFRoXjral06ljjsYP9o6rXkGyp_wAjJFCG7M5ZmGdyyrWpYG1r2QuFYrJb15Y2B3g9sfLUE6gMY-1MeTC1D9dgLXin7DkYeMpInmpguRwxyfdavdiGmJkzvnxTk34FccoTEUGptjhSDLNYuah7nSyu6c5dvvbo75ezCFc2S5gXlyBiZVZwleuuDCAAL31j3z4eZns2lXzmlf3FRcvOKRThZ3t1m0vV3U_OkOoodz7TDauXGXyDc1i-18e_8CxE7Vtr8WYsqiLuE_JaL-B5WgzhQldx6a-D0uWDJK8cX3S4WJ0cwg3iFJheldWpkOSYZZfJBAKYjLBPrcojfL0YbTMMwgPSUyVbw1HwzpbtmcbiHAeb87J4ek-lMcHb5GDt3ZxUCuR4NOg2XBD9OfACBrGJMUE4NuNOwiHIAHUVftSIq5B79ez6gJ3V_w2BKj6Y3RMHJ-BJvyZBlSnFVlvlM-GIjV3--86tCxaVuBu-FG2iSLm2eXlyUHcLDohT423pHsrpcKjMj4PoMHP7jIDf_V4IMu3ZQg5UUxQ2oJtYlYPm1oTzZF5Vesa0ILGpx1FdRjsOoXgblKB9w3yreKpfwaBJw5KvmLQVB91sLs2lCSxD5KGD7jdZJD9mYElAM6q17zjQEQKtqKLm7O8KB3-EsdbQ_hYEfIA6zQd6BoNQFCB7gg0wT3VWTJcOKm9oKCuEN3XX_veTFrcBBCpYm4Lkc8cuDADIFnTxU_8ACQ5IMyppubBvRkq-ydLFg07o8eWMsNzviG4tNQ5hLY3EKwGcBj0Xyu_trZ5TgcrynC9spGQA-w1PgtuDX8WvAD_eVxH9qF6Ihq08m9spYq47J7tw1yQOpe7kNvteMdz0Gl41F7HAao4IwJ2NTmcFuw1AmFV0yLRCemJetCeedQ7oreRTCpOACnl1HTX8fE2OYy_-JodicGbNg_lDhxM1bccSosfl4cpJHGIM0p7Ma5NVTNQAaJkuhJg9mcrBvkgu4j7fJOG0NrokRNDoPKp-HwTmLNBxSBEIKWaicF4BUKZTKy_c1gOF8QMlqQGatHileG2tIwj2bl9TbhyUcapVZm8LBjZB-NIcbwKcN7y-gO0zIg_tEgff2qqFBwpGBnoccHC3Yfw6CR1qEmBLPiqvl8gGC9sxOZMrEN5Cu3E7FfOqQSmrD3hLNYBo_DmY6HX7l6NtTrO4ijFv_GFtU_sMTfERrJn5jxCr7K6Kh-NhcKsWQiP9kiZMiXLnZu_srDj6Fvt_AoyL4xsPfcSngcjN6fPbeBo9nH8jEn_BcLnw0CBgc2BM_mPHfdZOvQsbxV_-wSEzi8-rTOKTcCmf9_TuRbfTiy2loq1ukaC3llT5zCYTZOPWYqT1DC42-QWAR82Mv4MJIcatrl36EHR_isK_2rxHqXiZsy2kcjd3Vgq_oX3So9oOnGhiqtvYQufNyND3nxQTtELjnJTEbTc8QR88HwLt707MokfkOj3GrFvStl-GrXQu1dH2hiTaQV-jcy9xP0UDOQRuESjPu4mgQbCWyfz1dTqaWahCyDvPTsbIwFppUnJA9N5FuUWLweCARQPwmWgkjbl3du8ZJoiRyOGjiZGMU0e6erzT-MF09pOFaUm8YU9dogd2cuhUzLyxvci2WzPu2vPd9NYoQH_iLfcVGt4q6ahjEWmZvidBZ2RRjmcPIQxOHpjr5yLhDsmkURaWmDXAjLkDPfKWUwbOoIt2ImA4wnjocwKUzqvoxdusVyQEBEWMLIdN_N-atIZqUbJxrwWIRp_1WTUmhpuONDexuOLzvxop3kqDOIgrFChFtV6KHy5h0Wq5pEjxuZx_ehnyHUjqZ5OvT_U_f2SEV7GoFK_bc5m7oW6G1z7nJ9jo6YqiR9AGn5m_m2U1mB0d51o-T60NXMql9KihKMKbRCwJ9c8LQxjFX4zBLqToCG-l8-w3E4eR_I04joZFqLDwuGX3oN-cNG4i17RWcTqtGxHXakHL24H0r5ZUgCy_IRec9K5AOBxEI6Q_R99Whb2Q-ShfWr0wIDdbyHV9KNOG96xJlhrsjaqVI8Vyft6EdTwCynigXSUoLQ4a1MJ_LlnDA7FOqvgSdJ1-tp99uEEBspAcYBuKs8pWKor94LOgA_GzMMPF6QD9PMRlYgklMozVVsefaVu6tPEyOImrNzoDSDKpjdFqLwiukKzKRWWaojhRaZ8a16sLcOzwXfgYXIUAPukFa7kX7Wnc1ijQNS3vMpqrJK7u-5Bb-_eyy_XfjF3nP9dcLjIHK8Ajg=="
            }
          },
          "id": "prt_0acbe7193001lC80LWbjWWUFNc",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acbe5aac001ZVd91FCF189ApX"
        },
        {
          "type": "tool",
          "tool": "task",
          "callID": "call_8v4uQpGs2i57wGwZTOQd31HV",
          "state": {
            "status": "completed",
            "input": {
              "description": "Extract official solution",
              "prompt": "Process the saved webfetch output at /Users/zayd/.local/share/opencode/tool-output/tool_0acbe5aa2001c7J7yexEKWJA31. Use Grep and Read (not full-file reading) to locate the section for 2262B/2263D Culling Game. Summarize the exact algorithm, invariant, proof idea, implementation details, and complexity. Pay attention to indexing and why the set/BIT update is correct. Do not edit files. Return only a concise technical report, and note if the source appears mismatched or incomplete.",
              "subagent_type": "explore"
            },
            "output": "<task id=\"ses_f53418520ffeOnXQfnmHK4BnAX\" state=\"completed\">\n<task_result>\nTechnical report — `/Users/zayd/.local/share/opencode/tool-output/tool_0acbe5aa2001c7J7yexEKWJA31` (section lines 388–468)\n\n- **Algorithm:** Process removals in reverse. After decrementing `p` to 0-based indices, reverse it. Reinsert sorcerers in that order, maintaining the tournament of currently active positions.\n- **Invariant:** `imp` contains exactly the starting positions of champion runs in the active lineup: the first active position and every position where the current champion forfeits. Therefore, forfeits = `imp.size() - 1`.\n- **Insertion at `k`:**\n  - `upper_bound(k)` finds the first run start to the right; its predecessor `q` is the current run start at or before `k`.\n  - Before inserting `k`, `bit.sum(k) - bit.sum(q)` equals the champion’s skill immediately before facing `k`, namely the sum of active `a[q..k-1]`.\n  - If no `q` exists, or this sum is `< a[k]`, `k` starts a new run (`imp.insert(k)`); otherwise it joins `q`’s run.\n  - Insert `a[k]` into the BIT.\n  - For each subsequent run start `j`, if `bit.sum(j) - bit.sum(pimp) >= a[j]`, the strengthened champion now defeats `j`, so erase `j`. Stop at the first survivor: it still causes a forfeit and resets the champion, so later run starts are unchanged.\n- **Proof idea:** Reinsertion can affect only the run containing `k` and consecutive runs to its right. The BIT computes the exact accumulated skill before each boundary. A removed boundary is precisely one that the updated champion defeats; the first boundary that remains resets the champion and shields the suffix. Induction over insertions preserves the `imp` invariant.\n- **Indexing:** Values at 0-based position `x` are added with `bit.add(x + 1, a[x])`. Thus `bit.sum(t)` includes positions `< t`; consequently `sum(j)-sum(q)` covers `[q, j)` and excludes the sorcerer at `j`. The current `k` is added only after its decision, but is included in all later-boundary checks.\n- **Output order:** Iteration `i` represents the state after `n-1-i` forward removals. Reversing `ans` produces answers for removing `p_1..p_q`, `q=0..n-1`.\n- **Complexity:** `O(n log n)` time and `O(n)` space per test case. Each position enters and leaves `imp` at most once; BIT and set operations are logarithmic.\n- **Source status:** The heading correctly matches 2263D/2262B, but the saved fetch is incomplete: its tutorial is only “Tutorial is loading...” and the section contains code without the problem statement or explanatory proof.\n</task_result>\n</task>",
            "metadata": {
              "parentSessionId": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
              "sessionId": "ses_f53418520ffeOnXQfnmHK4BnAX",
              "model": {
                "modelID": "gpt-5.6-luna",
                "providerID": "openai"
              },
              "truncated": false
            },
            "title": "Extract official solution",
            "time": {
              "start": 1789604559587,
              "end": 1789604791121
            }
          },
          "metadata": {
            "openai": {
              "itemId": "fc_06fb4eee70b519c6016aab32cd223c87d1a5d1b37d07508a09"
            }
          },
          "id": "prt_0acbe719e0011qfkH0tfkXl59h",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acbe5aac001ZVd91FCF189ApX"
        },
        {
          "reason": "tool-calls",
          "type": "step-finish",
          "tokens": {
            "total": 25483,
            "input": 15535,
            "output": 151,
            "reasoning": 197,
            "cache": {
              "write": 0,
              "read": 9600
            }
          },
          "cost": 0,
          "id": "prt_0acc20352001J223GtOyUShdwF",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acbe5aac001ZVd91FCF189ApX"
        }
      ]
    },
    {
      "info": {
        "parentID": "msg_0acbe3ff1001xIYa1wTxs2iWQe",
        "role": "assistant",
        "mode": "nudge-generation",
        "agent": "nudge-generation",
        "variant": "max",
        "path": {
          "cwd": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-sGrTfB",
          "root": "/"
        },
        "cost": 0,
        "tokens": {
          "total": 26332,
          "input": 2219,
          "output": 105,
          "reasoning": 72,
          "cache": {
            "write": 0,
            "read": 23936
          }
        },
        "modelID": "gpt-5.6-luna",
        "providerID": "openai",
        "time": {
          "created": 1789604791129,
          "completed": 1789604796542
        },
        "finish": "tool-calls",
        "id": "msg_0acc20359001vfyFFpOxFdM2Bx",
        "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ"
      },
      "parts": [
        {
          "type": "step-start",
          "id": "prt_0acc20b15001McwTXd1Q8mwv6i",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc20359001vfyFFpOxFdM2Bx"
        },
        {
          "type": "reasoning",
          "text": "**Deciding use of todo tool for multi-step task**",
          "time": {
            "start": 1789604793110,
            "end": 1789604794747
          },
          "metadata": {
            "openai": {
              "itemId": "rs_02d01a21a735cc5a016aab33b9023c87d180ee191fd517c5a1",
              "reasoningEncryptedContent": "gAAAAABqqzO6sjN-hTb6gAkk5WVRgx8XEibOcUhzXlQIRuDgY87_lc6epKQ5Dw98eRuxZcE3WPfAOxFc5JQtRvsqAx8nNjtZqfSVtn_jl6TStndBPVZUL84PmF1FFaa0g12ZF-qmpbNvpaTnWJNHD_fNkOiOu5hxWyukxf8Pkh8Z3vq-euwDoO1eqxiFEORZ1FJX_x8SMXBtYsG0zuhIwQ_xvRo8fzG-MVhFUsGR82vhahxy1N3WDXkTHrWwnlW5FHZ9csc2IK1VvtHlIcndcVpuUH3LgMuIv9RigepkcJjuXh99c4p0SguPJZqY-jh9ReqEXILhtbbwZyOwUivnvvL4qd2YlfALHGnPC2iwzj6kAEt97QFjRUsAIHZa4LsZjSR1dL_HT28dqZ4a9Ix59q4KgfVk7pDHMQJy9guwcDItQQ_4ZXUICpYX6szhEkH7JgdMUItSPlYLQW4p7hfBjPyAupX_9yscf_q1C6mR98zrSxjKeXZpy2TjTEPx52scClovod-aDo2mwzCEFG-gIRgQy6hNmVEzaX0d4w-nujvKGZcT9Se4a1xBVgnU9zd_M-T_FTR9jrUE6gqos6NAOK2iNImtqxnFKnZq8PEy8gLMMIkdMw7bqKa6Kl-f9aeJP1f4U7R1gcZMG9ur5D9zP3kQpW3EIz684JDTxoqwO12VjUK7V80p8Zyb560GGYIcsoTMvEgZWQJ-MdZxn61FfVwtMiQ4aM4CT2qxlI4hfWwVgRvM0KKU5vE1pq7oPiz-3elZ1_Qib4s6guH_FrQ8pFngO1qqLaBMKe_Zu5QFIgmdMl-qDF_Yjns2vkmY2kvU8gSkrtQ4DtGORES7osYkG9F_Yuyd_ePg0h81l4C1bu1pUglJV7uoJp1DJDFeMI4HIBqxoE55cLeYctVmHPxibdr15fTDuJ9cU4vU7B3aHsLrpKgxRHTBFCK-MqFYQiCGINCVaxk-Mj4m1WKDJTPmz2VZgPO8GhQ2FXABZjIqqN2t8DPlxSXXnfxFxj88L_xhUmA7En6AGHUn5PsXfYdRlyderLoHbiHiVQcxYcpi7CrQOLiUIdXZN93Oj6TQTHO0FTfAavo2ZaxPGgfJGw5yLtPLnvq42i2xWZURkOGf8mmp0wBexNrW186YE79CpASNG4vs0olB8XM3YSnXR2vzd3En2oVLNDtTf6w7JcLox_i2jAwe1XDIZrsDf2ML0sVarCsxLe-jqbZ2suYyhcRXm4oohc97grEgVvlD9FmOqG6jq4FBiDYy4DMPUCM1lL8FU-69vnyZ33B6OtybHtVbDJ_RDYL6eQDIz3pe-s3Xit0wuDvKPhT44IBYAqBHFVPmRv3JPJd23M5iTSgEIQtzgJFDvoLPZ6wwLefBynNEBWEQLLhXe7XxnzkAWkrrSJDrTF-CgoS4wCcbPLz61y84lI_2nInt1l9538j_5rUopqJbb_Bh2SlR7jedYq_oFquUu5cqGeL6WQSJNiX5FXIaZINypYIvNLR94s7FAyHIpI7Olwq3m5URqN3o59ztk1wBdG4UukrE5F_diGBkliWCWjMCkQWJTXCUTjoiwQBFwzg6552xQiPPZbtfhILQa4f4vpm6BEhsQ4WRP0Bbi-ULlfD46g-L2jSi21OBWCd3ZUn7JNyP2E-h9ud09GX3Krp1Md2icisyUAcmjV_SMSrXWKA8H11v1iGIRj5n0JlQn2nV7LJcNEYWKdY="
            }
          },
          "id": "prt_0acc20b16001QJpqJ3K17BmYI0",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc20359001vfyFFpOxFdM2Bx"
        },
        {
          "type": "tool",
          "tool": "todowrite",
          "callID": "call_RpiG1vMKuqzwoSJ8eS6myySD",
          "state": {
            "status": "completed",
            "input": {
              "todos": [
                {
                  "content": "Validate the reverse-insertion invariant and edge cases for the supplied statement",
                  "status": "in_progress",
                  "priority": "high"
                },
                {
                  "content": "Draft five progressive hints and a self-contained editorial",
                  "status": "pending",
                  "priority": "high"
                },
                {
                  "content": "Write and mentally/test the required C++26 solution",
                  "status": "pending",
                  "priority": "high"
                },
                {
                  "content": "Return the exact structured JSON output",
                  "status": "pending",
                  "priority": "medium"
                }
              ]
            },
            "output": "[\n  {\n    \"content\": \"Validate the reverse-insertion invariant and edge cases for the supplied statement\",\n    \"status\": \"in_progress\",\n    \"priority\": \"high\"\n  },\n  {\n    \"content\": \"Draft five progressive hints and a self-contained editorial\",\n    \"status\": \"pending\",\n    \"priority\": \"high\"\n  },\n  {\n    \"content\": \"Write and mentally/test the required C++26 solution\",\n    \"status\": \"pending\",\n    \"priority\": \"high\"\n  },\n  {\n    \"content\": \"Return the exact structured JSON output\",\n    \"status\": \"pending\",\n    \"priority\": \"medium\"\n  }\n]",
            "metadata": {
              "todos": [
                {
                  "content": "Validate the reverse-insertion invariant and edge cases for the supplied statement",
                  "status": "in_progress",
                  "priority": "high"
                },
                {
                  "content": "Draft five progressive hints and a self-contained editorial",
                  "status": "pending",
                  "priority": "high"
                },
                {
                  "content": "Write and mentally/test the required C++26 solution",
                  "status": "pending",
                  "priority": "high"
                },
                {
                  "content": "Return the exact structured JSON output",
                  "status": "pending",
                  "priority": "medium"
                }
              ],
              "truncated": false
            },
            "title": "4 todos",
            "time": {
              "start": 1789604796486,
              "end": 1789604796487
            }
          },
          "metadata": {
            "openai": {
              "itemId": "fc_02d01a21a735cc5a016aab33bab02487d1abf78c0720deb844"
            }
          },
          "id": "prt_0acc2117c001XOR8o8dljGz2Xv",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc20359001vfyFFpOxFdM2Bx"
        },
        {
          "reason": "tool-calls",
          "type": "step-finish",
          "tokens": {
            "total": 26332,
            "input": 2219,
            "output": 105,
            "reasoning": 72,
            "cache": {
              "write": 0,
              "read": 23936
            }
          },
          "cost": 0,
          "id": "prt_0acc2187b001P3zzQWL0sYx2Nz",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc20359001vfyFFpOxFdM2Bx"
        }
      ]
    },
    {
      "info": {
        "parentID": "msg_0acbe3ff1001xIYa1wTxs2iWQe",
        "role": "assistant",
        "mode": "nudge-generation",
        "agent": "nudge-generation",
        "variant": "max",
        "path": {
          "cwd": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-sGrTfB",
          "root": "/"
        },
        "cost": 0,
        "tokens": {
          "total": 28242,
          "input": 1522,
          "output": 139,
          "reasoning": 1621,
          "cache": {
            "write": 0,
            "read": 24960
          }
        },
        "modelID": "gpt-5.6-luna",
        "providerID": "openai",
        "time": {
          "created": 1789604796543,
          "completed": 1789605158405
        },
        "finish": "tool-calls",
        "id": "msg_0acc2187f001RJo0a42O6yoICU",
        "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ"
      },
      "parts": [
        {
          "type": "step-start",
          "id": "prt_0acc21f8b001kR25gb2IzzvGMK",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing algorithm correctness and test plan**",
          "time": {
            "start": 1789604798348,
            "end": 1789604805666
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0b642306f3275603016aab33be4e9887d2921b3d4e081420e7"
            }
          },
          "id": "prt_0acc21f8c001xvIm4y7k8rEx02",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "type": "reasoning",
          "text": "**Modeling champion runs with BIT and sets**",
          "time": {
            "start": 1789604805667,
            "end": 1789604808013
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0b642306f3275603016aab33be4e9887d2921b3d4e081420e7"
            }
          },
          "id": "prt_0acc23c23001J90brQdGJ1i5q4",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "type": "reasoning",
          "text": "**Determining run boundaries after insertions**",
          "time": {
            "start": 1789604808015,
            "end": 1789604808033
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0b642306f3275603016aab33be4e9887d2921b3d4e081420e7",
              "reasoningEncryptedContent": "gAAAAABqqzPHG7j0XbEZ8FMvBLHcJ925wr-vjjQ4RvI0doK066P2jzEEvJheDxPM_9IODY9J-pFarWQzjMkjxoTdxbIgjX1dwj8TIM-WkeJ6jNLPNM2sDHd0Uh1mx14IoyrWjb-EZYRVRg2uHqzn5PUU__N486mQuTHb7gTyjgsEwidO6iu6ga_ghvg8vpzvpnHUqixdy-npoycJOEMUAWrvh2FSj4B4AOhJDBnmPWhy59UQjhQlBOL8Y9QHSnslGX3S1xyrxIuWONbyUebrfFzJ-blEy6Zz6SLntfUCycuUvTN33n1tjhRpeOK0A02fSNBNO0TU-Oi9aS-zUggImPvRvwseVJ8qm-0hM7jvbfFlbY3RJvYtyOJuzGdi8zjVPTfb30QTMz9n6M4SEKgAKLsodeoK5xJSuC5-zk9x2rpQ4N2PFeJfluQshrTyNj7woZD-Bg2FdCzlvN3X4kIYkbnl5pLAn2cT9Bv4UiMTeQpiP5nuNA_ct98VaknAcz5Wb-U5kLMwOBJ2_qqN1Oc465Dr-CsSr7lK4QaSKO5M66wAtDsJ-4wNfsw1vOqr5YtxfEkQ923s3kHs-pb1GdONdkHxZJuGuqouq5hcpMp0ldegAfhEQJCksILzq9LE_usXJv_d5he8NeJbh_Qv8rLmZKR1_WujaWf8ZCyT3fG3FNlvncfZw7XH5HV5mrv_qYsWLIFWGfrzxnYdbWqw8r_gCJKH7ajt53YHI9SKyzzadP-7ZhzGLlYNEowQx1TJTLOFbxQRKG2CsiqJ1Cmxk2v5-VFIB5FD08eKNFvABSOCHWt3SLj7RmAwWGVZnIABrgfX0koz1S8GdB53Yzq3T7T7eQqHOj4LTUuJTd9BT2Z8zqSp79ZV1WBflemxwhpGeeeMSDiSTlfc7t6HPiCH66sU9EM_J3HBIlSm0xCrc4aXhcDuGRjCX1wgTBms6xldWBWGIJ9SMs-h2heaiKxzmgpA2HVJah1Jsa8QLdxkE8GHfwhOcpAikkQBJNCZVLVHJDjRiIsPHOoE9JUdJDKQtI-q-Hs-7SW7o5y7N2n4jpiSmTDSf-ch9VzzxU8x9n6PhsS6hSJY1JDV7AwpAb83yoNo3UyGyh-qE3NtdWM5mbK9_qL1ZIzGooSxlu1ORJvI7GbqXwLUV_ROEh4yOGb_HWm3ey4WmQgbT-DKXRxlPQylYUbGFS9WxRM9XZrwKAqB13TxobOXqeomPxyx3jhe0pHD44foyWGNRo0CvLVX5SyRkCbxF94c2OcpaWQxPBFEz_KzDei1vB7ZPGYtAzhMdpKeDwLgMWiWfCZWcBQr2iYKy4haf4KPuZC0OJZN8QFp_QqnDryToTXkoYQQofjGTMEmfbyii6shZ9prGspP5kuMYYo5eKhaK23uGjqRmrjA4q8lbr6E5RBN1y8CPuT_LDq0qpiNgklrM5-me9c0jtGPDkTBmFwBO6SMhv9EkiOsKjZSX67rRySowiEs-dsltmF5V36NSXXAdWM1oUTwP7Gvfsn_Hs7V3SkmClesT1luNokNAswTorO5ZhBBWJwgO1b9ZafksGR5nujx7NC_76Ixa7aTZ6SdIENFQ12H8roJyT3XtsECFuUbqKdn0sKh7XNNyNsndoXqlEtX0VXX-8s7IPUeONrB8M7U4retzAoxyGLZmH2IjjJh98l2o0nJlHNdDfgbBNc9hOgLPyu8KLhoi1VrDak3ot1F_4p-eWkldIErK5sKgWSKMo7FmCl0yjJD_1xDDzG_rtcxSAO3wZocJcTWmABRpOTu-cRD3453QWYxbtMRturLUKmmL4w_wm8kbRT8dr-C6qjt7lg0MRg5wmY3AHw5p2HP3N8pK3w2OI2NOuN1mqA_bz3RHfcyDIJBeYbNUpqcud0pgZ7WPB8GdLVnY8-u0FQ1iux-VhHK4IMfyRkxSCJFQ5LZc_ASrHgX0R5wbvSj4p8IWJqoy7JMawRRRegMXNEr2lNN3U-Rn2abeuJLDNXcH4_n_84tf89Pdw69bTN0yV_zMAyL0hB2UfqKxfK6kM3yZ4sO_WIKWgYJspjD8HySZp9T1e1TAyfz0d8vKHJqpvZmLlnG51jDjBZBUtRCOyQ34kJWRFB2ZWsXf199sZCkhRXvqLXyiIrOcNJLiizdXJa65ooCAcz9vtje8H_vHuTL3bSOHv6V9dAcNRAugW5B2qlnvb6FeMBsdW-y8AnySKUQz-C_UN17DJn6Cb5zhFK4aLbPCr6ecTlUOxz3vPy0CzEYAHL6xACIzrU7ZW7VLHnS6YO1f92uz9ihaXEYzPpBxQ_03gJMj2fqy3r5jS46ZIOpOBNxaTEPJBhnYz2dZ56Q1DQpjBlOoOPqM2Q_ENSeRBxuJCdiz_2Je14GtRg6kWxlhtXaNqa30g9Q-mM2hGUDcdN5q0TL5jsEW_rYg4dpvmTN4BwhYZXpvIsbtd0OhAbhVmFJNiteAJXt3WEiBoR4d388S5Js4TIrGi4aWUnppJRXiQANxWQ690tx9Vz1Q1PU2apzW9GcQ7t3RIx1amm6yDdpj_yeqR8LjkSCg-J7VcQRx3WgkCrI7TNLF5KBb3Hkejkc2MVx31EvAOZFder6nCqrQKWLz2yyLQagEqQxTfubkfFicEebO-d4fxBkA2LTJRQz2Vu0wan0Eq8uiDgjnpSTghskunCrRBPgv_2b2K3p5Bye87fuxnieXbT820cch5_FEX5PszgaWju4PjCNuoxHjFoRZcKi--ueVpx2re1ftmwIl8uvJLoIw9ln3te883dKKPfMA0S2YlpA3P6q4O-NK8bsGbJAXO1sJOYHgC7lcQAC58Ir_4_fN5COBSeVWaPCEMkcS-OkxRAeuwkkzBawVEW4IDuvHf9l3-BBwTmeMINWkJFJ0RGulEM3kEvp0_A4R4a-Fevk3mfSKJLmXDk71YPH-dVzd07ldbSTNXe07SWJuIEAPt-IPLqnXVWtcF59TyC62RgkDf3Lg6O-DG3RPX9n2jNroCztuVGYTWNNfmdCuh7gQbGeeKzO1pZ0pgEIzV7vjQh83AliEMw8DiORTz1WK1SU7iC5fvLG5oev0YpJ7p9jZ6VetP1xWhZ8aHL1jtN63q-ff5MZtuz7sqTCjQa5A1PHq15rzai6FXe2sqlMMBbZlsMJgJ-aO_qo2yEY69P_FlSrJocLfXuIy_Uzv3svpIgNcyVMxlEwPrZj6UxAjeEmgM43NYhhwqx6FftPrgAsrGBBJ1kbxZ4f-OTbLD3TLsfAP13ccSO1I48QwhA6kE4DXRe3eJEGquWAudVjGDxuPE_CimZJJAlPUn6P81kFJde7mIfvycATyjmCaNpXeYr3At8oWkSJ8XD-Bj68kFd5cOIbnJNQ-zGa5z2U2DgmMBcgM_GdcxR2ljQjqLzgVok32hbAmGHT83skM5x--CJCg203YM3-SQouy-DWhzM5nX-ACiEZQyZSGawVg5CCqnQbMx2pLoTJlh1cAj_6jlUKDFK48DJPODX8MGHthgIWHG3XcQjr3LWOht6qmlmKdgit7KShfpWiH__gem7NtR0tY4yUhA_GksJ-xs-dnpylcKFnfKkcjXxPh5vFNyZD48zFp3SvEowCDWStJlGPX-qEs6_GtipxcquF8JVjhb_aMQk4v0yFL5k4Rn3qVCxx6Dz4YLlAqsvO4Fi2YxsbzG0OXGuU5b2Mkvn2lk6TZWyrJhaO2_Ed3gk4G92ysClvR_G5_sDXBm1A0_D4wxx-P018N9KlMarA9_DyZiSIrOE7J9_kGbKzs_hwCvjxr5mVef8HASaILC2NRBFmFYLx2bKUvMy7lh8hoTLW0uPiOWxHzuevwVLHhT9mSfUVK8M7PMe7oDgjTX4PDUJ4cB_kiJguttUDNWA-tkDfj8eabbOT9YRl-SLdPA93muoT93zwsPYp2tmX9i1gOLTIqRs6rzfHkZX2cUF_wz5mlcJ1qINcNv45jOT_4x-1wzIgjwIrVyybRGo5jb61rakldIdeKKKYo2SpCpCDNFvpF7BwN56pXUvrqe8YptOW8o7kshMe941wtrMkTYQvx0qmLYi8oRylNOVx6RqkEiRPbKqJnGXVb4bbdk11qX8PMKcFiztHjI93Vb4U5JNqVS-Ke_zL71dsvRCdOCBPU3D7acbkI4y1Yhnpei4sxJlQeIqRFdFPBUXvrRXjqcLGlwbBC8OBvb1OSVHKxX1VGdPVpzKWMRsZSo_16wF7sw84bPZppBk6OILLFaR1p4vahMe1"
            }
          },
          "id": "prt_0acc2454f001LLeLgAf0L4Pk8r",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing run boundary logic with pimp variable**",
          "time": {
            "start": 1789604808034,
            "end": 1789604817080
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0b642306f3275603016aab33c7f37487d2a66180d241936080"
            }
          },
          "id": "prt_0acc2456200193u0bkscGCcGUw",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying run start insertion and boundary checks**",
          "time": {
            "start": 1789604817081,
            "end": 1789604817689
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0b642306f3275603016aab33c7f37487d2a66180d241936080"
            }
          },
          "id": "prt_0acc268b9001cJKY7KL9LfIplX",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "type": "reasoning",
          "text": "**Confirming BIT prefix sum range semantics**",
          "time": {
            "start": 1789604817690,
            "end": 1789604817816
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0b642306f3275603016aab33c7f37487d2a66180d241936080",
              "reasoningEncryptedContent": "gAAAAABqqzPRx31fA0vGwAnrheapOYaI-DJ_ZdUNwi9DSCsuNT7xFtElYcBe6nHibAtE0kMF84Gs9qUlMzDWD_OvZ5u5aFz49wUFDkyrtA9w-MtbinVNbz4AM9c9DcmJqmRlBJAujdYuJ6tjI5flH3QY9o2mVVjtuw6L2ghkU_aFCm6W9gqEGdmXX0F9W2ntsl91gCvFz5EbKjFQrZYDGWkCqYpNyqyU1N8Iar44TlEm2QBf2FCSzuXfQFYL1G4x8Y4mx65b0guzdh35IvEzZ1C60nQIS6lMU9Edp48fP0H4DzzbA93b4gMLCgyyEJUSoDLfr1S89PFNS0CCqnJkzmxCowHFymTkdlrhWEOTqlBN4UNleHB44DOwiMzIMaA_mR4e0D60EL1wgI0ttlNB_Jm3GweLnQRSuP-uLeYhnfmcWs7aDiSj_i0vz5FzdEUxMunbfmDCAbMMurIcnltZsxW3Lb0SWNg8MaZdtA6ogXpQGDTeruuy1w4Z7dsOm2EeG_tBziwzQTe29gT3WnNS8s-1S--nnl7VGnttfW-6Q4KaJBvxH_Y9oeUIbwItPjiEts0XtwVd50Jel5UCmaOnxKSIDv4w4E0GSSTToeIoypUqH1uV4seOzOYM9wTtj_TE7gUUqp1TKf7OVSo9PGbjvXajBHnA5_c4fiSrHI_sDXDjHCA2al7eKZJ31KoinZIcFE2Q9d85w8gNASxNH1uNcIuyru7pAbZcx0L4w2zWkVZbxXGXctiJkvYNcX7C6gWaXx3TWi14UOKX1Eq3j5TDbMjQY3bHp1lM3kn9lESiE9tFz6tZDgvjjf-LlLxpTvduoKD83M23Wt3GsPgoho8JtBpKVUXUtxYyCyg0IM91hanORcm6lqYGwkAyN6Kb0dcBl6VObrdLr_-jW8Hvk3GFBuOk5dqeoBIgPP1pOm3tWr-1316uau5vIwjBt8akDBHtxHuaEjU3Kqv0CxbNrqFI61i7sLx8pqwmYEPvZI9ugEehal9c4wPci305ctB3r5Cx3yj4zYTmuOp8jYnCZAg5SyXqgPXgHsqRO0pxV3Enl9h4kr5L-Q_gm8yNOehbe9HT8U0HbxNJYbtVAuYV9wSgJkdxJvaOD1gfNgK1wq3C2QHIqYlHVzSHHHJq2IZkhuMaUJIwcni9Xj4K9Uktx6ES5tw_3c2yfwK16V9dVNAxPvcURvG6tMwT0a5vFovwYKdtG7aTiACqIYbdD4Nl8RpDqtG8HFisD3bppRIW4QzAsMjq51iAjGA0dETyGZ3CU-vr8eagz9Jv_FmmpXka1W07c0hq_NjrJHtcuNwnWP4zp-XP_A5SRfol09PewnukGgJWKyESamZg_HcJFmYvn-nIyQs_BwawbR20iUpK9K2qI-4MmdNeWyvkdu8GMuQYwHERr3pvPslQnL8RP_DS-8zp4WVduDWPtAfPmPi1SsRX30ErOVyupGipTmFgYEXbnd2wx8j4VhJEPES8yRCGHe98ar-DVth0i6t3rtA4fmwLfMSGKOBQrtkwE6a2t7MJWGo4Wl7wqqjo9bPi75fzSMNdxuEpzxHF7NszL_EFUdrUGF4MU867VO_aI8JJ2XdV_AZ-bXhgwibIb2dmYeoOZopWOcsLXN24yy3UL7jxMoElVvsDuMXpXryyQCCFAt9FCzlwFECKdb3QWI2QjZEuPZgE4GbFOtn5pZKV-_ToYcsbVJjnY0itOHGpPpbKPzRgXY-Fx7qaiJZva-e5DzVv_R7_Bq80zgyI7ZAWS9HPyAwoPU5oMQ6V2RAUBYrD3tFjAm9v6Jgq2qQ9s2SrDtySqLLyu-4rrbhIUBFoZw_GbhLle0afiNa9LEnpSMHKT0gxFfXEYq-WuErDBqfeRCZnfIPXfuboq2NiRZIR-ZDeeAohugtAFVB4XvvxxaYHVCDko4DyQXS0FHSDu6KaDZlXOmiPtoiH5Z7CgUpVNo39MndsQmXVb0p2x4oIibBZJ1Q0M_01ZaHzufEqyj4yCk1Ko6pvUOZaYpS0m9bFZ_IFZ1KBpz5FQ2FdUxwcSSIwKT9cJx3---jSzFQInfTFeUXDjUeAsOdI9cyEG8ZW9GqPg4Hfny9_yEZpWQ7OLM-jeijuuO8t5eetOBANjs_Qmutm0RoifXSGLL6oHL9jQAF0xYVcmxSnsWfq9YHG4DZejp0XhEvYJnD24cH0q_KJH35ytcD4r6slbatxIUb_bvh2eGe8Rss09enz5pZ1eJSevygO4xvwiq0lo3B2gBGMKTAn5TQpwn2q-86aeIrYZBIrfp8qntFL0zkmDtYkYM3J1Yr40Gs8CiqMf50moNS247SYTIfgwuj-RJlSOmU7E79aNNQQqqNtTKQn6d9MVSlNeX8SqSzjxgpf6dyEfXc--nqi1ZV1iN1NSxR8QabxqFXOgUIZCfhhlHlux5bs4g_UZelEidYjjADzDE36voUe_Mz1y1Clbg_8xL0XWos1Wd67Rg5mgVT2ATnTg4w9H3xRey-7OXtvQMYeUuJl0opJbTw8G-AY87w9jDoTX4L_ePnghdMWzPah2zyDe6eXqXQKOrs3t1qutUIOzqbzZy7wc61h6zSsQT4AJluM6FCTjzYP2fbp93ISGxBs2Y8GbCGc5hrwoJbhFxgqGsSI1pxYWTUOdNNnV1SN6pzCJ6cekUHZk15kP_XCp6YMHAZxRGuURML5DhZK0m1-v-eoC2V4a2eGnLhzxe1Jv35soFOzQ3oSxCW8XqYbOgbIAvfnZwWgjGRtjyJxvZ3luYnA-Lh8AZV0xn0SVKezE8DLR4cYXDM-6gJgK01Hjl5c_x1yIx_DAEsmmtNTkh8ye2e6FVqgoOxdCkIj54Hw6q2NCH_LQl1q-lETHDsvwK1LW4LqgXs6ODmmQzDekjU9nrTSxKMve6PUMmAGoSXhCVco0Kdu63MZWQaJfiRdNrP3hUyvYL8NCugcwKfkT4m6aJlqyg829x1VelHWJDA6BnOzeAYNIOEeAksibCFeiW2b-h_aOIRvvl2grRABPRkc7-bbUy0Er4XE4VwDfv4N1IUrZc1m0zWeQi2FYehCJBJOugtxGqesThRHFiq_ELEpg_YRlYAHNPNpje_gGLKJfAA65MKdqQSSL-1G66vY1GbiCaqB25M4WgSwrsGmrym8y1SL4I1SB-twCEqJnvfJDoA5KvuZOPY0nTxWXrXA0PIOwUtFmEQVDuZaCBFe8GoE_QXal4H2_czdE3QQ16rzx9_LHFX9_49xZXt1gEBurtam9JtF0lNGg0UafyKx-RKmghDb7Rqu7D44ZoDed44Rl6xwKCw6Jzq7iUlsiSfp3-DM2rkgCBUEt0-XOxkYJ-1vIqvzTWpURe7VH_jo-YKhZvPJdq3pV6C3ifdg3FCqLokfjTYwt-Z-aamqNxdgoNmfPfzN8DTPsxUMZ0vhHHRAoH2WLUE7veZJlwMdYb1sQ1SG6OU6ZgTIlyu0KTQmzsw4Rv18LGtkQQyWQGXDmzFh2c2MX7vw0xoP48LwsElB8uipWecHGK1rXosNvB-RLVjgJlJAY_DEPYxzx0UMdbmsSyr_9ZxrswArgeOmtpWslhZNSQpCsyHbn-mV4lgWK8kLbgjkdzF3cNC_bDTAGL-SrXWk40nu2DEThZjq_MQD9-dRHEt9A5QtrWcMPzIxHVymnklcT08zFGHZ4SkvXPSvoQ_-bcHMnGLGVl9Sqw207YYTROaXLKVuCDlKW6_m1cQNQrXx5WYg6piIFiJ39ro6hJOkEfMJsIoZUUYmSKJmWCtSeHmzPotEj2-UFxgMuqn9RsZFpSaBDCtcmDvxoJxrghlQfxW8G-HwnfjxAVTbKCrNrJa-VSbetNgXpInZ7TX2igOnVE4DEDhMtqZ_TghHFKjLcPmFT_1vOrOw1LKJKpAaZTQGlF1oTa1Qp3dQ9zd6U613oAoO"
            }
          },
          "id": "prt_0acc26b1a001tvt2uWqKlqJdyB",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "type": "reasoning",
          "text": "**Verifying upper bound iteration logic**",
          "time": {
            "start": 1789604817823,
            "end": 1789604826137
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0b642306f3275603016aab33d1a46887d2b7c3130fabbdd471"
            }
          },
          "id": "prt_0acc26b9f0013qFq8fgLEdWYBy",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing reverse insertion order and testing strategy**",
          "time": {
            "start": 1789604826138,
            "end": 1789604826501
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0b642306f3275603016aab33d1a46887d2b7c3130fabbdd471",
              "reasoningEncryptedContent": "gAAAAABqqzPanBpsClGP7r4Kmt22tkD0dEJ9V6dE72LtPXFo_GyRsuyUwrzHHa2FXlmy2RT7IluLBbAM7ViTa6mPvKR_gksKVFBw8wM15XS6u9EfGWM7w1kVmNBkzGxg8OmQ4kFUr2EtRKFaP-QDTYTaaTVd3bX-gOMN4u2zMrpzwucgzaf0wiLUvUVEtdB9Si8h6Ixcl4s2EZ5BNTUJxRnDeRAqq-_So922B5uAChfF0fXPBJPaz7gZG9C9UrfH2u-QqvBGpaTSobjj_ZqM_Cm9Jn-WgS3K7GfGozAFV9tV3URIU2X9Lno2WbBZFDtEeXbJIKO9qCXW_d_b_PfAKaZI2EBlKE6aQOya_3TD8nVGwSY9rYKz8OmGFPIEembKh5Ft3FZ1tNiVLbTcuIn24RG-uhpO9dsnuCF2D3cbVgKrcbxZMKN2GCFe6LPyFIGBwlhVYvCQ0yTUe2XOis0voPa7GVZ8anwStgOY67xjWyMjiT5lS5wUKq9o6uI2k0xdrim_m5i49d1MaglcT26PFEGg76wvAqMjBX_Dvl8yy-ANXk2aLtJh_8yTz1odyYLtklM0RHm6H_J4gyplifaymigveea2-taMrmTEoGdYPANL8wkt4nWtPgH7iCZq5dlWeVDhOOy99BOZ--wjzBhVlVr9VXhx93V80X3FehKAFSYX8lmnoG4UZep4OKR-cRi2GjTwCI5GIlPV20FyJJ1Qtvz3zy_yQEe3KRWkW3ZED1C98zhkIHNwr6trUHXXWRK9BqBSBg_DfhuXSCOZiIhHQGvlZ31ZB5oxLDHBDlHKsf4iFVamQDWPgSLs-Zz6uSkISgbXbRI25NG_HuGNV5d4qFFdFJhvKeotFRNwgtccBEB99IiBdleaFtNuyYEkt7n3boOH0j86KtyJkX_xBroPny1qqVYTUqi3iYK0TM_hXkYrGkys_73zAhQH-ZnfxFXUi13w-_-G4EszGWIm0aAOhJQd_q84UJ7c8THCFDQHgaqse0hzCPXF5S-Frf_5UGhmxB7RCJC01Q9o97p32-wE5exTg7Y-JDRrjjnmndEBOUKpejpwJHptz4FLVx4v53fNP75yHhvZq89FpnQ7Urn173aEpHGNwGZBg8lErxzfCTIq_lOqUST-kQoN0hcZCpAIGv7pwadajxkN6ozL6ZP9VIp-ugDCCs31df1Vb3d4Q6fmye0F3z1j29Re_kr0ssh0uZAZWLHMIUbH0aGacK51IGsCTjQ-uQiQbP9iONp1WOCMC0jvLSNlDsifp-kEEHo94oec1EPsICQxQkpIyDeKFTO1PKmJWbpxhWGZ22NQQq8gDLGO5B6LH8ArZOewp7t38HorhEu_kE9mXZBOIsE77X7yidY_3gvNSNYwoYpnpNO-JgGFZyrr3G8TE3sCdSaSBU9s5SvMA-a0_0okFgNHTyil3JWwbKrWs70lCuqYpWPN1TiT79p806Tk550QIlqugCVnDzNnmGRyxDDARZ8VXWGIlrnioquH7IzPalbUMipfN798SUowBTbdjr3JpZSEHGglNTkANG5sO7Ke9lxI7qBQNvHTQHSmI8WhSNq3Bmj6dNwJzZS7n4j2ZorM1apEVKkR8T1h3U17-t2xFJqJWelb4ELy4D022FPRwyrY9JYCOWo7Lp2qZLz5LzDaOu1IXe6FZYIZnjy72H-pSKTmhz3_qkvfk4qO6DdO16W7b0sV4zb5r6FsE6ok-tEigmgWP_FbnLziKfyRH-zzAv7HlHj_bsEdZRV5KLnMWx4_Wbsyp_qZRA3YVurf4w2uim6_wdxWW7W1gD5zuf6bbzzQSiCMzx29lQ8i-W5m3qO3qBlJYbii8QzP5X4S52M534M796_uPNI2nXGD5EoQwBJ3-pSxcjLukBzEZ861oyKZnOfMV4QHlHOxrZT31aM5iJiuPai8TqzpCOHv6GW0DE_OvX6IqJr5tsKTgZvV24pwXKKXWyaxSyc9b-bNGXOb3Ss_8cNSyWtPjIAA-946nXmNR9UuAzaG0lvdgo_ruO8u09mnZ8cRf6MvAi1kaQfvo74-cCoaNOYS0F66bGVWLoWoMK0f9ug3KFDQpS0G3-0Rmm4gsnZPPBswzAWlvV5YJyOkpkGdtYnDcDUldTpLQId3FW16zIukpRDEwpLN9HY4BTkIzuPF9FlL4Oor7YiQ-8RCkjUOdN1GUfL3ENSG2VsbbVqirGMjX3zh3DlhLD_KOKFOCC7M-VaFncvxRRKYapStEylvv9Kl5vXOeEUTqJpcivXJ7NpTAhGb8SzcLQ-FjZxU7qrSQhBWy_Ax_qyOmqSQx73ce5MYrVcYlPmxuN8NIHf5bhBbhYmVecX6iU63c8JP0e9bB27rN8w8Yz3Hn8gYgVp70oR2ylmVaRe1mWX--qAhrZjhkiyJ1F8cKNFOxnqf44mhwxEQFep-_BvTUNnSLnkVH1_n4vVbYRv5tam3-DqLvQUWZNt6F_dOgUsBziSXKhgQqzDOKn5vNOrb56QrII_Xnrr71T7ZnelsH4EPc_LXhU532Ks8m5IVL7mIFomp8TK1g-_6f48ayjUWjeTWt6Jcj4MpBpCSpzppYpxnL-x4kJziXO-FTWw-SshiJMhrBSCCwN4-EQMdOXiPeC5_cbsg0P0nFRdlpMmgQad7UocHcU0GYvrx6v3HC_fQLjT4N3qQOgCAS3oDf-CJeOgIlWLAYQxRs78uV9nmTMmehHI83Rm3_n6jRz5ps8lnX4omONc1tgep6hqeu6ababcKOOkSL3IWe2MAiV8j1-cIFjrre-OSviuxMyBFgFA0m8ZG5K3k8hM_7SQUcL6dy_7gNrX96c8ER06CpvcEntQYhJhXXWZwpyP6mAWsTPR_qgH-a7Hc_RpRtphaKbQRAPF7PX-9o2tA1LuxvmCYOOHtYh_ywG7dBhH_UDswdf18OQuOHOTAkzNkswophfaRX7AH2F3qMTc3ZC2ifKYO-q8FXt_-vJUdM2iDeY2lS3HybIy5meYOCwP1Dh-h0MoePYBWYFWMo_D4sS6ONLzlsepCbHCrYkCad3rAwIuUghDFmyLK31lrw8iPzsR-weDl9hguo0A1ock-eQoBdv2ofoB2PCZRBgtN9c2UA5UmHZ5ZcyPdCNXjnJh4A17ZohLiy4jlbod9sQR0CPdzf6nq3f8vXVY0BHk8HGSgR-ZtkSKoa3do-j3jGE-LtwjXSqttVB-WoMpZNBfXgHpalbzHdBx-4i9ZIlXHS-TyIF7k1yVjnG8meiMrWdX2aBPbcf75usByCOSKYuKoOLVaDMlDqIs_e147Hgz38KXyp-nABmFgTHJrHEVGhxV549RnpP8M6weynX3DRPj12LtswmsG0cU_-gZdy7cYlsUlFw7FVUWs2ZndUPzDHHaZNcvc05HbBlQwHVxeUh6DB_hDOYvdKIPpXiNYv4wSsA9FLfxVcX2OHEgMJubyteC5QSZ-15l95UZL8aoQ2A1zTTv7HTPOuI3niIBzCx7os4MFub9KOUkLATamB0U_3dYHtxSHJKQxHVMNK8z3muTJV6VTy6JcZSe7grHUYFgb0yOUZlUxasxuRmqxar__UQzm7GU8QYy0Ca9lZKXrW_FxHYjvOvnC2SosjrSZF3iqY76EmSvJ0eY2v--RZ3ELfkLTnP7YOVkFgYrruNKwvJjlIejg3zq8ofCOhdx_Zjuaq4wA9eDpahMRl6SAqxfIVvaph_eQTobZQDYP9djpuLKU_PDw9KJCnhm7Y9QhI_H14CbA7ilemJWT8KgC7IuRHFQJI8VJYVBCut8vRCUyZNjL6XkOZRPeEtJ9azTDGGylBm81birkqyz4ZAuZmR0WekQpGrrFx98HKO0sUBNGX_8ARhazRzWm8v_LgQTFsI3xqCy807TUYercv1ZpozRL8tY6CikaZ-UCit4HGOnRIS8Pt37TQz6ytlJDisp3BuEVXw_iWw=="
            }
          },
          "id": "prt_0acc28c1a001emyfSG2D714Ewj",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "type": "reasoning",
          "text": "**Planning agent validation testing**",
          "time": {
            "start": 1789604826503,
            "end": 1789604827912
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0b642306f3275603016aab33da636c87d2a0f460d95043bf68",
              "reasoningEncryptedContent": "gAAAAABqqzPbscWQgw2gtsbYVsZvWa153cMZ6nJLapmAlaNqHeR56N7Gxw_Am6O0ef1ruH0u-kDFXc0YCLR_760Dp0KB3Il-5ItDDdYm-Z64Vdw6aGw_FbuzbZ7Yn92VZ5nVTEyOQVyYTP5MMwyi8jxqZRwB6GFjENGa6XuhoNfrCxkccRpPfHPPwlYJG8nD9OnVn0FQW9J67kJoUWhvsCjYgnS1j7JOd-7Ce0ZoinGrUpZHzfSccTHIGhjiWm3QfXiMM1QCGX4Pii7FtdnH44UQxxYRYy2z3GmTp_LYxzDQXHMJ2zIv9FvrqfUYr1MXHm2abaK5pQyRTfRx9y5aL7wO3F8iUO5qOzDBie3T72GA0Urqy0W2FDA4xfOtA0uWVR_J86ewauHAI0G97MyffnSQ_HODVFsRdayqmRyAlksmnV5yVUNr3gOpw8py3CRpyZOQfApuwFITtIpZTLjUNG5NyhLmgXp8vGISb6f8Qu5MDNVpOadDPK8Xr1ffyjyMstRkVeVuD-4y1E7I9P9hMxoklRYUKN5MrY764Y3sfDmUnGgdLgxV1M89bleuD7Cs7wCXmr2jLjt7G3g_9AVP0-y9cvwzmPUJ2Ra1yOkwJIrF98u5a1dUcsncDOSuvE1FcWXZBRtDbTLsVXPiFppSuI9wKlfL7WzRoRRcAGEY72_jn6dZK4ee8em-nIgE2DLAot9ONOGU7mQkR63WdqqlhTSy6FZXtG4RbnBpfd4N9c5K7L67GtJpsnSB9f5TqLQAzgyi0cDfwF_p3M48DVppcoRR-KpBp-IIohnwuJwZDbCKqacxyCZiz5gIQfcegwfEToJ-wQBBY01hnmcwpXxXSGDS_3KE0kaCTBIU1J0CzrIc-V0Zh6AXkHoeTAT6vk0flz9qMvd7_W9G9jcfht3Zc51PZukJ3WlXmroPv1EJD5n0PzGBIRTKOoNdLwrgRRADMP4fPQjr8KR_sMP0lAjDz5mE9vWuVhCCou-7bQErsBvDSe_saZhMAJoXUgJelF2Rw5gMp-lrOCTPhbW2fS5Ak_OwYrL7oTAsu00OzZmjb30uE4BENXjmuBFFRib7iDNc0E86SqIgaVKOQLpwKqLXDvBr5yGwSMbTr3bS-XXWkg3Bsg08H2ELvr-twcKckm44cQpK-stEkQy9lBsnmdc8IceKZPPj1O0iHHuEZHNpna4lsCwHUc_HBQWn7lRQqUB40tKF59XhrdJ-0v9FF32AauKcWs5iwYgMzUwADngB3srYNVqStD38B2QZYGQ9xCgssd0srXWF8NarYONlCMIx1IWN-RdwZ72pkrN-kuKvWNbcW4xT_lUw7YQmU7K3UOELY2aP5xv4hcgbjzq453HALmNvE4dl-OKM66zH2ihcPd6LrYn5AVRUqnsIa6HfFSyOM0qj7tseB92Mdm0CTcmYgnihtWoDTGlsFaXlgPBDvdBjUjblqkpuRF6lcgNYLtzF-c8-b0OQwISbJ825PgXSdipQU7URhekvQMenbCIq_eMu6bNtmN78tRnMkrrM0zywlUfTW40A48RYBNTyw4ViYTDorYi0wFVdF4_4wyjCRgzPr3E_C1TsHKs0V-BQXkHX1qf5NIrBWGzN0JmY9UOmkN4aM0epNQkkgbXm_0rJ_ZZ9iixf3ZCpB5e3GDHHWdkDk-TUuWDWH7Gg4NbEKbBkvncctI5UkjEUKn2UjnUtU1NzLwBPa_XtqJv9VTExgI2lcsWHTXgENjUk"
            }
          },
          "id": "prt_0acc28d87001sUU5c4t4n59Orn",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "type": "tool",
          "tool": "task",
          "callID": "call_ZMzdtO1O8x3jU76n7WtnMqaH",
          "state": {
            "status": "completed",
            "input": {
              "description": "Audit algorithm correctness",
              "prompt": "Independently audit the reverse-insertion solution for Codeforces 2262B using the supplied statement: maintain a Fenwick tree of active a-values and a set of run starts, insert positions in reverse deletion order, possibly erase consecutive run starts to the right. Derive the invariant, check equality/forfeit conditions, output indexing, integer bounds, and complexity. Try small counterexamples mentally or with a temporary harness if useful, but do not edit repository files. Return a concise correctness/bug report and a recommended clean C++ implementation shape.",
              "subagent_type": "general"
            },
            "output": "<task id=\"ses_f533d643fffel0uWDeOyWBGQ8J\" state=\"completed\">\n<task_result>\n**Audit Result**\n\nThe reverse-insertion algorithm is correct. No inherent algorithmic bug was found.\n\n**Invariant**\n\nFor the current active subsequence, `starts` contains exactly the positions where a forfeit occurs, plus the first active position. Between consecutive starts, the champion wins every fight, so the champion’s skill before position `r` is the Fenwick sum of active values from the current run start through `r - 1`.\n\nTherefore:\n\n```text\nforfeits = starts.size() - 1\n```\n\nWhen inserting position `x`:\n\n- Let `l` be the previous run start.\n- The skill immediately before `x` is `sum(l, x - 1)`.\n- `x` becomes a new run start iff `a[x] > that_sum`.\n- Otherwise it joins `l`’s run.\n- Let `base` be the resulting run start. For the next run start `r`, erase `r` iff:\n\n```text\nsum(base, r - 1) >= a[r]\n```\n\nIf the first run start to the right cannot be erased, later starts cannot be erased either.\n\nEquality is important:\n\n- `s == a[x]` is a win, so use strict `<` when creating a start.\n- `s == a[r]` is a win, so use `>=` when erasing a start.\n\nFor example, `[1, 1]` has zero forfeits; treating equality as a forfeit is wrong.\n\n**Indexing**\n\nIf `p` is stored 1-based, process:\n\n```cpp\nfor (int removed = n - 1; removed >= 0; --removed) {\n    int x = p[removed];\n    ...\n    ans[removed] = starts.size() - 1;\n}\n```\n\nAfter inserting `p[removed]`, the active array is exactly the state after `removed` deletions. This avoids reversing the answer array afterward.\n\nThe final answer, after `n - 1` deletions, must be `0`.\n\n**Bounds and Complexity**\n\n- Maximum champion/Fenwick sum: `2e5 * 1e9 = 2e14`; use `long long`.\n- Answer and indices fit in `int`.\n- Each position is inserted once and each run start is erased at most once.\n- Complexity: `O(n log n)` per test case, `O(n)` memory.\n\n**Recommended C++ Shape**\n\n```cpp\n#include <bits/stdc++.h>\nusing namespace std;\n\nusing ll = long long;\n\nstruct Fenwick {\n    int n;\n    vector<ll> bit;\n\n    Fenwick(int n) : n(n), bit(n + 1, 0) {}\n\n    void add(int i, ll value) {\n        for (; i <= n; i += i & -i)\n            bit[i] += value;\n    }\n\n    ll pref(int i) const {\n        ll result = 0;\n        for (; i > 0; i -= i & -i)\n            result += bit[i];\n        return result;\n    }\n};\n\nvoid solve() {\n    int n;\n    cin >> n;\n\n    vector<ll> a(n + 1);\n    for (int i = 1; i <= n; ++i)\n        cin >> a[i];\n\n    vector<int> p(n);\n    for (int &x : p)\n        cin >> x;\n\n    Fenwick fw(n);\n    set<int> starts;\n    vector<int> answer(n);\n\n    for (int removed = n - 1; removed >= 0; --removed) {\n        int x = p[removed];\n\n        auto it = starts.upper_bound(x);\n        bool newStart = (it == starts.begin());\n        int base = newStart ? x : *prev(it);\n\n        if (!newStart) {\n            ll beforeX = fw.pref(x - 1) - fw.pref(base - 1);\n            if (beforeX < a[x]) {\n                newStart = true;\n                base = x;\n            }\n        }\n\n        if (newStart)\n            starts.insert(x);\n\n        fw.add(x, a[x]);\n\n        for (auto jt = starts.upper_bound(x); jt != starts.end();) {\n            int r = *jt;\n            ll beforeR = fw.pref(r - 1) - fw.pref(base - 1);\n\n            if (beforeR < a[r])\n                break;\n\n            jt = starts.erase(jt);\n        }\n\n        answer[removed] = static_cast<int>(starts.size()) - 1;\n    }\n\n    for (int x : answer)\n        cout << x << ' ';\n    cout << '\\n';\n}\n```\n\nExhaustive testing for all `n <= 5`, values `1..4`, and every permutation matched direct tournament simulation, as did 10,000 random cases.\n</task_result>\n</task>",
            "metadata": {
              "parentSessionId": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
              "sessionId": "ses_f533d643fffel0uWDeOyWBGQ8J",
              "model": {
                "modelID": "gpt-5.6-luna",
                "providerID": "openai"
              },
              "truncated": false
            },
            "title": "Audit algorithm correctness",
            "time": {
              "start": 1789604830146,
              "end": 1789605158403
            }
          },
          "metadata": {
            "openai": {
              "itemId": "fc_0b642306f3275603016aab33dbd28087d2ba462542a860bee5"
            }
          },
          "id": "prt_0acc29313001bumBtEXP3N9VAW",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        },
        {
          "reason": "tool-calls",
          "type": "step-finish",
          "tokens": {
            "total": 28242,
            "input": 1522,
            "output": 139,
            "reasoning": 1621,
            "cache": {
              "write": 0,
              "read": 24960
            }
          },
          "cost": 0,
          "id": "prt_0acc79e04001cCgNuZpw2hEUzm",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc2187f001RJo0a42O6yoICU"
        }
      ]
    },
    {
      "info": {
        "parentID": "msg_0acbe3ff1001xIYa1wTxs2iWQe",
        "role": "assistant",
        "mode": "nudge-generation",
        "agent": "nudge-generation",
        "variant": "max",
        "path": {
          "cwd": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-sGrTfB",
          "root": "/"
        },
        "cost": 0,
        "tokens": {
          "total": 36182,
          "input": 3299,
          "output": 173,
          "reasoning": 6726,
          "cache": {
            "write": 0,
            "read": 25984
          }
        },
        "modelID": "gpt-5.6-luna",
        "providerID": "openai",
        "time": {
          "created": 1789605158406,
          "completed": 1789605284558
        },
        "finish": "tool-calls",
        "id": "msg_0acc79e06001UgVLOLa984Xux7",
        "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ"
      },
      "parts": [
        {
          "type": "step-start",
          "id": "prt_0acc7a4fe0019Gu8VQ37jo9DSB",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Planning solution structure and indexing**",
          "time": {
            "start": 1789605160191,
            "end": 1789605169825
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab352821c487d2a2f9c3ed86fb1574"
            }
          },
          "id": "prt_0acc7a4ff001P9MGdcBbw53wba",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Verifying insertion and update correctness**",
          "time": {
            "start": 1789605169827,
            "end": 1789605169828
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab352821c487d2a2f9c3ed86fb1574",
              "reasoningEncryptedContent": "gAAAAABqqzUxBRCN2u2exNGZmlMjDeVMY55NZyF4Z7RD6qhcMwN3oxXbWNIxTJd7dF0O6PA0Mi9syL1kKiKliLal8uf4uQa5RIRFbMHtnMkCzo8_xyUEqOJk7NuYuE-5pLtcPDpVxTB_ZdWCaaBLWMu0HRAPZHdv1mjhF71TC-B9J884mIelyf9iUnxs01FLmvWXPW0gWR_hFRJAGuhGTJ-ONyX4MM0btS4_BUZqBLSuRg4Og0SQXXg--IDKVB0TNuihRxSky3gS2pWahc_dZvSiWGNiZWW21BPnc9aHFXjd2iuXOfpd_IARB3UIxPo6xNoZdMQh7X2d0yXDK-KSpwO9a7_ZmWARKU60CQOxTN6Z0Z4drPtyTEKXR7BxwVlhxN6gJGOp_tx6P_IwX8NpQ2AO1T7JyrdNAbixuTqf92Gny79oGtNO804wGq0e9rZbJQC8YzeHkUGMsrHqDj3Wz9k2NXcB93Nev-sTuNfa0GxTMErZP59Ts9OgZvymG1ZfSr-_i66H-JiHm84VHMDcce455baRfPO4KuEJZ46FkyCVZ7ZpJ_f5SZMngTkJuRVCkELGiTm_lqIORNs7WFHlKptupf45tKbjEwJxXihX-9pHzQBHzvL9FxqYaZN-vmBkIAGjvbmdoyr3otfTtntk_Mu0qnCjYoD5t9jmiqZ5Kn5ZyQrbdwKt6Rj-cqlxn9od2Rdwdkd07khivEn1nZZyzMnP5NQC73bGzMmrUvq0Wpz68IVj7tZG3g5GqTfu6_z9OGTW7PLjaJwFksndGw4Bso6AiI1BJR-Snu5S63dg6Sxwjyg1Clzy8HNlmcw8FJqWUnbao6x3-zVy8VSWEXLU_9yIUIcejtckMu0yxRS_XL_e3d6eLZjlYRBWuxX2YD5QVh4syaqjJAn1qoxIYCGKQNFYtuTHbN3JEOBCbgNjC2BPF4FQDsQZP0AA56YqLr7G_69QvTzQ25UBweJXpl2Ni7ku8w7s3YxUMne0UtIVig3lgrvB0ciR9iujsCRnzEJHivrgWY_11XeMsQPR9w2Af6mT3gD03qMiPoBEFxwT_7314tiDcwHk4_kyJ3Lc0VKGuLBFyVTXEgOV19nrI7C1uik_3pjMnJdakJFPscfM5y6RqGSKMcuKCAQO5TzIq2lN93Ea1gxo18OyIRUa0YnSiKYUpqiTDicnjGmvk6w6Vy0Ot9piUK_QK2dR5Ph4gEe4NPDcttbxMG2dGZPCgwikCvhLPdJDLEHi2d3RepBTLPiIvhD63Boiz8zbs4ep3ywzDQiBQp6YhK5IRZ0fz2XKMqbsF2WE6BhmLaHg3l9aMq2ydLCFfJTk8PfHUMOHJcMNL_HTvWok_2rVLkKHAz-fn30_ctTu30q8Rzt0pBjzJp5leP0yXhKp6YnFmPXOy1_N6QJu3FgIecD9PsQ3t8D76zFcMT-4hOzCHbt2tjvoCQeeqQJGQ2juBuKrb-aK-owZcfgTYy6ug6fpDnSYpFyhUFnf5iAcXyE17TdZGPV-xQEkp7QO91_aBLhHK_JjJqpnKNXWPvk4WeRyqCXoyvxTsFSaQeT5oeb5uf5tKwchuAb7fjR_vexsNrUI7DxnkmR7_iizCWPj4pZcFRI2ljKxugRYQ1GOGRH0livFOPvhacTZkOXBmvSu0jOH4drrHJN_pc1dUvuDBs-HJR3euX7siHdK8TzqeKtjQauKcoTH0RO2hXyaeVhqMAa9bkRDqHXn9MYg_jaXGN12CRivyE9f3i-E5vV_5V-aN0sRBu-YST7f1hRJ8_AQxVy5PjBHDLPDDiB6JU532DbWQbIwF5WJfV_53T4muSS6jNm7t9VRvs_DYANcy6Lm3ubzAxDfiTS5AQB2L3GJivRqfqF7urStm0t9xV531jbVuPBWWzFrepN9GpVPBSzzzktlhSqxSerdlOVEGfLbJTCfpsspiEz_hSuMZVojdmn5LNG6oUVvHi2qiOyUb5VCrnKuMQa5Ta_41cGfaTenfCym0N1X9x9AeKRRb22UCAIiaf7qvFqbgOeJKZLvgpy0E6KBkcqV3sU9euo3dbbgRGxUshCEQWhf12Zy3gTZbqeIqhZXbjeiAiWWYSqzGebAigJ_627P9atEkBT0iBDsUJBVraFYMUWojfYgZi1qBTbR4wFMBoS_rkbwKyCgWqsOtbSar0rghCJHx70qkOi4RwPMr9rsBoVk30obWlZA7VCNS2ZBy9y0V9LnhGlXLqASa0yGarVKKin8ycQnltv_Dia1HBeyD4kmbJnCDxIfortKnyyEuXHOMTctIH-b9MHWz1BombgRC_DdIp_YMuxzk7sgYqffaqCYrbCObKXrbIpi70sRf4t8qpPd8qlkSwXLpqC-x8VEavtv9h5M8KA1rEAgSd-EyKMTzllNdqa8X1-X8GeNnigUASHw2ugwVk57gLsIMo6ABaPewTIwFaXfga0pYJw8xQzMl5aBm97AfceMumRKwnx8h8aOdxnj-HxTsAp0FoENp2vPqLUqtU9K_or-82M3AS9x7mHoWyP3PwF6IpKcRheSfqlB73SAuUx_1I9fZRSZqvzQLIiDTMFtxa0r_-E9aYrS_DIMrNcJLq1sLnW0Y-EnPqsGo6Uz2E2Asp9MijyX6pX24Uxr202CHQJI30sPCrRsBgqEK1ZNujC65ZZPLRwPmPkZhKgd-kYNzlQwdmDShu9pmLXnnLtWHzEYsQhYpG8pAZUgzUaQtqnZYKqdxx6kZ3rcjeXFb1jtxNLpds6kuHevMShCtyzPdmPxmv6CtWnMirmO6jjDUA8pMFfac6XBOO4t-2sp-Eyg7ELIqRgmv8LKbElhFAMH7urKd_rv133zI6tZjowNs4OE-aEZsgnq5S-msABTwj7E0eg77vWoFnCwNeE4il3zvK0qOxJUWzr7Il6KSlnGt03qXhZfa2dYJNGCm7SKNoqle5pKYDvkLRSFNvxOkNR6M3ic3KSQSNsKdlPqS8eISdZ5J2YNNVrMb4KgbrFCmksxK0sIy5mgrRHM4aNSWkOQzuu6QYWoS-8tspAa1_ZwO5yVOeWovjVyRHKPQT8VeH88lyxAQ8OPBT43K1ACp2QemE8Hebk9myROGD5D2g2oVtPyI1F_9eiI9hjLKzvyWBpe6LVRX6aPm7SqxMx8psCZYjzexHhi2ncMT23sVfbSfHDvOfSYgAFSVX_yUlMQgS4KpQIRpQv9C14EDxwkwnd37uXBPcEHAZCeSuFqj6VrK1PI9aAwKegIHL7flpxfp0qNUYGpQ1Op4P04z4T92eV8-xjPU1BQqURnLJN5xlQSVhAIlrTxw_MNnqvaQcSNhk4vwz4NpkQxSrdaS6Oi0NqpZwWe8m8RNO4aF2IGPd-I7FnXL7b9Pa6EMcB9DB55YtdigN4TFCrTCssET7lhQ3f-eKvjT7FRsyzAuDCNZYM0kTGZOMQ_QZT5rbC1-hDk3JOUCmVh-6V-u6MBlruwJ0SK6AUE_t2zVszGrFzYp2SI4BxGtZfKpGgeBt5FPp6RWkV8SDDjjnVZVfmsO2n1nPJMlz03A4p6LqjvfKIZibwtPFOhFaSy-aSX2KwFYELIRemurK9lyMze8Rh4qLWAhxWqgd3Xc507QWjzQTL5HjykaAj6YzjMMbVFOTXYsjRvyMlNXjO1MrWzfod0NcMHQ7s6pmQUxJXTLF7kq3IT0wvQtsGAHGjnU__m4sWMu71cUFZ-TLULwsziAQd0DfEIXAIU-nrB99PASJnVveOLBYu3MLKJeCKllP4_2Mpsb5ljZSFimELB6DPsIxO_88wdBmcubPLiU5ONHiNP8FFvx3dxX6RCCw=="
            }
          },
          "id": "prt_0acc7caa3001jrokHOJNI0BHGI",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying run start boundaries and predecessors**",
          "time": {
            "start": 1789605169828,
            "end": 1789605176644
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3531b7f487d29cd0592fcaa47441"
            }
          },
          "id": "prt_0acc7caa4001NgOekiiXcu91E8",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Confirming run boundary update conditions**",
          "time": {
            "start": 1789605176645,
            "end": 1789605178998
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3531b7f487d29cd0592fcaa47441"
            }
          },
          "id": "prt_0acc7e545001SMtqdkj0KVBFP4",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing run start reinsertion in reverse**",
          "time": {
            "start": 1789605178999,
            "end": 1789605179000
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3531b7f487d29cd0592fcaa47441",
              "reasoningEncryptedContent": "gAAAAABqqzU6pNsiuexB2nhSVzaKbDe6cVwc3obyREmJGtV3kwZbW9K1ljtkaWdMHIIYwfvNALknL6MbVYvBpUYcgfv2Ym5j7JWeSiWzj72jG-CnO9_jH996gbFKa9QMYPI-WVt2kvrUPTy-9bF-vBoaJRvaIUSvbJvicCZJVP7pbpnLyzQmOnEEiKn62xOpkLWVmJY_jzWMPJpZbfhHD58E92r4kno03C8wM0fRfH6ZxHdL-op7BIZkHiYcPiU7oXXeMKX79LfSqozDEDKwH0vZELVoj3Q4RsdLYODoNNmPOGzKbg3s4AEFpFMfVYsuRRXSbRwahVIePyFMezzzt9BA0LHHaAiwkUIqWz3mtjpVaIjigis70U0mq623QkjcxEjqtjEYxqhyK5SzsvHsZZTjsyuwrcx9PAHIvgJPG-QB9yis9J7sVyUA1mwMde6m1IGl0RNsvtDoGFk-1CKxRMMCIarZS4O7jzzuBewoLWXG5o1cM4p-2YImpQqYXseFggvmTBUS8ISVDb7p5ORi-EDLLgU7w7Y9xv6VFr_0DnIUq8Nv_dfag5g3fyDnYct2I2ZJG8cajrvVBZgFRSeKG0WZeRENwA1skjjGI7mQfhjC7-kp38L0bNP6Acokum0DA7ijGDSIoNLqPM5oUHZyBiwjd-PEQrBwWmkUKkx0HV9H8lg-UkZnLqf_jCLfUB7d5olvyAcR9QDSZKtGclCZ2bE-wG-EKMXoKJlmIXRsEuxxzcIR2G63rs828uZObnONMZRnpgrBbZsQPXYazFlp_RF6sDAJDSJ7MmwMwdy1AtLroILhvPTnJz132wT2l-rODI7bF-10nELv17r5ggkQSXLy5ZDS4LFW6xdzlC6gkfLNJUuP98z4nx57vWy9E46GHUTTLV2K8Vha7RNwVteVxsG5tit0NVbFd3uM6xsNN-rgA6xSzrbveLQRe9-hbHZuToVJqL8PyMxpDyRiE6k_06RKKRG_XVD5KeqxavHWuJZW7NjnFPglmqd4ZamtTWhEl-BLoDpgBMOybcTcND-d0up4ZG_uRjjsG4pAhvBfbBqeX1K4l_Y72BLvYevrsubhR02zbZYMML6lIfrIWd39OMLk5fvdClpJEYF_AK-5z_EpyD1hd-4OGFAzUl3f4yoyrSWX-WVG9dpf4k7Ssj6mFdGzOFZd4vFRT7np6ygwLw_ElcvvwT1xD2qRw6Gz7OxiNMOgM8BFNqJqPDgN-2q6forEkq39zXu-YN6D-hgI08ivJtp9b3bDPGZt36UmR4QtSexHEkBWSc3rwSJWJWFRCyFWnbnJZns0f_KH0rFhH-c_BGsJjNjrs4ZHLMO7PoLeah5ZDzBE2bh7GIwSbCYZ5gNY61ktF9Jjf5gHZTZQBq3k6qk5fpt_P70aBXTdzqay_Qwu-_1dYj90wNHz5PppMWaEf8RUX07TxwdeDWj7bFlf5fnFzml371l9ypkOwCF4VgBNUG_4CF4krKBOaEi-f7JP4RSmzQO4R7YYs3b4o9pnmq1OJICDuWqKFLBxbQ1PJ6SYcI3mWvdwBnOn4rICwvFa6Qo3KQ5aiee7r38jjYKLnZ8e1Bkm7381IXu8cNhAEl0V1t6vgq4cuQk9xRHYfP_dV5KEjNK2LiJe3SHTQg3p9yE-GOUJkvSIGz1f780pKkIt-F58qOWze8GlJlRf6nw2UXv_Xz7LbcIwu7ZgxNL1BTy5bAfd9V6aCLzAURvhdA9ZHDZJ72Ar6Atb2z3Nx4dUL89y92oQxrOa8DMueUGftHoeukIrLZAfIUqa-xY_ruWTVJbPSO2LXJT25jl6hkyOdGYMuTLKRuuKuQeRDg-hsUhmvyGifb1ydZ07QNqy-1ZJ68xzYyYIgJNdWaowYKOjDDe47jvdxjtLZpPBPDV-nmRbeKPkL2dbyTUvlOe2xCDwoAWj8qmpXnPOHecbdmgLfCIB4BwOwR7pBrQt-HGfOc37F8iW-_uAAfGAzQRnxPAk-EF2Qf-bt741_baBwbUDPBe7bENw0VSyYmVNWEo1wluALB2y26gZ3phr57j5pQZvU_gdKIdcnBQagGzueIw0Bw7iEzkNzDxO2ocBKKOpse1EDY4W02-LarysdD5F5cS-lhYjVshrxzU4b_WSGKZlakrsBhAc1EtcMoCzGj2xKUgBIb0HmVq14-9JJSBSrXY3AO0BVDGJ799-555tV4HCAMs2KqjpMEdGQKpAb0vgmiCl7FWNDeTRsO7l6p82GFcCYUEMkP4DGwaUHhXFN1QnTG2Ls7iLCtu7a715phiuoeJigZWtl_u4Evck-psxHmmHO2Tj5CeSdeYd23oAHybLNzIOJi-dEw-f3V_yxyeVPeXpp1DhHMTCJGQLXMNpOHAVRLcVq94u5deuWDKmoXd3IAg5veu3sea6GTIgdMvHGAim4_99hB1OdAfj6wf8yHZguLo9eGS0utrGGkOv4qOwC1bnJWJZoiUIsxpOQ-TPTXGbdhm-d45PKSWiYiPPS5M2ZWiJ7VmozdKx8WiABguuAEmlBibsltwiEvnk3u4ms-5LP_MhkEw9434c3uUrYM8OLuGIlIeZqedACMVXkNIvqwQsR6toaCct3ixA8RTAwe_32UBkPaIHzRThGTiEO5UYYF8fZPghlqB1-aIIBOud5ifqpoRdt-r0UfWm8QJpzSb8-K6cWh0wfvk_ViI7XOd3ReOVQm_703stel7VuWM0VcZtekfpq7HAMR8VOeIM1r7VDxFziTUO496syqsSsf3yADcPMCs7zRTwA9e26l0nUTTNKCf1G8OqnHY2-vXESUgyBYjvIdxtXrWXxl3h7EXNx4lE85Nxb7E8CFDjipxiSyUmFIzKCg7gMmaib3kMNbM5UfM-D162GigIihRc63TJb1mf84mS4QDsgr7KiWtYL4MLo-fOQOXhI2xQT7VieX-VVyBG7FW4CkHuQ4fwMkQ66Z4SkPuGlSDTppLDl2y2YQyy9wGo6gZ_U0fO7QaUsQ_jgXm54Xz8mebagEfjD7tVsK7PGem3l8cMKHryLYBGwoTGCfnqDfTdwCR0xg3ngOQH3OXPxVuvXh1a18cy4tnwqBTtZDuhiL2DU-5qu_x7tvN0n31br9Sdf4dxhr2yfNRdR1LSv-x5gn4JrYtNFA3DVtBkP25ByHUTvUtxQPR3Q8WeYAw0S3WYYLi69PaHdi5J3_CtrmWyRujR8I4P0rAw9GtnAvTd3OqH2S3-NS3ZxkhjDivpQCDAZ48V-IOSmN1y3dPovdJ7P6XXn7steHUP-s6j6dsay4gcOwL4DgSiJyK60zp9YUVKnE3ddhC4OSA7trmpt2s0gfY7qIj2cs82p3rtItsZ4wEua0NlsO_WZZVZNFqK6CQFOlP5GIfSltKThvXZmmpmH4hGQX8k0hwM1OhQtfY58GwIGxOHWDyuOJQ6mttSDeeWC-V1dV2QG4FDq2Awq0cOWmByNvkTRicu2_3R66mmnHEI2c3cH_vWB-Zv13tJqnuo_5I7bsBGlEAnpeNqEmNoRXCrDU6_AskT0-Rg5UCqnEAvL-LieFU99FCkmrItku3jX2_vZcKfAh6OI6LktFtM15pvZn6gSncxX_Cdu38b9K-vM3q8VXcT_L38l73eUv1-IkvMDKKNuGAhffTAGReTkMG0i7MuznmBKcvlEvAZwYCKowq-OgW2vf84gD4G-mzC8MdAgpMk7fwAZz3mqnss0HijOE3GU-k_RQBo-WUVNDxQGEGQJ12q0mcWtRnT1jp2Nm13LTf-Dz5Eux8y-s6KwsFZ26mf8rs3VHgAVyw-MOUmhG5NFji1uCGnRle536adElm-PwKVEM1m_0A0-ISysvinqIt06askd3-MZxCRJqOJhjmNMc8Q3C9O_e33-DmONmA4mvwIr_mbXBJ0P4oEW2XYRc8Uhw9qBzpYaifiMdVn9DQ-r_1hiHv9N-br7fXlVnKCIjq9Sih1AbuZD7tI93KLUENCySCGe8PulECpZ9EOceVfL40zM8QLLbNjkUHwAeHpFPpz9_q0fo9hGc_JcKUsxYeuLXQrGYp1_5OAG6S650GVEoxcAOSxvOGqdY_79tGlWNfPgq_455G3hkq5ebTb8ADNAkTdlrgSvkf92yJTpSjqAajkobva-k9HYGI2q2lpzl2rckHoqH7lsbM7rD5abQffg2b81FVIPRXlxZE4WkxNo6C9ahryLh7UE0s2Q9syXUbZ-u2TyZpqPnVUz6wPKJpiBcmdm8l0oDtsN3gqz7gIG6dgrkK62FykxTnGGRnRyVShNCJ6OiVvJ6371hQzNa1dIbtqxHwyZByaP1kJwJ-KKzLMlW4RsVmSFlEdgAw1534M4ZflyzzC8YM9NTzxDtCDziHs4I5aScEsUZL0t0NmCLfTphSdCAaWsbBvyrwTZhlWvL3BMMurrr8="
            }
          },
          "id": "prt_0acc7ee77001RrgHmVddKfkrz1",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Inspecting monotonicity of champion skills**",
          "time": {
            "start": 1789605179000,
            "end": 1789605184362
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab353af22c87d2a04fe1d7958d1e8b"
            }
          },
          "id": "prt_0acc7ee78001V7V2SP42v4Z3Am",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing effects of new champion insertion**",
          "time": {
            "start": 1789605184363,
            "end": 1789605188458
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab353af22c87d2a04fe1d7958d1e8b"
            }
          },
          "id": "prt_0acc8036b001eSlB8PC5C4nbnC",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Verifying champion boundaries with reverse insertion**",
          "time": {
            "start": 1789605188459,
            "end": 1789605188502
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab353af22c87d2a04fe1d7958d1e8b",
              "reasoningEncryptedContent": "gAAAAABqqzVE6xHrMyTS_7UK4CS227hw-mVgh-6rj-EnOZTHseQUZ8Zrj5ESyvUh5yzUeMKJKlVGqH5YAN0xJNZPxfrQFruV9FGuhdTxe5-20a6VHI7Wt92niQpC2tF1zJDCPDwrJ-yRJ3tyykdH_ce4vwJSTFDDXt7f0ceyWIEonRBzYzt-mevpiwccg0QNHd0TuvW5pE58V3WNqN_JL6dl6S83kRoWdkhhkPnT3jm7QruWYtHVIDCd6k_RoI-OyD8O5lrRF5h6sGVYl9QAuMMQFYUIHFYFATZvkBIJ_hZUyauEZPemfudk6cAeNeUqqAdsHBzoknzOtxcEGnvoCzpSC2QOaMATO_23H1R7uxCNVeu7b81eTm1ffvydbxy-EohZz4mFQ3-HR8FBhKs0Sjvlx9IauJY4qybSCp8zktvJD9S72OjDkhuZj3lbbOvzTb4_njW9VDiOkA-UQvOoZemnwSASoOXtf4EsNgx1B5JELilXVxZAN6LUePM53kJ_zbZGie9vKaRoRsSmi16B0cXYr6kALBHPtSKMbf-R5gLEeBge6AvX-ix1Bjcci0Hd6OoeDSjXlaq4s83BlZI2-1AUMYgO72rR_8GsCfBRq9vxuR84qFuPfprvIgOQnk-aXhBRtyF-22EmMCg7PgY3LVlWiZP87p6W0dLfknESd9CJ5O60ISzDF-tHdWvJBqJcv14gTWUeCnutBGdXw0fU_dyZDePhaiOLXXbQ_BA7TQIdkrPmeVGLChHn_banvI4hha04HQZYpgC7PgrgjlS20loZzqXrVSP433I0j1IXYgPlozv3SpZnkz9ZOEnxgj11EkTrC_ShKIn4GF6-jtQs7b1RKZwa-HKAqfp31MXYIJRlF7nAYR0Mtsd74PE24CbrERWk-v36LNDzvTCi10GaUUqWeX0NfdnCdCxIG-nb3KSPjiwrEJjBkfuJduAoTMNyoDyvU1K9aMk6xvBqU3QKSE9zQo_G-u38mNB3wWuywf2X-kPJV9OAW6AFX1Wtc8Gc9M74cf7ehZZRrXszK3wCvvzZkDdD-tXizpF65RAFfh2NmvhnvqLtROtMIFXXrBsDPpxZEbQbK_YxOCKzKoFufVjN-H5MkHSeVLcMAgV80-Sw7xNCTK8Y46fk19z45sZxXhrpvuSoXO4Xt4EBuNVBJzXRvSD8JtdWi5h06aDwylnEiHpt7j7I89UrorjQBv4-H7ZKHjAbYAwMM7c3LWYqQO29N37Wh56p6n6WCBQzusxMNvtJ6aBQ8GjR02JJwba47kv5ZXoZchj9OKJK740Lg5YD0O8epkxUE7SAIfBK9Yneo3b308_ttmvtTPWXk1csS03t9wr1FBVHjKgV8kLVlmj81gCCTZu5_Q9jmcP-Sg_WM-gfqT1ZbRNYCsh0e53qKJEBZlHQMoWhyrc9-t5wlNXwI0_lLkNeXl8dqeTZAgO83r2pdPFNHKPHjlslkhG8pdJeMmZK9gm3BaKpBsIJ2NGysRSGc6jXrld7HbDAzX-ReYULTGF-KFwtkgavTm0SiraZXkNlAwqZzJabB907Y-Sit36fWxZ3TstH0iY1gxIHXUHv_d357WpP4dgsjWD8VSL7ndx556R0rnNtWlerY5trD5_2vLQYCNalkKso4nq2v-K-kyBaF6Cz38sS_7u4JUZTFHbDXOykpUH0ypW8nIjyvoNMoPKm_MijUSjNt9dBySy7_zlEGnXiHeJ13kWRUTa_y8mhT67oUqazA6mh6iMX3sdN66BC2L0P9nDJ6c84b7vZBkZPJw_1GQFNqdMprFRrZC0zqskrIDUNvONvII8_CCs8FCLt_gbRr9_L_CMQVkA3An6atRTR55LTtGhjrsWfomkuE6COEBCN9qtzBEhAA-CPFh4eN3v_Fp8tACF941Zyqs85vrjDw6_eSiGbSGm46Q1ZrG_p1loQzEfAKiKBEsnUPrY9FY_8gM1Huh4BJMpyeOuJMw7XzblYdO4oBd9bIb1UFf8b2qeq3YP4-8azbmybriERwXlfnDbyiVVdCFAEIPPh4W9iRvKUHNbDax2Gh9bSkzpFn_aBIYF3qVFnF7m0-tnPBhkFMaF8v7cg0syuTT1oM6xx8T6I6jaeYQXzwX5b1mWhSjwkJnfJnBSkI9j60dY-Z1w3LKZm3rq_OIT3VpoxGLcbNRkIW1VoMcMDlwDc-d011NJ-8-JVW7tdI6BWwXsJo_3CYS-xQjmBaXMZLR0yS5vXssl0H_5Dc9RRbHEukXJmyzlcpT65Ilf7PCa-vXPvcLycJ7k4mVs9oKZq9ORCFXNUFh3dQEZ7ZBpAEBECymvtucmdW0pAOD7aixRjA1pyLoLA2E3PTQBoUj8MmaRR3845exqoYt4vCLsEzdLFDSMnAPaJyVPpLNunedIn-IbrCWjQqrqJR-5pSbr8cuPiP3igJyFLizXKPwGhnDbvBA42ByecVIfmZ0kaUjHZTRkUa7M49pcxJrt14Db5oKq1pMR0ZFbmxnWIOfykd0IbQVJmJA_Dp450cjr5DbiZjoFibRIRwnb1suXAe0Kc3tHEo9tZSdCSDo8dCUY-2gk0iVtxiL4T54Sw0I7Vo6FDqkLSx--p5FHfTy31j-d6Xbu8dmHdg9xnoCcacZxskUDqnI3dE0fOUU29_BxQWvlQWVwSSu7PrSYp-OhGXoRpZhCv8sxwHr0DiF3Ct_Zl1Bhg7YzSiNuYybCsBLuDBzU4e2VvYevD1uFVmDSbzjjbRMPcY_fx3L46HnSvOdq7cu4fNy4hMkxnOO8dunwMCcbCAKFIFzi6CmbRcxZ8qjGZGqPXkXq_VPcpH5GxXplwlrSmAx6M6UacaHwpCBFkoU1P_65HbcvnQpEQJiPKOt5Xlo1NVKyo2pc6m9r337lkc30Z--v0yBL8lKjsJZhPny2EdSJGf4fmOXA0Y4FmN1ptpJjJeJx6J0kUfZ5mK0lCqyP5LFGbNQ5Jdj0KDpKYJcCk1qFbcc0IFwSXN1Ql4XwNwp_sAulAlON_CcB3gnqkC2sjan9pffnPPtlSPn8ho_Nk7k55vasexJ_XjYyxtwKPTR0Rw-OYEaDFvSBSZZIcsy1Uyrok-ol1j18hNxTGcTadahNfqiSPooHjMyqEVFGH3ZrN5n1pALz1iAwYwGnJ2oH2REfOAxou5ABYFHo0CNYiEvl_JVPlCWwor9W2kjALFDAWDp8L1526JCh1FqPih-1Iai-yCgLw_yZ_W1xOSdJVCuk0UqabIUby4-XESMFsjrAUjHDRQBIpZ99--5J_q_qL79aBTdrhHq8K46YlW0CtmCAAokto9LEKNirBc9EbC00vkB171jiSdoortxqOmwD-Ao_5D8eyo2HMG4YNqLdpzRgMEoURi2Y5CepAisXVaK89qKDgddPCch9-s4cs-wS2ST6MBFykocMGe00fVHV-ele5EdbOkeOXv4Dbd3n5YOJF1tVpl2hMqrMAfkOIytsO6EB8YlnciO615UltSI6LYSdC-kMJI4utiGX_uDhxvXVKj4HQmddLtv1Ydjm63GLkiHtcxG6-m6ic9fAlPgB6D260TgiImGJtfAGEYQtbnYeSX72feEmtD4V4-979EAVGfdvjgWAOY0F3hrpP7laBReVKtFTkjsj1Osig3DuRPdQgQrtaM41Jhit88mheQ6YPY9nsd_dKI0mYkOEyCgPDZcSQTqEjHaMcHWHYiE9WrJRAtD7xBVIcPtCtibQE-FEdhYSjwGExQo7CP6DoyvMhQArwKNe1G3zfV2Y954fJRoBZNEJLMMI0PsiWuI92w8D6qmKPf-riFCdNswNueH9fPwyVnXF4Tf9QfMiUQmMDxmZJ4Gc-OGiUNA0bUPmJNJhgiDeYH_LD1FIA1cb__UusFWXb5g4xWrKk8jnk9897eQifsqe5YCQADSCt17mOKJ_nTrtmm8G9CBWoKI5efdZr3Ltig2I1kxb9r-1JczqkzFiE3zgqHB6Tkw0Vio1DWmYja2nxZVYGwYBHMyyalpgSkkNvlKaT4YtyBA6wBYmEgHWWV-5J7n0-62wSucwiz1oFWfUJ1nX6P3FayaPm7En6eU-nbu8RTocd6L7eocNUm19ebGxT2rJuB42M3X2cv46FQbEvpzDCfUJIRKftP2pW29BQWh8dSsF__FSKUrkRrl4j4B_mllgVVlY13B7uLZNe-NduTTV4ZkXQFk5LB-ujBq8mRWxVLGObZMlSzJCitkhLvMtSy0dQkucoSjM2fOt8gC_3GdFnxxgv2420NyYdaafabzXX1smdLAz9jLWrmy_06-JeXIeRwrCKKp48C1H40DxDXYancxCOgdOsOfL3pira1EclfpBKSMgM0jfpvVIGT6MwT6Lahbke4P2bDsVG1gYp"
            }
          },
          "id": "prt_0acc8136b001y1gFwxFRwEGq3J",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing champion insertion conditions**",
          "time": {
            "start": 1789605188503,
            "end": 1789605195515
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab35446fcc87d2873b3245fd1b6b2d"
            }
          },
          "id": "prt_0acc81397001IYm2fwNBuQWsKz",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Verifying new champion dominance conditions**",
          "time": {
            "start": 1789605195518,
            "end": 1789605197574
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab35446fcc87d2873b3245fd1b6b2d"
            }
          },
          "id": "prt_0acc82efe001eDOW7J681nEUaE",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Confirming induction on new champion superiority**",
          "time": {
            "start": 1789605197575,
            "end": 1789605197591
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab35446fcc87d2873b3245fd1b6b2d",
              "reasoningEncryptedContent": "gAAAAABqqzVNtgLq1tb4PIvO1uqqcUdl3FSWKVDqmdoCMdgyqrS6ffapKQr8iajgcWK0Xruhr_F5sMov_1CSOhwEM9dtEghixXHKp__xKw7hSFSR18nX94PM0FteNhA4tQ2P8wdVfAViRgcuXQJ4Fmo5uVZy9TGXT9m4u45RX1ZuKub05ED7OB5YBfUP-p2-aS9Wd8zGml1uNlC8_tlq_-hNXoGAzH8A-Y0gxQoxUDbHzqhVKDYh0N8sl1oSTc3WAldWiq0orzp3BzReQ485mVmkaBQwmZi-Ws5sLh9MFGXnKo8ATSw5RfTAA2DFs4NA_3CIWLezzmNyG9xOYPbtpcfaKH_m3YWELEgKMbqpD8l8gnfLWrWKD1F6ydD3V2SX5O8q-DnYEbgD56SQbT-BdV-M9kXPBe_0rJTdx1SE-9iFQTUzDsZ5WcLT2mkop8R5rJqedbXOIbzdu4oczBeDPws4pP5D4GxhBNpbn0q5muQ4OxHEI-8832rnIR71b50nT6geYKPPcuZw5sBxZB2Y96WsvqKH0obNFhP2z_N0Bnc_hxtLaVwVgMn_MfYsmE-siJGWcgzHHQbE2q3-1KLdY2LEpRQq5ZZpHSA8qqsLuUnCyiANkQVuxuXQLsgv7NAcJX3MHLGt0h7ZOCiJTchCNbXFCejZreL-bAu4VNahY_l4VsTqv7e-00Wz_MOKb7CsB-ZT7yLmkkcc3VQYPElremvosAXFulH0fEu4mT_TqU19_Opc2xiQRF1IvA5US415exJW6b4SCDyFn6FbSJnZ7VoukOe0jFXsRhDxgsIv41gc2SZy9vixbN8VCx1DcmMwFq4uWWMuzzJ0PZWPoP-ndwNAjPhWzQlesSWwaAzwFcSzpjQUK_A_DTsZaA8sFzKJq9UzS3JBy6TccMcZ6e6lZxQKc7lYSZCO7kxbgp37mdlBs-IIml1A_EmEuduys5QHZMKjljs8Bq8MYpb6iCcxsLhKCWsIdEZWJfpcveArMD4yGLjRlioj2uGxujC8_ZHjYXMQFVmc6lWNlInUtZKIXA1j1j-kz1MAyj3uGdc7ufCCSuhTNvImZlAoi9YepBVK5JJuGA7Yr2CKYquiE3vHmv24VyA_VS1Ka_Kp9JOA6U2a20pC3cqK0kKjAjoZ1AJF_6mHyemNzqiLXAPo9pcIXIhfNph0dZCyIhvJsjR1utQlz4OFS0J2a0M4G07mpYuVzMB3HKy-S8dB-aVF9fb2vFnIKAywuZWFTWG7jpbQSyagWXEDpuRYGCajtpHHK5HzdkU1_CbfD5g5-kpN7AeH0L1EkCtjx5g0ZV2FBsgCkG7R5BLg4b2YOjILPrmog5aO1dO3JVQ7fGKaz0W0GPgLHW7zHmCGQ26Xdn6nHJqWPMvQH-ADV4LOm2C0T8287ejKsyeWfFHtTzsAaRLEbKkd1xgTBJCWWBP_xk7DX8AUhmzNxR3F0Ndm0TAVZpe7QLZDQJki1adRkrtQHvogidgRxqdjQCCGms9jjwwjLyWLruWHB_4RZTmdNq6KZz-VDTFoUEE8GLTo-QD5c5EthEFoGKuZNRZcD8JD2PhRUtfyfhg82scTl7iix1JQnWnEOc49rG0Ew1h1-dpRalM1W8m9YVbBi2ZNLIufDEfKsYzoKZ7AgpdeMTFzgVSvg3MmkFUhwXBgXREF2IEBIqwDf2RMLjPkGghJNtjE8q9aJYKBA9NnjCbtja-J2onDfz2lnSTaVhtSAN86zDemlroh3A121eVKCOJnstsyT9FIK11o-Bbde-1JU2DXicB6ylhIaklwsCcCUt2TK4ON6V12SK5LY8Cw9stgpvFMCJXAWz0H9DOPXjsWmrKz2g9vuHxoW5sLc8Aig1WuDlS-OQDa5w5pdhZ5PV8B-zUa0MDajhEeSuIZjvwQnVfW7wmAEURCKARoqpcklmSmpOVQy3Zs-rDBeV1kHtinS0x0UBjkzi9IsvKGi_XSb6lRfdU9MOK7tm7kDDBv4bLW0oTZaU16uZkzojA-HhqOSmn1qDZQ0TF6yaYBl_1n4eATMCpU47KmalRj909LcnTZNJlVIblwKT5dqo6cRgxGs5psIs63vMBxfztpO4mNDQso7cLuenI_pChXn2U_38cRm3Pqg6zRAvc3WG9tmb60A29tBo2WoYvtFfmD_F_BzIchr0g5CeFK105iwGKzcKvWSeGTJ4MV28N2somNkXCkhuqwS8tHOyzIuKyRlLC5Ys5-nlynKieol9JakCYm767wCCwYrxyhPNcx9g6n9-lLMSQFDt7O67zyhXvWTxitzYbEwqpOzd89ejuc5-8O6gtsU0Ije59FsUQnHAzs6L9YMX68a6KdWp9wJK4l5kr_FMSRWbFndSjS6EtSe7mRcBMydTL7ABf4mnJfQrKrlYWL60bBkAZ0JuHJKAW3n4a0xXxp87T5OI_r8_WbU8MkBgpjKjMvtxeq_C9mWe297HGryBVXo4hvGnV4CSvWwMn5AzGLQc6V3I3QOIgo-j0T6EVn1A9jRHu20sGuD0Vdn8Vl4d2f-Qxo9Ch4_HE7V71rJhLf-uvzkz0cXKFWCtFUQpsVY3jvbpJP1KV-dcivHMTp5mtihMdIbsOVWJNMM3pkHq9eAIGnAjzJcqt1KedDGwgJkWjT1eoNOUj70ZOd5yf2mnax5C-l72-YWXAIccqXtc1G1Ebv6IpNnoL-ZCacBUF4Hypab1YZ_PZyjudavBuK1gr1O_rsDtMMS_8Uv5CUTEB9_G03AD6DFzoNfNyU8VIX9JbbtZytFDfoAIhlM5f6fjTVwKoLQVRlejbhMlMSXo9bbLV578jFJAbTAF_X7I6JhhNsrudI0wMol1ZlKdZim2gKA_qhiZkdkT-Ts3XbJHMqpYhfn61FkNyFUlUZpkZlN2HmW8f9HghsRoi_YHzLwLqQ5j0gUOVM4AN733sX0SVV9VSr3GhfmKHJ_ngxj9lOakTY9ztDFj7PriJiEig6LmDzGdt70qNsK2kiuRWW6BoW_VqNysNt2L1_IDSZOSd-B4qJa1V2uZh29bjMpjWRxft7xXf4hjTXzUPSEz1Y_zdEx5oqjlDyNbrLepbJguLPR7JnW6lTHk4Iq4q1GxB-HDDFrNJxky0T26QcLdH_KCuExayuI5sMzHGNDUE786wGxep7DxyDYpaTNWatpKGrTNRMU_ri8z_JD_ha8cdYfibRPHT8RyoY8Bgc_GVrfVULQ0143c4QkPZFwk4A44F8sQe4mgxH4InD4XLGrHLZnMFQuBoIfCpd_c-PVKSojUvQZyOdHHKV1EiSDjuEk0dvniqO1tYVDEDmxi8cSPC9Pwr2FCYp52vSFeeRf9IceLAr22UUHB_ooU1O1OZY7vgGacYL6QrxSlIF1qQMt3tlspVEHYvsttLtyrl41n8tLtRxA602MkN085mHZgNWdD3SiIRZ9mDd1boZ0xZN53gqAOx7VRJPUW_orlT_joWltt-4GwWa2qfd4bGj6pARDQYEfUKglFWMBrVLSXyN5YO-INF7xDsagvkDGpp86i3Sz-XkSY3vvkXAXz1_GaFP6N28hUjczAcYDoD7hacEqQmIq2xaXNPcAzjjAbSvI17eDhI5DpOqAX0_l1IqwJFhyIS0ghuOeIDsaY_DWYHofFZ4PTqU5sD35_R81oNhZ4xx3IBZVfgEkpo-hsahvM9Zy0ZWvhu7GhehQmxI_4Gu-8KRuvsqCwGdG3DdcqZxFYKXvleGeew6Clz6PXaRhtkhWEzBzAlh90ZibYNeLZxztlRY_2ox5yOScHtYvRRIzUQhadrI874P1xjouBDaQNEVnc3XPYnLqIuW4ZBnkiXQdsTDBpNEKjRSndNwpG-0ji-pvskspp2f-SykQ6a0CdhnMOI_KPLBMEChjK3Eh5LXIKT3FVPZV9I="
            }
          },
          "id": "prt_0acc83707001e4aH0HzmCzk6Jr",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing start position stability**",
          "time": {
            "start": 1789605197592,
            "end": 1789605203990
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab354d8b1487d2b088e6fdc2123608"
            }
          },
          "id": "prt_0acc83718001IT4YF0ulGCfNNL",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying champion run behavior and invariants**",
          "time": {
            "start": 1789605203990,
            "end": 1789605206916
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab354d8b1487d2b088e6fdc2123608"
            }
          },
          "id": "prt_0acc85016001SzqIF3a3NTiYPJ",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Planning algorithm verification approach**",
          "time": {
            "start": 1789605206917,
            "end": 1789605206928
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab354d8b1487d2b088e6fdc2123608",
              "reasoningEncryptedContent": "gAAAAABqqzVWU1OlMUGyT4ywQdUffwOpp_5x_TBHixKn9WDppIuMWCP2UHLPkcpsYmuxMsU66Of9JovkQj_rZa6BeDqdWbJIBu-7HLp6tawDfb299NQpdRcnL1cEXNlD990ccKb1-KlQJ98_RzO6WH7mYXwRh-JC16QtuYGUmntUJ0Z9uurXYXrOHdftWAQZyj15ki_kJ0D-ZV0DTFrEBxbiih28oXTOzdTVmFsfjoY1jNMN4MiBqLukbpx_ndZwvYtwLImXUtzQ13RJ1QB1rrTpMVc_QjqGofnX6SJy3Hd7xZAaCMCRHZdXCoV-ebsDcfLXnMGfrVHyKAhXbu5Vgnh_wFOab5PODdVkp1bejSMJG2qxLv0sabwluvYa2LOeFwXtnNP2gsUmyd6jD253LOW53NCfwe7Pd4f3ZMnQxXkBevzlcjOanIuW3yiEl4pI5YJ7h6n_VxmFBpCqbn-OtoV7ZNlIbHc_Pv09Sl448sO3j12BdPgWIgbJa5WHao-AdGiT8ziJR0ILbg6BmePfdcQafxiTKP45_5Xs_twDvTBp6CxECcmMVv_eMgltckn-xV0BS9Ce2ukC5gHiPDLJVfWhN8Icdxll0inho_vOa5RSpeJrDpdLlVZXF1_XRctQ00accU-XuTgnBaY22tuuILcboHn_z9fEHIwnM47i6NkX414242c-3ATi-4nPMiQQ3aRkH2MPD1bcn3TF9V1QQZbK4bY6z3Rxb6tvPeLJ7mwwmlw2bdL1IcjRBYVrLLkurveTQuCCvhyM5J0mNBzTAxorINYNpmgZ4qSOY5Nuo6Sll5ZFS3vrbSAvYImSu1pLd1uWYqwfZwz4T2OTjL3Xg276P2xZWm-L7m-rrqFZvzvNkmX2lvuoQgp4LJKTV-VLJ6Dv5bktZcDjqzomvi2I-4vrltAEs1rnr-JVtnjH-L1lJFBC4gfCVLSR3bjrN2wWCYfdB4Q3Cz8E47-lb1AXUCxChk2OxbDCoxGuBcP3tzAiA8xy270Q1HoPIvs6RY2O-647PJGCTSSGNYKdpOt5inOLtsVzPGyevpBZtHMLS0Cr8uxMtNGOYWy1yY7FxzMXYFQT9xkx8GNFLRbLW2JHOEhLp0uYHuoDrTlZVx1XxCqv4SULgxyc8GsGCcl8ToviI99iAX-e0NBqWu7tgRERRpVuCn3xUpdb0r8ZrwN7m8bdqcoApekEK7Wzn2OzfkBEChe-wT1mFFUdgz3DHKj982XKrbXeYIot87a7PPmdZnoW7bA9EfxsVhR-Equ9EEJFyAKzdsbLsSEgimYf4n7Q5LTUMvqcKo0ybq4T09pktkZQAoQCt8ytRAi-CvLM-bZrBr32ZAjwhApAidz0_CUrHjRaJ8hRzPlrJL8baSsAmNtv8NqssSURT9rdClzg15rfIOkEWFnpKtyEcHgwpXFGgGOhB---2qzs7xA5EM_ryg9Z-m4J88UZTmyiJAGDEHVQVbluLGKuwIrAF9iwE5ZJ1juZZqEfONBhJ_6T3ZE96U58yIy0SQ0oSrpxJypUylFgLBYyexT5DTNoPTr3HgOx209K6akxO_s6fgYYVeqytdsN2MsI_7fcWXj-wCnoLSzLSQgDQvxt45Yx76NY9CbqIo7kHbS1j0AVIPl9nNQp8C4LC9djGvPFQ4oJTqzjzNJzfXJKfnBQny7OXaS92ABpmL7Zo4lqB9YrqFXxi1si8MyIgbmVRBe4hJqjbtUA1kcUoKGIEWRp1m3muJ6iMefjmW4bxrOFuvKuPjgy0N14qdZcvA7tU86XwtsqG_QNb9mmx25KHq1T7q745a2oBaaYNXdy1QYRKmiFY2_4iMsl8Jp-PC199vk144tqT6eEH_7RxhMsd8QgT6n6-3ey0jWblNxXdHuZtNy-DQc6TclGDEGeYtOZnD9OGgRhwpfrkseTjpjVkqwMRfEhAn0NuvOZQ6_vpMcxpgVPaPK4-Em5xaKWlLB5Aljua8WLJxZRVx-XIX-2PDObCI7l5lrkYLvyIpppn-FFNFb-ITWOLz1uyr03KZT5EcNzp7GtdXQw99lX_UrpPUZElTAX04FvChppnBYwcoS167gSRiydTD6Cw6R08u3raVDl-lTluHGzQF3iKerwWz0y-4DavszIokNGjH6jTiMLv54iY0pGjgawxoJXQhjMjx7NPKjg4Sh1mHICRREaB1_tB7aSeu48WDSe0_Ti540jA_vX7jOl78jUUJU885rELOaTM0_Zv5QOriXHL3d_i39ghcrkOrXPWMhPD6dEQbEs8MSftTeHxYnb2AtFNikpMTHPAV7OMI8eZ5Zw3wEmCScI-hd4DqOXZmqYEJscqisf0p2RGNGbhckrWLkFZLX-B8ZSBL8yMoKm3U4l200K7y1OUgRqr-9jtrrK_JP8eWnN_9fX02irgD-vPTLUE47hnOYLeDXjIpRd6w8N5WuJzA0H5eo8llEEop4p2I5pj5RwZImLB2gJdFnrIbO0SrBgt1ww_3yeR5pjnNa3ksfI4SgkckaJkRRcLWeEKUrkAgOWoyo79kSRt23Q2xWwgZtjNF_UCZPeEunmeP1eooiV6SlLWz02HJaXntSfxY3AJwD4lsXoYcQymfJ9sVPTfTi28zjY7NFz6iRlucLFslmSwKz1jg40HYL3WK-vfZWetadRX0iRclx0By-060c_Ylg3oRqgdPRQq5n5rEGmfPmIZ-Lyo5q_9aV4ERKVcMgRe9f9ayqk0nXYLsALd4IU6MZIjXbk8WGy8zER0Le8h8SOoNl5ojTlzdchEYV91j2AGahEs4-mWKQpOkLtmmd_EdQRYIU-LCD0LGax_E50e53CCuutU-wHuL0gVd7iLWIDVsZGsbFh7pnCh8urQL1KL5g9IhnJ8EWAGq3dt_19cJogzUCW8F85DhSYl36LRoNtYAtzLV9ycmTlZVeyiWr3FvVM3kHfVyvG8MCxtHJa2qZ8DQuWr0--z_JJnz_8EOgg-bGYfDniJ33d_xIqTug7chvWuO-mi8NBZc5vxN8hLb6VGQh7UhnOf1wXevbZ7rlXTZaJLjn37ZvTjm4CFLanoMz79pf-sXh8wLzM4zdiaTwLf8prseDuJjqjhzsFRWsrwYumf-kbhfC9Nza3mbgJrbDmp5xte5dGDiYshYcz4scouVCix3HB9LmAH-WhD85jJFxOkuwg3QHR3F-cro60oS-qijV3QJUETgryIIIJjSsIKwwrakS3O5A34ov_nKPF9wv9UuL1w2MzxyWBMm4US94KV9VCrpF6yO9XYasx7CluO53__H8sMkRKs4L_wcME7IYaHkcXZ2dZ9thZ6HEUIFA_SzqzkBRSWp2RLRMhczSvx_em0c2nRolGjC0fiwUzasu6fl0n3b5DvpuaSf2P_PQNBCYiytHSqIA8B9FF-gPMZMdDsUoLuTGDV3Hd2SBXIXvXTsHt9CStC3RY3M9Q_zfUqnr5u5NzoEBeINtwJngzCeFqyJeD7_OlIeaNcZrMxtqNbFZR-xKW-W7fqWQY0rMWMP-84YuCygiBA9yMjMdONFUUUDZhk_AF_y5D32kwgtzfLs8XpBksXFr2NMOfkyEzMW6hA2Vx5WYDQ1Rc6KtDsyGJDY47FlTqwVhLWyEKwMF7ZJZRDDtLYdB__6ZW23XFfR2JQMCxPayXfRsKWgmARxaY0QGcNETlsFOhdyvP3mZJJdqMTOSWD42Y6We2CvawzGNFEhkP32ybIOvd_snuT6Kzg-k2aAnXFvGotFd34AfL7CtqTsEq7NeIHDmTXlOwPsN3ckeeJnzBM2zv88SanNBUzJsEHxRltggeBGQO428afDn5JFLjnb4zPai6ZwU30lPs3RI8udYghpy8Qt4nuo6MkbHcxpYRfN48K3AHp42XHL0OXRBODkUUnVZv_urH7IbXYGrMHa7C-8NJskwjo1kHVjRpFwKzpfnvOUXr23LFE_7kfZHNvh9hUvnqIQFvi59RLSk1S6VFQCbsVCYFtEQwN0r96UcjYIYk34cPGcUKSbMjcYsPJJq_MGAizO7-_WHYY2VCmTX111tIlimygOp1n2S4SX-C8fIbNEQmz2fpTIrruXtSfVu-iqzJDGBcYdQo9Kw8AfxDDobTbfHvckftDS8s6wNplYTH1ZLAfQ5D_Ae11kF1Y7X8_8mkrY5wgUaQMuWsO0nbbVtMFrrX7-_WP-gY_PYE5O8byeKcVFnHEW_eahVCZPAFExeRro9FiQBDPSOZ9GX1tlD2RVQraVv6iLXoIgznfiZNiEk-bIFKnbP7n3GAuILZcRRQXYzZWNLVhugTCgeJ4teKvHGtplQ4gRkmTDXVxzU1Kc0Q2PC15cwH1q7d-jqupMa6dpgjAGJJ8Nesf__CBx8maQ44i-9Lk6bJ4nZalklXBVQIE2gguB899_OuCSLskpTenPDiWA0wB8n1CQyzTIvbMoBQr1LQSmQNfyC1e_4ilz001FZoIeoF3TC0HJg1TMMT5XBXAOjbIkoRl20zaaHeCyprE4uUD3XYxrT0v4n1jBvswXcfPZf6Tg=="
            }
          },
          "id": "prt_0acc85b85001kZ9YelXQT6s5yv",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Planning final JSON structuring**",
          "time": {
            "start": 1789605206929,
            "end": 1789605216264
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3556df8c87d294b6b0cb462d78bf"
            }
          },
          "id": "prt_0acc85b91001jFQqy3VUQY5Ppq",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Deriving Fenwick tree implementation**",
          "time": {
            "start": 1789605216265,
            "end": 1789605216285
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3556df8c87d294b6b0cb462d78bf",
              "reasoningEncryptedContent": "gAAAAABqqzVg-qUmtPuL4dcpejy4Mb10nJ3CDhi0_x630RnSoZq-ELFBk2cNlqG00d4KLFv6o6PdoRfaKdEYHUsvOvnuQrtF0e2e3hbGbcLGVZphcgGT4Rir5XSBNJpnPNgMYqdj6-Os25f2q6dcgQanMbI-TdMn2_G765IxAmg6npiIJgzFL9tAw7LVTQMoMS0TrEVExa-Gf27WKPc2mQ0UOqx28azXWxTfctq_Xfhl9yYCskWKNdeyG-Jx7mdsnuLKPacQQ9IH88LhGrFjipVmhfY7JbH95JSDwVrRXu8FneG6sKKxvKgWqwupLYqSRnUjSTEH2Ic-ctPmoupWNe8LG8f81vYRWYRZGANibGHC88c6V4zKJxn9KHGjrLvfpd07UnGZmjm7iUUzYO0eTdXJyIFtdfOOgyPe7eYtfUdSYkuqlgYrITJzoRHaqWgYgNFL3hCcCXsz7FfeiPBWe1SnJ9RcVZ5fmKqRk1fOstraPgOq5iUSD9KPwS3UsMsN_tk5EbOV9nJaeiXwNVvPal01Fkoh0KdmNfQ_yuAUnkCjscLFicJ8DRK0g17m-2v5tZWGI1EcK9Pzga-IcZCcbRv8AVknGt1tondhZ6rTHDnTLe8Zh4N_u7tBDua_U3JIda6IgIDdUSQgmzP56HJ2Sa7xZj5gzsABBhxPVij25Qpbp4JDAZWarj_-bQXp88k38xJmJhA93M61vGpcdGD5snILBc2A1B6P6o0nP5ZGuN95w6V_oGYjrtQeVXqTPn0D2vQ48O_Eitsr1S2l5_3KH_WhMwXbjgBI2GnuMp1BsHfLPk_kxNTU-_nq1lpmZb6fu_6MKUi6G150bP0LzWsT8tXBe_gc-SjaL1DJ3GuVHKNahwsOZDqtA9MGc-enpY7vlCGQ7cEfL5kuSzA-AjVX2aIMM3qCmC_zGSvh_D5ocJ45jmOViXThri2GP59bEd4LFi_QDlJ2pqgLGoWp-EzSao8BToN6yOmkjdplahQKckfbc8LPkbYSalZRwxjOqT_PdmB6u2g9XS4pyq8ovY-rixhTMMPp3KcgE3AmIlApn59fRoqQUMWvVOzgQQqODxteYyaYE7HaNd0AEik4wmytHYT5RsWLaixy6blFh1CwJZVZCPaE8wgSkBkpiqN0ZqLs6plRzT3PADi6GMgFY62WlmwWlK8rO-yItKhO6VnnF0nwSCeAVfit7fgrPCAl66qNOb4wTXaNQli3qyDxNHSgbwJxMEQos2RWMvJrhuHmFLxh8jQieh1LnAQSFdt2dXOLh2kHEA8seTvUpNG4Fl8EBwxZXL1ftmSoW05NjeqpaHzCtZTcvzdYKfVt6PtpBsg0MD6tF3V-Dl48UBpl1EEkbfkfqqoxp8h5t7OPAw4PE7HETfodZXt8YOlWcDPS_tjTa7GkiscLrOCQEFu2wLlVwb7UsTxflHkJyzObC68aZjU2bXEuYS4ju_nKhpZwOmfxzQo5CBBcEjcx7Y6QmyPCCR7vvHW9fS2vRmrhI2JZ_CNutlkEQnh4d9Zmy-VnNd9vaYDX3MysO-_2Km-WPS4oScToK4AfG1c8I9Swwy2vFpaV1EtdMclNCOdIS8dISCZkE0y--GQwNsjZ62eTrMo62yIMgcvHJwIPgsrEQMFZyGR2ZCUVrtXifqExeTICbNxloOk8fJF9jJ_T-hMGd_5oJTNq6cu8exfWBvSDff_6t3_wnvk3joQ37INOllrgTvnFC5jp7k69dDLbmUAezWpzX1SxLMq2liGJkiHA715VOupT0GRg-Yw4HhUskInQ5Oz_BieSeF1PZLPe7Il83Z0vH-JF-WUas3VJGIB0EpQzs3ltekzRQe_fKnZ2gy8agwwXfISdzI326Xv6t8HLduaEKBpN16CZ4kHAVVqMMFGuUBJh7EGCwDWva4iP110rcA2sbAUU6BZ05uzSJj3XTkFftXUQiMJf8POaIpmDPa6PYg-46LRVLjqfPno-ljzq6E6HVM2DTdk3A1FpMcusrMQkdVH6gRgB5seFauFu4bgkJvpHD_qkKz1Exmed-MzaLjhfjnVzuOOqJWI5590k-bRvZOUwhHi4oRlKCzbNuzrJ6Abk0T0Gr9hZhVAxQMvirCMt7FhYf1Vu3EMrSjoglSzPD4Ci6NM9V6yqBv0XvdMn2iPpQTIFtzOoOqyVeby5CcVXNq8B4QO3yPNTbW0K9USoGmHkyGRW8_TXQ86biOjW0266ITV152bXDSFn9H0r0G7q5eNibIroosoCT13SDmW9ek68dO4VolWG_SGjWkEe-3pWvGuhEfV520AeM50Ns4pD_AV6_jLjMD5AKZHyyoIZJkj9TiF3MUQ9T3NFzM3wiv3rQBjmnV4A3wIi0mpzHv_YDNRmNMDgeKJkreJ7DQHC6dRsDZG7uKK7Q8_G-l7Sh3B-tA6Tp51i5N7wNlXjbRmtbm3mERliORnLrlpujJS_TsQxOfDWAqgGa9-MJkzJ6n8liLgTwx07KgAOJn6K3kR-XfAypaGmTsrCQ28PYHUiTWMbuXCFvGuaUDdgveRY-GniJ60sJO-lCwwDS7BfmTVO-1d8xJ1pki1S2ybQ3_5pLz59fv-nwW7D47LSAAC4ZB6aYwbuZ2qWBHPbcjJ3P7V6QK2vZO9WRwIrhRSJ1GMF9HY_Jr4QQGGvlAQAFCSJCP5CvaK4MzJCY4k9_uKvIMGLdJYy2y0DaurFHbNtyO7vrE41wI3JuMswZIzuK_XA61fkmKOn4qitmi6vor45supKPUhOEipoMDoamhPUVOlNTeXxNoegA1oIfxrD76usdfUr7PTcTeIX2ALFwkuExm1Raq6Oqu70dndhsCTtgqQ78l0NBvnsv4tzN7BS1CKoM2ranfq4tj1KxaeU0C1GQCUcYoJAu0ogSwMF6eV8_XuEMWpC5IXLVM6j8rRTV_RcDo9ro7E_5sIkENjm7iQ-y0-UXk_Mc-80VWAD0DrKmDgdVOo2F1OoWIGtOCNyV3QkcX-nzocQsj95dmic1NZIK4dF4MI1qbWFxzpDHTpLcaV0ov-bF8UdiRQOzhwZajjkr6ONc3bdnGP-pbNbMEHF2mhIha5kZWNQcD2vcLJdjNnvHQ_H6UBDe2UejvcC8qvXyyKavp49srT55anNv8GC_0rT0gUme6_mH86zcNe06-u8GgRlfZ-dtjnLbYJB43NSSYeiOJoAI2xsiFQvfGm_yqZegWlGwZrl5W8UVQsV8BQOJ-lD7iXdTA4irQYgO93TYpcNLy-lADnVqoMtG_JcMckTUULiOIAGFZxPt9jJzqDhw9fE_kUYdfIIKJV6Zg1OYj3UfcOIdLvYmXkYCmVfWCDA2wLyWTqRecoD-TycDOIit2Tm2fzXhs9GJH5cvfjlUj2ZQlRLFjVhTvKWikkyGxIVQf3q6JAY0BepMLQ_XMXZyzZDidz21nVm6gYEbb6PImK6ebnecbQioLFMfmaOXeDqc3NXnBzyhEFdLlAysaQdhr0CBgY2tBuoo2l-aw47Seosv6wvzI8RsiLSN5N2XHD1JaGkMyyXmW-Gpcf_x-BxyeyyvSURFtR2bIu__bgMkC09dsFUiEGBEjJ0X7siMLHMwmjjduS_3tScCfnxTaKu3vZtX3H099E65Y-L0TV9OyOzjUoLhwwABL3Hoi0E_ShibaBl1dTPUwUQ3fG25nAUHtKG2IkANbU4HUmhTgvJo_sYkjmx9kdU5Fjoz6XW99hYmtM_dyasXoJ__DFi6El5fVhOXgcuIKDwVKZvNXov8ioPFHl3rI11up8tA9KoBS8Kydydcahdx4d90RYb9lXJk0HNPQdM2geMocOzxzfrFCuXqGIRojqrLrxqceJ1OVJX3_Iy6cTx10OEshzXRj29f7t0DoUs3TrxhA=="
            }
          },
          "id": "prt_0acc88009001vmSBNvcemMEdoY",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Reviewing interval update logic**",
          "time": {
            "start": 1789605216286,
            "end": 1789605226232
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab35603cec87d29b67bd1f689bace9"
            }
          },
          "id": "prt_0acc8801e001NmZrrGTNOhsXZM",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Planning solution template and output formatting**",
          "time": {
            "start": 1789605226233,
            "end": 1789605226302
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab35603cec87d29b67bd1f689bace9",
              "reasoningEncryptedContent": "gAAAAABqqzVqV7DQAhItshQjuaherUYdL8qKEUqAA0QlYWUrEAJ9HejSBfXeEQMGAYJ-tYwnm4TDV461WA1wVxtX3Se3fUaw5cbvD2GSwSTDslkaT1TNypwSdmkZ5Fc6GwiF-3PReT1iun9Jk9HNJdafvEZOt0826uvPZnpU2TjZGluW0tqPYxbQ-PE8I1o-UPIep9xhRXlRw8f51B2ycFtHIpvp9UY-T9NFh1-SRZIs_ELuZd9xpYi8YQXNHGYsqDonxkJevGkAUNhzzvpzieTzHkJc83O9caOCVfeJeONGhkE64K8QMdo1JJkmUIW0hmzzqmNIrMG8lqV3cO9KgAMYdCi7kswSI16sUtcrNbBjqzaHHYa9JmG8KmQmjT3d1bLOq44YoN0KqugT2ys9q-HCAo9DJ9Pk3-d3-8QCu3DWGR6kNveOAt179Y5mywoID63i7cI-LsWFSRgZWzG0xU2i4ybX5jFx7D5MWp-FKxqCdkf2nGtSIrGAQTugT9Jp26e0DEsuTiVFtRHtQk6JlyacSSWmbJ8ykeHokLW22DbPlIzDO6hIOD5PttCiDJdmTE3saryhC9KLAaeZP1ckbNP-RupnHsJzzeStMYTZiEyv_--cXpd5PZk1RO1F-NHjwdi1bprBC_MhMmd9kEOpHoQwoz5kDirPfQWqvyxhJJFJLDiiazVB4KSSaQYIrbfSsIrsxPrythlEu1TucZru5TcbGb6_dtCJ2l7k1hBMKS1cSoK_SC0HyIhWiDNbNJeS5ixlRFndSe2J235T4TkaSd-YgJh9KB1JLxZGYMKZI7cZ3PkxXao055XhmDUAHE8Plixc0Z3m7dy1d7iTiF5Pu2xCURpTHNT4rp_uzKtUIXkwbMm67L8IR7Zrwq66rsNU9nQu_4PjzSP6E8ohlOUrGkrRmDC-UWycwyG885Y_HhsSEIj8FW_nRoWTOe_8uLA7X_McZmlKoZ_nE0pauA9V-Np8NEBbnhCneHROt_sB0L_Lii_5DxFl7SiOdqJaU60ve-Xu2V9_fqDBkbe6f3Aq6TEnQELqrKWArqfqXfBbECiNne8Xfe8oThAUR87mxrffrh86TGbMSmKUSrAjSeLG4tcRHtO8Xmar0fZ8favh2-J5ex_2NnJ_YfmEJ8xmqUVHtEqeIbl7NXZMwvDamw1Ku5_Nsbv5sHYVo_6tPQ-JaQZ1yOZw1Ae8DRp8u6kxv46jrTIdQq_KCwC5KIWaVCEDpI6wif7cX7xEdhU8ENYkjs4f8gEaU1r9pjzBiLrfHBweTcAkY99jApMf1kfA6oJCu0YoGFYJoKkgiPvnv7EJbxJX4lRsE6nIpbXLrNT5IWDet28wTs9YLs7fYEeVTWTzn9pGceseJU7y0af3rpJP_sVxZAo5WinDPuIl0a1yxrOY0GTcK4wELVWa92ing5Rat8mhBIDxaB0xw5p_vNba7FXzWe00kPUXxgwJZTkKQEZSJZu4jM2R0GLx6BsR5GdpefzFtd3wU-yAK9NbDTzw0WK4M9uy8qGJ6XtxXdqdkgyH4bcL31EaQx-v8VntJ3I_wbB7kr_tTCdHUnubAdApsJG0yLP_Tiw8CSeLBtRXE_PGPzJ_FMVoG8Rqojj0HWKs5ja9c6-lajnfH6Qxyuk0WOWCKt-Pgg9pxveJntAhkwZr0e2uyqclxHLzqzQhWJlYC7zvmfZmWgm1aZWY4CNddIIThBt85VGkEZmPike5L35M99YlLTqQKCBAPdzkQgUToLO8wGSdNKEspIOgi2qcy-oBo6xXSetDq1aT2EdQr5V78hFXhfambIel7JjcVDAIhQaenuGylqBfONyzdi0NwnuRD9Go34SU6joT1FQFMrIckFJVcE96wwz_Orqg0qysSim_nWWCMtwmUIuM1n60IrzDyHlWxEzHk1euJQU8InGccqb7IgTHW7lsYbBlfk7cQ4M_xdtEJnIKBl4OpJDERdQj6Knj5eif2gvcTv-0Ic2DWl-qjwRoMNcQGtb5q3NrfJ9zEgGZHr5NgStJrSReYWsR3TscWqEKfWYxjXM9uHoipAa9Dzvxx8IE4EUwEB7gkF51mi9jnhOJtHpyGsqI12m5SabCO-Z6jWcUwWOyM0mF7rvsAb1nVXar3Pe5UsBT98q4Ps6eEt9V1yIO26s7PMPgsNyko_ck2MlRow6KniZVCl0Pkt-awyEhNBVpIrHq95BoMUPucFNPRkNW8xfU0SQ1yM9dxMw14ybJ4h1ocF9tEveQIx4-2lTJzFhCWuBVr9E4exqnfSWmKrQ6UukmQrYffHwUpw1uKxIyg17CK_Z0fndjAXpY9GUYCE6Sg6L7TU2lVFGH_kB3uGDd0uEQPLfpb35VxOl85sZNRo6-fV4yWXKqVh-yrr1dpLrt8p-LAKgnAT8wWsOZfPt2DOhB70tZijUa0wUl_3Su1AsvkZgLBaT5sDWeiS8cWusG15BweH3TGdq_ZmuB-T6KwAddL7Y40NTZ9ItFHLFwE0thWH0MNNGgbQkEw0FNotyGfTB1TAkzBP4iB-rVX_avlUh4RmoEN9yCy8Z-cBfVxZe6PGj47xiLJ2qoGH2AkPxfqGrufH3RvLBp2cHzMuIQ37mWql5UU6wAi4a6A2AZ4HId7u4rDn4ulPnFy8O2oUdipnxCiSwQ0dc1qomW8q6BW4kDotoJBJmlRA9Z8jZNF1Xp1bGmDQhVt0lv2K-QntgAr0GF-5OvMClOe5T10ziiKx8_CHdnIbjr8ELsKJBGRYlvX28QoLZsXMRbwOpJ3umD-sE941tklM0GRUy28G39qedwgovI2oUJ_FC3rPVRCJin9f03Kzf1ZX7xKMwEl71DwZmfvnvoDw75atKHUlPp-7P8P4681kD2Az1crhnalYtKory5RZygXnPOPt6L3rhsmmcLrQvzoqBbTmrRIAt6cUFovVnUGTB6mGeyxXdsjiNNAuj7hxCR_kPapCIlIN9nNr6WQAhoA-YhbxinMCrvW_DCKP9PVckcZHknHc4yaaUWsbiaK_k8zfxOInCLLH4FM-NgYvvxoE0noOAU8ejzYrh3u5X_iTeAlXc9HG_BncJvCTRCfKZjGVgY2hwAJX5ORhlOF_ZuxQF4KjZkPx1KD_xc9DYYgERETIo9X0xXzggNKvt6OpK_WZBCbFWKsKB-Q5ujUJne9gzt3S5VCzfmAXCh69AxZvZgT6PagiV8xtYUfoq1UHCO0lHdEoVQmB0EaeKeUeqovy2doDEfwmTwoCQjXc4Mc027k1Fakp80VAALjKxwL_ZLhgz9ak_KO94NfzYQGb9YAL7oF5cuTLM_ww2ZBy6zMVO1Itzpe82D5W7Rn_96KvmNmlQ5ad2cb5vazxBC26EULx_na1M_2go-afVU_PQhqw75TS9IJdydYgHgpJp353eQROWooXC_CNwkQTZj3yJpW6H8vqcaKl0oQXgkeEotlwFrfFi0Tq8TxsKk4vE1GkzBg7VitcJEbn-SzeMhEDFuKDlH6OYD0UQULZO2v7qpQLrKp70LFuM9LP0kUcZLkbjlbgZqnHN5nemy5MphXvVNY5EB2W51Wz6oQXXKSm3BcOTiYBnj8-B_nmLACSMyPcIAYwoILqDiVJNK8cqQLxmEC4EujwjsRznzMJj_iiI-ux1mlpgNVGtkKJFylVGrm67UPp6beKd2lDg8eLX2JDPxJZE_2XF0XHEZaowIxj5nDY7aW-CTHQREEEM91-_X0thXdI-q6Uu2hz5vC2Lx95WPnlJuKm9a5w=="
            }
          },
          "id": "prt_0acc8a6f9001CTAUycjnMXYXOb",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing tournament structure and insertion effects**",
          "time": {
            "start": 1789605226303,
            "end": 1789605233293
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab356a0e1c87d2805184f84fefc6f5"
            }
          },
          "id": "prt_0acc8a73f001SQ4GZnVeFI1gJU",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Detailing reverse deletion and skill tracking**",
          "time": {
            "start": 1789605233295,
            "end": 1789605235032
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab356a0e1c87d2805184f84fefc6f5"
            }
          },
          "id": "prt_0acc8c28f001HOOr48fvUC1XW3",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Determining insertion predecessor using run starts**",
          "time": {
            "start": 1789605235033,
            "end": 1789605235048
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab356a0e1c87d2805184f84fefc6f5",
              "reasoningEncryptedContent": "gAAAAABqqzVyrNuNA_7ulCy-bjXmKMsgQ6zv9bKffL1xLTvsWqqGzB3k_3bmIayucsEThFtMEwxc0P22YAcSSnuIfUkwDEYEOBA9_2nya6IXpKsukFxA1X60mGVCErlBMwDXhcYbqyn5BOnH7zNWos41g6NZAd_fgqhjwHvovAOD2y3UtsVBEqNjQF_u5niuNY-TQ7dnzqxqoMxaK3AQt2KrdNSiGP9GOcqW6vtyylsjWJ0c_xwvegdyvG2TiNeQxI0a-Mw4rlo5-L43FGo3wAhRQFkw4He0kOuZUk8-2CmZL7iVK8OMSC0j6EqlyXcEESN4L6tPJ1B7b1ulW3OrzjepS2mkQW-tft2Vp6GWSpjafAKQOZ6uBRTNB-GGTPUys_w2oAgalnAgUspodcJON0POA98KhEc5AKmceUmhxf47mCpR22q8oCNMTQxX1Pg13zeCoSmZicidET9iGDEMcnITX3rdOLSo3BItsJ2lDTNgPgxPp1wIoX5zscxSt8-h7i2oEs2gZq1do-JlIyAOlzYV7XtigDYeF0h9DcrnqiTcJ4NB5n1tGUVvRo8sL77ICBZF0pePbid090a1SoBRtE-AgrBfhkU-45Z1WeAoQdjswcyCbfalyjsYVNrkDFIwqfJ0rZ74xSR99eTePTtrVKWgLPe0_o_vKKxMDsgvT3kdfTBPus6ynXeDBKk_qT5GlI4nVdEQYZ0U8w4U6jNEHFwX2y_Z0D3qV1RDRJ-rvxqzXplthfYTIuQgg_ktA7_hG0-pDb0GLsVisIWcunZ5XmYuGr_pjPFIZ5ajpGq-jEvfzAJMUddn8YiVkzoXnhkfRHdhugmHROrMWH-nG2UE8q1Hauvm-QsfYhJK7GTbkJ7Fi-baJe3YncFxUpl8uy8IxFgSgEDBdMTWMAPqCftDup2qhWAfYFcT7HGEZEEOThgAAxspVYKfzPCc7rzD2MRn1VcyV_o0YT0QhZNfZxX_NKl3QpIYcihlHoi5lM_bVnge3BSEmoUGqXtgbKg_7xIit7YMz9HJQehl_v8M7GLh2S-kXfMa-DWX_O5KfaUAEtGEIYmWxdmDWoUDMQ0p1g1nFZqwospB6GC2TKaKB9v8wi7KCf-MbVoEqgGiFvDij3MDSh5afJxeOyERLsHDI7iFxomigVZgJ3l6yxSthGKFMcBbOkqYF6UXEtoyI4zXWqHfrGmXUpk_98BKfapqEtjxiMZmJjsChPxyRhznBnQRskvaiTmoRfZ71DBImKJJAu9U1IwjlkeVzNJ1hqD6aEIPUln6zSbPxQG53sy5PQL-jrtYBuSwIeKI1m3ioHNwREUtnGG3Om_qXSuyeKJSi3stS-ZpH_fiQFXjMBamzUXUIomGeg6EQ1gONpV06rL4S0pvncKPA6EtMl8j4ILQe11Sh4ncVwT-IVhZ0vfBK6xHZgnd4BfoGIeBUXbGAZZEMPON2vTw0LJjOrRojvUPQOa8yyEtUiXjybvBaur-2sHlerGpg5E4M4zIfwRFycDst4K2npPh3cmikKyWxR81V5BFQra1Pw8OKRfyY3i3t_DmqUot5GqS1LKi8-l2kS37X7i54PQ9Fzyv8syMk4v_I4A22Oqk7hDOO8O7AwInScp03AAz-Pq6zLBLWDUY3fnEWRpmRkKtdj1CFiCLOTmZ2JzBhX_HypcIfbyswd1QKtW9eN936KML5me5QcnS3091dJa8bmupJM2skXPj5WLftqsYe4LN94tHc4wiyIixLGVy45iX2SFW45_BGnC-XnTSrk4catq6fHmBqLRspbSgRAkqupY5fD7-pSHDHx-bNR1v4nrnOO7pVFxqyniDrZpon2iuaUAgvkLSjIrvExvX0id1i1gC7Ljy8sIS_vGd39vPZ9QmtJYtgNf5wZA5DArmSdmv99aWk1e6oZDcUNE6iak04144CGOLjrU-ZG4-BljxK1quL9KQQT84CsIXK1s8v_Og3fid_zcTeigJWghdrlGx3UPEjZE4UGOBZWO4MB4vrllw5rMcZL6XB53cElB66kbEaYYSLlm8uBRSfrg6-v37O5ZOgm4E29U-fZsOPYzsA36WraxXe8C5ZnVESjZAisVh1pFJU0U_RGEc-a4RjgeCNczB-myGG0xLXNjSfGw-7fjHRgn2ioWKNZb5w_Z9hgJ31b2-bMYIXEV33cY65y06EJcvKkpbeRpWlhJt3KmHGVIgaNszHcaTyznsduGT7qxFIvrQjCXNKYOyincRGQpbQePBdac56zoqd2yAJzSIS0fVRVQfLWFnx5WQGZutuXENKN_cfV94Qk3ZmmPMxN6dQAL4qs6QhQIW2fX87Xt_-m-O39RfZErVSiX3uamY0JmCjBWMj-dI877Z0MOZr7PKG-h6y7X23aH5CTYrnipOHvF0OXdtrWH4uUW8p3YgcvBBpJkDNQYEys2Fv7F4s_cIsRTPtFGl_a6qAKhf3DgRDVj32RUI0EDPjhJ2_C00Oc_ff5C7ZxE9REhJwr9hpJfm9LH8erH2dH0xwHcoDbqDF8xzM6-RHZ61Re_LbGYQvzHI2Due9D8R_F3VVOpupBTxzodBR2VDMdiORzVOK5cZpLqgfYTryFLlEEgYunzNUpK_DUW7vhrdYrqXYq_dSz8uyt-hpXWMOHx-HYv8hKtHzkVTYkAGgLU3W-BCM8X1nFkbfGZSbtFvUgGtdxysSQXrV6kwGxTwhvFlRurudbYfijOsDMMBDNYRPIRgJvVtGQwP6CvJshlYyJW_J8VPoubEw8gIZHXA2nH5hkaFXjCBuQFE8Dt-By1rCxWH-E1cn1WabBoziKqH4oain36If4Fk2kzOhTaZntzzE_Jj4cUh_UB4WKtDTr5nref81-jS3DUygj8MaZMaEbytODiZi1oLwBQ4zSZQlQ213akbRCtAtnwece3rg3u4VJDJ7VJe2_EPPuyAFu2uvw1QSTxf7mll2Fxwd4YZvsultIHK3GO_XmXsFNX40dKkbc7bLTfZH_UdR71192c7y5XoEsTs26uwzOIt_6nQeAElOzckIz9z8zet5pnf9gJrj9_7xHlHWJ567sjTbCMaF85evFGQlW_2MSJwnKUNvpzkRa4hUUzHINnI3ig5-Un96tP-aWrmiDrjTctEDXAyWED8gBXFfTnZFwovko9J4l1EeNdYkgmy5WWn037x75JBACyUqF5b_CvHQSAepfdkmhh1G44qVKXgzb2wlm4cie5-CXsqqBY_ytPcW6tOEONAaJRCCcs7EtiRI1TnqcsdM7pIXltftz1I78dleTx_U8CJUCgHtukEsrvd5Wfozrg8cKRDsosSmA3RmoiK8u0KS96reAC7du5hSIY6MzyFS4ZEn7GkXdh5v5eu5MsS6yWGed12xqlheiCZnk5LXZABAWg7YQn2CU92ROlBud5HypRYp3CcRSA98vKQwS-SzldGBEZuxB5A1dKjv52BBOQAZzKjAIPsMFUN1X7lHj_vsd0F1_D-FVuxeRO56s0TRQKP3MRsutQmHwBnEVjaEFhZKbdd4WSWsQxKgcdMTTNE1Mq9QvgQRsj4KTU6VRFSGEorn5WhVPRTI08SacGuS6UW-0rnOlrvKv_PVn7-m_47v0CcrSy0fW7fVsmgKABa1EI_3eHngIxMrVhFNRx0y08q38TzVzS5uq1vB9bEHc0dXLdLdM5106uJwxBy18z_tmF0KR4LrrcrZ3b6VQJn8pjQmyE36KhjcBhzuRC95_ibQAiurab0NiigS-_24e3bPp2Zfi0v2Wv1Edjkp-xxT_12K0_tn0eF4zJLr87ClGtUOgN-IKFFDjjrk2IDFpLJBTYUJ-oP9oMPhc1PYynUfWFmj6GZuGDclAE1kqRwHd03y_MqoHxJtZA3XtYEhPUilOXSXxuwxBRwDsOtF9GFoOb-YhyxqorTIW3jq3lB-xZB99onDoq0qExVGuM5mbHi15QugW_lg-yKFJoxBMSfajq3NVgtYTt_BW5OyzVSr6I2iqI1sXh38iL6Ie20PeYgU4mgvbB4MxXRu6__M74wnw3BKHQYk3ZIkEjcaYolK2l5hsBUovBl-HHxFNsL_5y754M1jgZatcGRxRPU446QdC95n4B93pCYuHG9UQMQKv0dP6TqNqvKiwwA-erdG4R1JpEJaWs6NRyTDQ-KLeJc5_vsht8RmZe_prB8drioFOm_wfye-0f_7FmWOwo2Ksc71VbyLCmu-zNLWqk8NR_x-tRjPCgfEzczNsd_vl9K1QhkCbsIeeVujRN3Yk6uqpYuni4-79agsIiWdz_SSv4hBEjm2TaBL4loUeOsOzZ-3_4rXnlFw0j9XQ-cEwJd6esfoQrfuSgFm9rXX4fe-4NWcudBd00="
            }
          },
          "id": "prt_0acc8c959001jBE2c1z8EK3eKB",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Summarizing run start update logic**",
          "time": {
            "start": 1789605235049,
            "end": 1789605241587
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3572f89087d281b709ce9cec7397"
            }
          },
          "id": "prt_0acc8c969001G6OMvPWRGMkFoV",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying run boundary update cases**",
          "time": {
            "start": 1789605241589,
            "end": 1789605244411
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3572f89087d281b709ce9cec7397"
            }
          },
          "id": "prt_0acc8e2f4001xoTFR0flmxyg01",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Validating champion dominance over run starts**",
          "time": {
            "start": 1789605244412,
            "end": 1789605244435
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3572f89087d281b709ce9cec7397",
              "reasoningEncryptedContent": "gAAAAABqqzV8415Eosn5MV98IJv_5_mIOCTxzyNj5ASCXXVUc4py3CcGvV-ihXTOjMu9oU5McvQ9l3QluONP_j6Vl_NYN7qh2XO4Go1JPjEnp7mcdZEK6kle2INjwAYjWYbDuAO8i-tPhj6Zl5vKBEFQpkcRphDebR708kh5OudjEmSMDM0VbBN1SxSpjPcXgs-1-PbWOfVRdxJmDKCCBK66TPBYtMqYC4RZktChmx6SBGMPwVHznK-Qj9m1UlHO7DHkvUntZHQA-PFcA3hMwfuHLftUb3ZHN-aj-s0L19U1KkwsrMCFbGUrRHk3Sdl1BmPoYtwb1N2daUPhnjjG-PspRqO3d7m8pSDrVv1u5262VmWDSJEhnbIJR_ab8ej9lwzoL8Tp4AnHauMFopPfQUp7xvVgUq3fIv3jp-puU84jR8fZmDxuvcc_5eHomibYc5ilSteCxl4jlmXveHb2LJSv7a8xro7MLTPBDonoIS-CRLFCUaZofY6KBVgAzw7LvXshFxrAaWWCeiHCZoZl4XNu9mo-XYbE2WvzH6CB1XLEAMHvi6wp21Qu3Sup9Px5u01ClNlWOXtb6qj9kluSfS5xdYwOh5QD8MwW-R3Xht8udOhmyua0oQJxGWlS-uJao6cq9vVmQpx_72clp1FwATTEO6bJUI_R_iVkYCvDiPMSA1AqEk52PIOupdO5Kl-cwf4UdoYrIv3YHdTVx2-w3kHzPydloFlsOMRJUGfCZs6w8uTjTcTzl8HVNaVsfYSotYIdADj8pgtmjIrkwlnY_rUNk64RnfNDkmqlV5_dKEh7ZLpv7pKNlWjT8_HTkWgBMvIxAZThZ73dUAhYK7_3QmIfAc-lLHUA0scp4ESrmf6YQ-dfm_lbDdguoyi8PsKlu1JeqFQG_nEohc9HU3WVNpR0W6PA2j8tj5Ak2Ly08VqigfmjlA176cMFUdP-rDvRLJG3FOZb1EgFmRmekcM-b_91riPYMJcO2IPB_Gixzv6CjRIzhYiCCEJlrNpxAgfAwllOJI7_o_g47hZ4O_1dvT19oWROM5psVR9lYZ9O1teOkYxBKUzB5F8YtZC9hhbOO9noiEI9KFTv5wqZx-MNsXtC8-F-XMll39aYITICTytj7AY-ijnRHipMxQ-zGzrtgXYaimww7cjhnM8TkcsAAhu3F-MDrUOEnTQGAXYk1BvPuNkchOVv1UDvz58Ubhj56Vf7L1N5ZaCme8zBpDXol0gO5RcLM7m0qq3BnE-5m_9HFI2enNf50WReXGEu0adZCrU1rHTaBtSKTdOJ7Mp994wOTZ7SghIS9vXa-nQZAIqlDAa05sPpeyWGbCgDaURcETVROKd5jXiRJLPTlztggZxOqWyZ7KwIa9LL4a36tzuhzOd8noys1JvWO1BuHMpD9H9kw8rOHxwTIFrA_a9aL9B_muKGoZPzPT7RAaGBERI3gpKEs4nL-okvAb8nlUVjBAn5gXwum_2RY4USYAkTlBthGHH-ZgmY6ZVl8wgRYugf0N3dOvuLuSsxh4GW-Y1NxYiRHYluqTMYvXekBV97_da7FeiMsgfUz6tnSVDSM9MX1dA1FWvtwOLfr5Yqe_dSJ86OcIY7HnDATZPgRyPr-w7Bq5OTpTLDkXpriarYb4yo8bXBnyXqYQCo565XCP2Qn9xaUio-z8FCv0-BQPpQ_Ed9KbzwqHJAiyPTUJ8USB_duvCwWOgmYKlwQd7NAmVxxZ4Wqj6NJCnhYa4TnjyZaXG1lI4X35o3mpS7c7t2JxEL4vj-dV-EOwOoNYHbyk8hO6HLIl4ldyjHxyWQYvZ2DzTtE56fpXD2qOM8FGjGbx4A8PQlxu6ca7FTYTN1sb7LWUNj3LlGq56A1kzpiba0kRiOYpu-XW69c-kTUPFZFAiKjr1c3G5KPKs3W9I-36FT46TD2jK5QabIfyVWfwgB5PSWmBhaYKyTddY743w8NhKSoxlWs8_f0HuKEgVxRwu-4lFYSoInk_ofj-qHI7hWTDZc5zIr9FKHBotM7EmCikqt4lFsrsZFAfY_r-fjIWA3TcrAY5ptyxlXMLhK9BOE7aK2VZSD09hk84znb557pfK4TBH2FNWi4gLMaRpFYRLqtxGGxC9_uGLNACbhVFj5oujLJoZd7b12WeVsMyFZGs_-GA1afdmkT6kqTkJmR5IzgVbtOaImLh6h5BBF-OuaPSyWd8JGA_dJ_fdR5M7Our-AADLv2uujl1SjkuQkYb1m7wXQi82ZNg8DCeIdPpUToDsIr0U6HeiFubYqVhUaXgyZ3wgNyR75JcQTTaKRGSFfvl8GUPCcwGUB_UUVi_mkEhNX3lUcdmxiltVq6238Rv400RKv2OW07gDflzImJ2fVLSgVpUwKa4ArMnnsnbz9RBX5dZ9c5WFmNstOjepiiyXTHN4olJKfOgFCMRunFNEbI7ujHelfxZhOOpGfXJ3shSGiQU4Tvy-HTt7_ZplV-uu_bMxyW_LB0DpL1aMZmxTLh9pBa9oIYbkGbU7ClMB7lyUteMtuvSXzFuqklxpQ8CGTWt9e9oMapC8CGGVY0bVfsFjOHvcuBFVSpi3Y6lSvB0T1oG9cNQbyw4Uy3ZE8sNwKBesoBOWSeORJn3P4ThXUwGclgV8M_fBMp79sKyU7kx3D6uEMNwLWkUvIBnuej2sxpZZx1Wop66L14NqOa5269UUxWvYzzc6s1xcDhmWSGOUTJpnyORwzjwklEoq84KHb9t55n6aODuLeJxBcEByIik1d96BtRzUL5G456ruvfjX6vE9nHi0TUKPUAHGLOGuN2Jc84yVhoa4bQMDPoROu1kwilEmkfwCf_iv32lDvzhnYztF_CmkfS6cjSkDtDYdAPNpE3iOQDMkWdICh-fWWcE0M9ACeJvJglo3Bj9QXviML8pYEoCUmehMTqZLwxv5JguYEs6wiTdJLm1AAsUK6RN91zZU0wY0GqOnzGzmV6AdkA_7EuXhQm_zqQiP4-fMVE7x-hBREkxjnXkE0fyz77VWT4Hd97mwIExJGNhykGQ9Ha76nB8XjtoGNSCu6aKYD89QbwpMEvVxa_iD1o21j8gpXGoN88lVPCIRtJoCm_BkIQIpR97cIVrGUx1k1E9FzZE5nz1yzTOfiwapZ6UVEU-JAg4AGU5LU01gA8-kWmbMH1sQ4OxFc0NEkry76pdEpuKubRUrPwBmXwqt9tgd5xTiLecUox1fe_JndK9X1PJG8sIw5Fyr-uCMEH-43dE1zt22ekD5kJYLPi-z-BMqN-F9aZ2wYAm_3btz87wJ22kcYcFNU-BShQXMA3OnMU1k31xV5S0HnGqgRvtMNVzKHSFeMKRsVhUBzmsDYO5FRc33ovnDRzco0nyRPpy3OnNuAJqJ6WMv80Y5sLVsbfVDFbKt-N7hYC05bEJyOdC2RMFR8ECJ8IIVrMiHRk_wrjl87H9J_Q2oBDUam2bAqf32FRQ8bPEBpBCE1T7YJBrUoNlzbejmLueRw5khGKRChQmXnucV3OVf69txLg9w8EHsMzzEyNkxTaWsCIzi3K6wQuYNeNrAwSAcCbqqoJ-l16PqM7bJrmeEo04PCtza_RdKomimpUAdFtxIydv3nQTyOTaigzZafPAjj5k8d_Syy01PDLG4vZx-hx1qUCIO56Wrf-O-GqWb66mcgtwykyzQ9HY02bWi9vw-EnIcGUzLLhtlbbh69PoEdHJhTmNJzk3iMqo9zmu_bjoMKdgyc7l5exE6XkMmyK8PrurYKySlu6MUyrjGXViMhQI0eZpygACiz0tQhBtz5YIbor7nCGzfz4DaSghzG1e_ZwySIXuwSyai1U74o_5h50qZPfoz8h7T0Fgr6VuN6evRM-bF-N6w2z8HJ-mV-aMno9SZM8jemeVfTgJ3ntR1RpNllIrEH_xYexI6XluqjxVVBrlDPNlL9vrCr59ZlKMTB9XOc5LemPO1BfRePaQx3Rapp8WssdmCfzxcnACsFL7zfr9mNjMfBPv1TgvvSnFDZsZMLJiBlX4U-8y_x5uFsHUNzsJEfbJwM4XLRnByAVRw7u69NrqC6XkYxKVa5MSnF_HkRGb8jp1ZWhs_IdhtU4JD42ubZ3l0y2azljDaYw2DzroS4PekK7_0okDaizowfXdKBJcE25hZPoueU-veqk8fwSvtf_tTdWTXK_p_0jCDJKLdtg7v24SzI35NBjNps-IKN8RIGLVN8iRa6QaYANX0DZZFYtc-wlgr5bwZIHcoeAPe1LDaar3DRP0ronMnxtwkZjKuHt4f8xgQu3n25LH-rnVyw5u3crWs11T19WbkB"
            }
          },
          "id": "prt_0acc8edfc001NjfjomWmcLjEon",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Formalizing run start invariant proof**",
          "time": {
            "start": 1789605244436,
            "end": 1789605251191
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab357c5bb887d2b683ff00a05073ca"
            }
          },
          "id": "prt_0acc8ee14001qnjHATMeio3jq6",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing insertion complexity and scanning behavior**",
          "time": {
            "start": 1789605251192,
            "end": 1789605253788
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab357c5bb887d2b683ff00a05073ca"
            }
          },
          "id": "prt_0acc90878001zKSYzmenh7s9qu",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Examining potential quadratic scanning scenarios**",
          "time": {
            "start": 1789605253789,
            "end": 1789605253792
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab357c5bb887d2b683ff00a05073ca",
              "reasoningEncryptedContent": "gAAAAABqqzWFLLM8i38zkaNagUchJdq51zwtJmeDJRYLHFDcZrzWmZE7Do-0-wKK5Qw2uNeARpaJUwySRnXCNmQfRm5HFi-knRxn-n0ZOOsNCTOq8lDrK1DpJTm1OTVwS_Tg9EHlp-gXpDsrnLfySnFBcKwOmnFie1tbVLqccBvxn9fGaX7yVZfhbWQSp6pQ13iKL2UodPBC4xu85aFsLPIL_aCyV3tShMKiAuQO1DtBiLdLwJQQpvTk9uRj7WJ2nn6OqXnNbVo0SlRm5VT5vDGjncSFU6EwT88iPUzvzULbBV1tiLt_ds64G7SM3C0SGOWQ99ZFY4eIEKj8uULxsYFy2yzBcXPgC2uDnxMVhPCG5uY347vvm7ny6nirPllhDbiFz5wZUkqSmyo9SFhwSN7LgkvljwAjCg_IT3AuKrkAm_FBhNtlKYXMqhcd4DJFSRu-Mpd5g5aJGziyJteq1J14qNOrf9mtAzbm10j-TnyExLls6kpt8uDSqcgxoeaabeBVCpYdVfWSk77_kTxh2VWBHbdqIvrG6HVrrzZX7KFWzML1oWatmKmuZhIQGTYRfgnnFT7J1gloyMUONO8IM7X4Fe8Q0EgavKb2Ku6jS186mMgYY9nNFhPxMDxjHu2yiv0UzmPrZA6lYxUcd893mv5-sicRahpe-BFOngT-CaWPNRNMA4HS5Jpl5-mdga33bGV-bPjUifKs7BVr3NQQnMvYKTLfyKY7D8lsL3eeHrUuMWci37yepbl1-DXwE9F1yadNnPf4PuSuwE3W3R48O6bsC-WkvrYteNU7hQqIFhtjGMefvgWsxJMYzlPf0jEcHUwoBaACXY2s4-IUh0qzo21piTCiuljcdKk-_hNCez_lXXnD7HCxGJ4Wfe5NdysspPfKBaBvBMR3-SkjEumjDTHnRBmrOemkqiVcrPhHqayXGKLpZ20c2dO0AyaWW-CSxgFiO9mJrBsUG5kXTUbUc_tn0vYtiGVXWNjmXKIUAINgiJWlK33a7pCEO3vRTPeDPfYJfIOO_9_XHWGWnv97a62QqIKNu2H1IyXB54Gqeu9KlXUqsf9x_ETR51oPR0zg8sm_ZM-2DPCa6YiJRaUmVYJJ4yDdFLgkIwfTZs2KpAwHOqg28O2uzcv6C_Fqe33HfhjUZiH2RoGacjp6mD-ruIbh2fkfWz4EoDTMpm9dfK-yuKxwMPqrj4Oza6cuVy3FwYz0uQ0NskToNiQn3coHDb8MoQXbQH_2PUhvXxb3Ti75sg5zvc4HpZgw7ctF6jPCSTWTXCDdrzFHHGOevscjUWEG5Xj5CwJoq04sq0IyJaPS3tpLOehu0Kts16CPyUJJ1uzu1koN4AhS-4v-ZKcPeGn7E-XXgjN4THkyjuNygVtWGG8Ko7zTkYkdvmQAbThr9QycbNnytA47T98UrSIvs0NTyU4pINEoFPBOw4jVMORVFnisvVorNyMUPKj5uKr7YoMe3MWO-_ii_KLIyTipbt5olKo5L9-maN1861sQmxP5ry14zJWo5c1qf_Zs_1tSrHFQ6V2YNc6_aBPgJeqFl3ZuloIlCX13C-2naHmSIecg5YmHGg7VWIdF6aplj2rE69tR5Q2OaDTvyRZ2b5ebzrhI9zwofRx2KnkrgXl1RxEzAr2c2PB7BxJNTJHx9XlcP0ts9gXTq3IFh0-StpVuKI6q7ci5r1UcwGtbFBhqiJxvmjO6o8Xfglyfx8HiqBvkNeH5zIpK5o_zlK9u0XlQ14eaZHhAXqbFt2yzVGqtYkSoPooZba1l86v7Qfq2l7k3J7YrDF7fmm0cE1CguWndQa1QZ4_agagoQZZKaI_tx5DvhZT932qS3ZYOa9PYapcAIgJQtMn-EM9cJte_EqJVKh0HehcAATvzVyPCXpMzumM2_UuKZQty4wHjQyjfz3m8dgimu9HN_e9K5nwdyLqgHc-Gg4X90ppJsXDOoRtD-CSoazIFrvfpzxJ4buWuzgRdHNKXSVy2EIQgg-yoAqFhSSKz6o1NHbBGx8DgK8P9NdEp4PvNas25CTlvjLFkeesFbwLj542ndgwM5TElxfk3YSVoRBLDt6bS7R3VDbmEBnbF4jPaLWh215Ne9IdylQKGMByiQUr9H3_6T-LjtRMu675xpBWP01kYIQvzvmyfSJGEgD_26qR8zAMnLWTIulZhD5UcrBiBripNgd4by3cp_mI9kckeV4gZlHIm5IHQDS62SsD0y8apmn7DJ7b_7Qx69MVF0lyDJQ6DQt0bTykFek1Vs94OgXhfif2Ym74YploTt7MVrCV2LCSW56SQY75wDfwBwtbLwG1whEhAf4uzqWBbcq9zfh-0Z2SsIx6xAqf5W2sUfQUCgNAQpQgoCa5AahxtuD-39yic0YYKS_Wsxxu5Ta7akJol_ZRXD3og7NJF7uQYw_3LCziMAn8Mszd5-0GHdpQZgLPR4BlZYb7ELwpjc-2FLL5KPdQ-jEEyuEB9AeDrPIy7HKx-_4Ma7gWwzpkB7av7Qx8IfDBhBKgAwJQ2IPiHz7z2nk__YsCNsbkE6Es8JKvfY3n-uZa_Ln8M8-e08IbhB-EPYXrl9FJu2lpqxbD50TFvo4EsPQxRrWa0x9b4TTISetj3dy-QebkGhAcVS__-xY2eJQDK3I1MUctv-FKNGLpp-G8zvRTyikItvcVKA-ZBU0jdTiJvH1omNYaOI8HJyUVkSeoNQV408xgouKLjSnFEeHu4qH3FHnS4s9TIfuMitr_Ryfrpx--AmN0cSObcpHukuNxG6SmpOzM4KeWRyl3whqTpXi2_95eEoOvDriy7kGjl4RUnLD01mXT3z7W_hmAXt-2P45mnGh9ah1g-YcuNDkoYCBFJs0PxSfD9ahcnnUdvr5yXSU5Vi8lO4POhe9zqGRP1xWb-yhJbvinkIGVxOvVM-m9n_6r7MnGYnLIKkLgGEgIDoSRiD4SEHgQKg0YGKMVGYQADxmyN3S80Banda5HfnaZFXjn0auxUpKfEeamycAP4hPyL9XTtKP1aG6DelSJHbJnGZoLNApVD5jEvYjXg7tG7lfQfkiZRM_m2lOIGVGbuIWFdP0HAy_w3WSD7b6fNxj5uy5iiYO4Qm87yltUZrKBXcoGp2qYvPsTjBD1CPStUpqWROqtnztJJZqT1uj0Mi8dyzmRPFCLrWZ4aIFVSb0BtwFM4OH2jCz3FCfCfPgrUUy_kvQL_qHmUAzN8PeQBPJeXP4h_MxbE2c08GUcI0AeZvQ7ZWvuIe3nCBto4Rx71fCyKzYh1Tmiu5VWeP4UrMOOPrxXQ6IzOsFF16ajOLBg2OmvSB4BlbRtwKZyLbiHz8cryr1ellzqvIstGx7FAhj6ftyuP9_imWvJKcU5CWBkG8gzO1pwAHtbPWUWwtvlgoo5hMAAhON9fHyhi-czCANeKSHqvTCZUoi65Ib4PF12gAFD-yxAhetRfYvTY4pXbzR1-cyDLP2FJ10Mfk7QmyM-pqQjCYBSRo4R6jKgyt0Js3-7U9-6pjgpwdrFUdpWxVl9DMq-UlQyrGr8B0A2SF7i_vUc8VMteuASS8AOvESGwi7D1rr1KKEAr9VWfqBhPeX0OU2dWhUn6F7rDbsi4h82H3WlshwaNgpUyvrVNbPsXcy0gkznWvaDno6p6kn3zIkUPEAOQ4slZdpQ6LoHYgoWhnc1J5jIb7Siu8SLK3H6dq6FMF3UjUqGK_3PvuS1An_qsZTdexO-gh5F9_6yTqnyswAQKtzRrn2MUYBG8ZlGLtWtOCnk0B8Z2BPrHwZCvvgIvrt0rFPq_uzRHkk7qjoSCKqKRjrsqde-ffPS21sVX3a8NV-j5aabarsAOK9zFEgx1JHW1WdfK3GvV0IeTKJk4kAh-ukgrgCRHIVZl9EH9ldS8vuvng-jGuRgXyPuTmm2sNgQFkA5cpNkgdl-Xn3OUz5I1KzDXBvQvpSLxxg70fHZ4Mz-9K0sbGcXuGTzFrzWLvFHE4xNA_dTFru2Ytnsnc1u77NX1sYUllGvl5AyGhWTqZ_AfZzTua8cjTUPBuy0UIubXJt2rOcm2EDiaXWmTV-EkN_W3pGOjXr5fDEvBnVkPorYkrmytO3XHyWJamv5eGna_U5MMfBmghCNUM3lcD_I0mzOmXeH3MCJSId-SADrqFvFsZsQBejESZmg6xynDZ-hz8YQQkjMdFrjdBWYXOVk0LcpxKKaEU1IqdWhAQWAQs45ftS93hY_w-pz-useZ66O-cNpXy8M0Nu3IeqWSLtWJ02_X5vIsK03Wbi0evbb0YGJNr90YmlpoQe5mtCwFsqsp0cZ0n_TQu_YkNc01A90fqInpEXF-EyDfFd3P1dRwjwA6Bm78gkzpTRpfieTgDnBYMO1wfsZTxWJikLbtg2MKZ2NErgirQ2F_SRoIAJsPWgVgtQUiTwBDEBM1FiCeSzPPBOO-c_gMrSavV-wA5JAvRNZ7p2w5Uq4LS0-vZz492jHSfpQd8x4="
            }
          },
          "id": "prt_0acc9129d001Pso3ZnfnMVilPH",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing algorithm complexity bounds**",
          "time": {
            "start": 1789605253793,
            "end": 1789605261047
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3585bbfc87d29ae10ef7e7204566"
            }
          },
          "id": "prt_0acc912a1001rANpH1BrGIOMBP",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Confirming O(n log n) complexity reasoning**",
          "time": {
            "start": 1789605261048,
            "end": 1789605263111
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3585bbfc87d29ae10ef7e7204566"
            }
          },
          "id": "prt_0acc92ef8001zn4ZYQ06AW5Gp0",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Simulating sample case for validation**",
          "time": {
            "start": 1789605263112,
            "end": 1789605263113
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3585bbfc87d29ae10ef7e7204566",
              "reasoningEncryptedContent": "gAAAAABqqzWPi9NudaLR5CaejSokkAtR1Gxf4xV_r2nFkqzq7uMW1AIwMFQZmcKIUEyUiFryNXQAXyBRmI7K0cc-1ocAtXZxtocFy4dGS8nICpoyuLtoGph25OCPGP7QsTVAKiaZzoSwPiHPWhJiUYYubLHspO7eqVMUShbYOsGfy2AbcuW6Mt9y6DK-aAA3RaabDq41RWoznLc5T3HL8u_EQskGtr0U8CbQFvINKm_VIDMWKTcn8HW6U36wra5vBYLCv1nJ32OXcCUP7v3YrVHlPZubto0jnFGtbC2cjL6S2rodDQijW7oVwjRFfN07BU1l5aH-Lhf-1hqr-JDhIyHG2Mw3rgm-cpt95gWOqyk94LlKZlK5W7vN5L7eRrhJeG3nNnDDBOuuTrFJCQ7K8hqe9fL0ysoq3CMMWa96RfkuSiRl1cGcMgO-x0oH_rIAxISsAN4AlFipmLTppKyETDaFqW46JnZumBrlTMwIQjPkyWeuoAv9UIKtxbyc213kHZR9FhXwEehMuWp0_trKQJ0qoVE6j1HtZrrDq-I3Sq1DJDZd2sd4D_9VkPMhWKw9b8KXo70COKR-YObvVULsii-y-cq_R1eGcel21tUSzl4mYfHXvqxedypyf0YZEZaoT7UPDoYlO2_Q9kaL6yt5s3e9lzkPiUjG2rtQpqcocV1eJLLDm6Eg52NV_K_AIW0DpayhF0pK6FMNvpqGU4PCCjqinsWzrkiMOi2xkIi9PMmAoIyHdWAvRbrzQfw5libfBVLhmi-9zeEUP5AjTq7tb3WVOwY3DLpSJ6uMYvTOt33z29hoeANp-tP4WSu1YmLmo13Kpp_Kh1nNOyU39oAChBNJZdIYZGtgaUu-Pxx2B5-zWJPNNaEKb9ibrYyVaO2bS3OSWRqJdWVkTxQ2IS7lSef6q2-17NF0uw-pEWPV-yDTedX11Qwqtpi1vlVNrp9NWU4jKju6YpotcFT_pNLFMnOhQEbJpu1ZlAAOTObjsBQUX4o96W7Ate7iO-so-5kXIwSymbSrnLc9q--dwB_SF4QydQHhij568DYPV7fbhkKl_CTgveovy2FF1GrbBCHonbddwyDbJvb4Xhy-pkseeeieO2lkPJIOeRGe4EXnhPML6NwZhcMyMHPwmlTk0OPfn1WRgbm1Nep9gSCB0DaOEfBuBGtUzC58Xhpxp6wPk7qBcURNGqZU3KuHWo0iO8le9xNJf3h6N53JvnjbGjRu70p7JWOAPCptdBd2l3AaFbgmMRznrkuD7WnqxGn20hd5mLO8LyX35vrCLaoO5naDwoiQQJ7MkTyvMZ5gK45YBG8DmutNBFJ26Jm9bcAcL-Ls2V6vmp5w_CZ7bFORuUHF2fuhgAVfdJtt10Bdg310zvAYOVQ-QVGAcNkXKP5TO1ci0ZWDoXmZXbZCnx1ZXdqPWoj_p6D-TXpxaDh3N4ltWyBSyiTQd3PKLg5KA3nJZf9Hhkm35zz-cdVb8AVWLyZ-99gv6sr7cKeRtrwG29yKQPhMeOeyTBCObwPkW_xtrGbmuCGFXlcs7E2899mgETEFBHLZCztJZNwKWb7auod2F94OKer6gh9GetV2dE2owQ_GMLQNs7ECqaC4Hq30I9wTEnuvPxdofiyOuQlHRWuzSfg4poEJtt_WbQ3njSzLOdEQuoRQbh6BHqiVeAdZ-IGRpU2fNPqciMqysyWAAeEqvtJMrjQeo_7Y4TirbhUqV62iwrkHfqWz7fWKc_Ft7Ls5ANG-7P_xRUlod0YmFCYUHPZvP5bw3ALWiU_M6w7oJEtw2COfxRh92-YSbyAx0ZCKjUipXDmc4nbUQt0PLJFhTev--sjQnXPYKQXq4YhCpF4PxeqVncv6rQRmZHlm1a6-oaTy8SZCWDJ7ouwJd39RSe_EdhVRS-WvdAkxc89L7uHMPQjWfZqO2BWZqNKjmUMy35oPFwn26bVkHOjZd2R24ecpeM8hXck8iVm4mEpROT64zmt0WX7_ND63LVZNUe1aqazS4y8CIuCdtX69h2aNgxrWqwWITKUptRmsTJU9uFxpN1VJhoCBo-1yj222y2vXXjhQNpq4NgAURQnGjztYaei-SpPwXP8TRyA1bheh41yN81PX8no5X7_kfIeEf7FkekBdBwmKTRmPfc_NLP4BReiFQG2ZmnyMf2dRCZymRUQbN8WhMspzMCI01qpKlmxjvBH8e8r5NdCwUrSj27xz1kVIEcMtb4kz_YizuJZYyMRQETL8QHm_Mr8LXWX_NQgRHhifyUYog66n0wFhrwL6htQztG9V1zctmTv3rq4eHvjI6ZDxGw6kwcSXautjkA3KVUTKLQESJgtL3SsP9k4IFHqHbnEmf8xcgAm698vQsPHZdanYb4p-tNd_0GIYne_YPzODimqhUqiz4-04qzM0ZeirsDiyDsnzsp99SK8-nAOySzIWINh_OL1tgtb6Vk0kTIqjdocAmbWRv9aCOOyPwTNdBFZdAx1_6KekkXzSYyFD-HIJEnEE5jbS2jX3OmjbAVCyEJbEi_LnSIGDu6vxPoEvqyofvJ8j3OROkQiDs3EYh8TvmNJ1h6Wk3xisWeXo79bbjXDazXSJEfHGB67d7DNlpGNZvlwbsrW4s-JWHMANSB0OtTBmHgyqZeML6YFo0vXpJ5SlvAxXBvzmbGBShv-hA3ni591LyeFqPiR9mwU46iTNdrHKJm3avQsmg3j2fWcGMmLtGQDBPXzD5TVMSGTvvc7OvUmygQVsEPNcOWe6yMelMuJ07IwWVGQGTkcT8dtJptm1WDcXqL71pggt7zWgS22EyOUMwAp9Qov7oeNBNZ0VA9VXIAYHBsVfGG2w78qeyEfPRc5EJjpvaKSByXkRSl6SxfTNTWyIYskQd-DjqCSTUqCTrALvTStA7z_fE9oez8OzNA7CODV2UAbt4TUpAUqONb-gsKskAeM_WbJNneZr0SEaP1S1GFqwbL7Off60IUfdGb4ZfqqPcLte3Me5_HscAgh-IYFSG_LmovRH9LYqalN_bYos-PutkVWsv4TorH7jYd2r_OPlm3bN-p8IW0NayKQOWx9RudfzJfLHcdsSb2ymH-qIZG1sA73KK3cKzPLP5leVlXu8vA-BJKY_rQssZxgsKwPBtO2dwtWmw4Xpl3Owe6MJZybfM79vC24yvpLEaQHIHPzVskSv-TW_QVsu1ieG8IOXMbsE7gyZEhBULAtmFxOiSptWpo3II5oeR3Bw2-odvzEAdbAhXdfIr_OtHBKZMXmSUG0tkxlG2Fi_rIbK3SWPgOPMvDx4e5Iyg87eSCvNbCuvR5tD2qH-TRfgVVqGSiapafwz8nm1Yjcuqiy57Bolo4mDCA9VG0UMAInl9AorHt_8BJsx9QuPC54RGV7i7USfshNCofsZV75BQosS-14QB6yyJwawAuDgOCfqPkJrDlSGs0DUPxhGzkWT5ubAUg2caEYnYY0SvjO3wN1p7z9nZnURpiVTdL34vhrCIeOb7Te8mQ0x4KY4LB8QXAFYvZOHX0c5wyiXpD_JHETc-69nQfy4uqJuBZBhq9lXTIKSewLf2ty9ac-arCBUtZxIzqbXsjSQZk8ECS5ScYwvwrcvqrF7hNbCpCSKPSotTHuuvF9ciql4hGT6OeQZt1Q6NBD3CldTA8RGIOocpPmdEx8QYdnKUnJsTmUSQns19JMbu86cJXKTecIM_LcPiGNkWyUkGAd8aN7oWrpc7fc2FGFWrHdq8aB7SNT_fTGr8oKwE6EvDIJAXls4gnfSz8h9VksAng3MyhKO9RWq9t_OpSCy9PE0sqQwC5ttMsEueh9ZRGiypEvNAbGkCAkg0wbvzbWbQHAzBOau3idhv4vvMZ6MDO3kLj5YJNExSmUy6iSc0bmPCq--OBKhnJKHN60rLX5oM6k3hB6VaVWqs__EF5X8LrulZuQI_zXsDTr0y5sog5s3TMta7hbYOV_S-rw0NrMiHM5zhxXxj3R2YWo6HQCQ1XgxMsogt9CYmeueY6aHwJvg0sNnLGimu5hnCSlJChKX8pAJ2on9D7S42IO8JZ6bzvj9ka3ucxmSCOrV9HP8anKdlCxmgNMkptW67LMykOs="
            }
          },
          "id": "prt_0acc93708001leMGnqTnXz1sKt",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Verifying position-value mappings after removals**",
          "time": {
            "start": 1789605263113,
            "end": 1789605272313
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab358f026087d29ca11c0c99a6d126"
            }
          },
          "id": "prt_0acc93709001mPbhY6pxdXfFEM",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Confirming expected output sequence after removals**",
          "time": {
            "start": 1789605272317,
            "end": 1789605272389
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab358f026087d29ca11c0c99a6d126",
              "reasoningEncryptedContent": "gAAAAABqqzWYZ8lDyF12dbRXzEmYhTzXyKWqfK85lWMF-UAEGm6o5W1b5WaOj0OuHDJVPJBqI4kc38NPUpJmD5XW-Hz0U4rYlx98cFSfaxQJfI8V40Pd-UodAZLOHB2uZoPzrPpTIInCs79Fkch5w_9HKABRk6LkJ-SFdCWlNluuzGmwZ2kVzWpncMrPzq7u4XsSODq4o2MIxa6Jp9XAkPP5KphGmnZCJqohHLK8EYAfcfFQaYtqi9BIX-aPKlYhK-Fb2NQwdU4PN534zdSGL_hplVyYorIdlOsJHhZUodnbEm1GfQDPnW1iHyGVvT8YyQY4K4vrh3qi7Wz8Gc75ediJEQ9onvsvN2pF9a6L88s6N5-0V-kxAINf0YfPLiDuAfu1ylSUf6yTRb6SbLePEU0MQFjDNaSvt_KPMd8cecoz5OqRIeakNeLuIyqlaOlT4UR8y_q61s7g27a-I8YVtih0TBXMWvb-4NzcX7_6MCHvbwIV8bEC-ixHvpqKc1T2uayRbVveXCeC7i3Db3A2iq03k0pQFvI6P-niRGoVoOEbFsIo4CRw_PXy09h-EYOF5cDvAC9Io1p2Uq-Ek2W8BgGLlJS1h5ku-t5o2-WvU1x8pxD_PL7QZHnHEy5taYscS-3jrrnPa54UcrLlMLpRbXbGAIiD5x5UsZJj4T2wxffX9xLnsOl1fm7Ik-YtRim9UofOBPbSesiH0nn-Wqn6wiwl2Hyruy1G18fGnyTmWmkebqWzAknOZqpwiwQqh7F71scS1AuVJ4cRssRXbNMcKhpVfeQ1bi6eJFFpkFzirgtohUAH3X6vUXUACfloSxqq2l-r5YO4Cuo5HVzJvpJf850kIrxTuib91jPM20uNxtszMPXT23hvs5Zh8gl3N74yQLGd5tJLbHtCtgIP0ED6ljnqw6lDHt7hcX5N3finWIljP8TsMom_9Rcdv3qdFsaeM-4ZUgs0n951j57aTLcJ7yHtYABopItL2bZe28DiUzxuz5Euk20znZYierqMSTSw0dNO1y06cDxqBbxnHC58vRxNxnOSJ6SXvd_2PcUtLXOu7N_OQTYm02ECmgcOCMGVY1JH3ldBX95pYsD3zftOQmmBDHsV8TRQySbpvkxPOYQe5jsgIJ6tTrYLavu5N51zqbCoF5plI45ppdMLs11QHd0XB-dNzLI-AbEeI-XZMSTbKrqKY_S8NSLzO-99MuxU7Vd1SaoGRpxLZIq0pddvfna8mli6yhtyWfwTTz_bRQJp4EM0HCTwglrKOImjc5ZRqhexR5OnNcT-rSWmItDeHQhXk3xPePmafCm9vkeYTYlxcwJ9_i6ErXTt5YfZN4Szhl7apgyYe-VRppDP_ke3jnm0XWuJtkJ7VL254noCVdvZ6SLmgsak9ol2zZa2h8MFnm7lJBWXPLNDsv6BpXMQOVz-0PbvEh3e5Zm_iH1kcvpl1_s7Xq4GxaSiwCF_Z6QrbJbsB076WOwb0cCjD_YgIemVtTT0MPyDg1SKZgdfSWJc18y0zMetSfmqdIzy9QanT2ZAqntRdhak9V3yOdkJb2VLlouyElao4AaAE_YFiyh1SAykLaMBGryZ9F2PO-hRr4Eo_KMRR4nHlb93u0zIg28CH-BcgXh0Jli4O1Q4pcOSH3JKQkwBFbiUzNtFNLj52Itw2PohBuRWBwBjNtw3xsImP9OXYc813kAEc1Pw5nqcYpafhHFZqUmiK63TPeRaZiOAA-xa_0MRkYPx7oH_JU4Cx-NV5_FUB4Jo6fTLy13k32XnsBUiNgdxjewdcU38hGuj-wU91uVdV6Vbd0zxbZ2lRtghVoS69-e7d0x0iyUScr5fUYuoBmDfkFityBCQoy9DjcQ4N0eIr3K1LcCiQrg9_OhEXhC_vE6aYScOdOqTUwbJT6OTuQ65MllUhJoPfStaEh7Zzub-i_hdc5S3LlNoRCVMA-zSDj3HTdj9eR0R8MovBRRAzfQy4UWknFiW6WgBt85NPMyNucD3d-wWSvtUGUvv10G5yehHPgptZdRHQ2YQDaFdjL6FiDV1B9N6AxVnj3O1OcKL7nWwnsiAUa_6fTBbEBmWsD6EEsoAIDvvoBOsmQmW2LRQrlySi6bB4bYjLY4lEJZLzo6gSB9S0BaQifgjiudR_HmyR5hP509Felx-rWHabSh1-JjE6I4iIPTvUbuRXPm_iePzni9Rf4GXdJLcUEnFiSRNSHvw99O3mPTjOb6kzuhDPgBFswAiDXO60FHkgdn_2BRlbW5jlyX1jGLOiwXfE7plKrlZlD12N6hs2L7SIPAeeOdTUS2IAKnF-F6t738d4FRfJOSHCRXtSWVISQsSavrM4qe8KvZUUhe6RiuGfRs-WAoID2eNGAdtt2y7QMAUDwpqZ0NNzq-HygBWMXxSOsGLOBDM4NaZxGTCDVwqyC7h4UjsAScka76iD5GWpPSD3PaMMin5x9Xvga2wd79Nebt2G6eNYlIKuCa8WxzRwhEmsJaNm4h19zdUkDT8PWwcUVxkreP9hzKK6KQfGRKTl3WIsKk7GKGdQPA9jEA5yfnwMi9_bV0x99yDt9h0KRvRWTvV2igcDSBt0o3GH6b7u71KLybqXey9Ozi57PG8oT-u_yJvEj5SYTDsa3G4nN5v1SIT5S-b9NiVlNrJmXXAIFA9PZ-r3Geyr0IoFuj_W9hh5EmZWqjVbLCA7cg9p53SZhQy9oMIg0_OyR95GYE9L-5d7k8hf8UsHhj8V-QcDISvUfG_IzSUEUTq4EWhGWcpRyOLyZv3wNQKfGpfobB-1cQ3eg4Licz_M_NuSqqLwCq9FT_cb-g3Cr3EaRiagV57euUUvCVxTvEMRiraNXDSbjsOPD4PJWj6--4OU_TbPfQB7lCVa8F2rav_mcyD5Qv1mHqjr4jWIJSKufn-bgP7WPVdEKI-h38jLG-3ZVGXlwQgoJdHrX2iq6gySpXGkCjtX9Ko0V8D0gQKdhmIUdfVfpHSjP_zh64qC8mqK57NvIhCEQEIc_6tjGs2GwD22rSdSssoX0peIh8y-FMosG2azNpyMS2kD3h5cJAt8Y-nKoognzk9PvhHG9d0KXJp-E4X2HfNsTpMdjeVI3ZrmBoOFA=="
            }
          },
          "id": "prt_0acc95afd001bWPoeZLF78gbRO",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Planning editorial and solution structure**",
          "time": {
            "start": 1789605272391,
            "end": 1789605279894
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3598367487d28e9d942e0dd1ec22"
            }
          },
          "id": "prt_0acc95b47001ZDfTNzxfpdrrw7",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Assessing code verification options**",
          "time": {
            "start": 1789605279900,
            "end": 1789605281639
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3598367487d28e9d942e0dd1ec22"
            }
          },
          "id": "prt_0acc9789c001at21xOqqkYq39I",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying workspace file operations restrictions**",
          "time": {
            "start": 1789605281643,
            "end": 1789605281646
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0cd7611f4b5efc66016aab3598367487d28e9d942e0dd1ec22",
              "reasoningEncryptedContent": "gAAAAABqqzWhgGmzxHaW_lvnd8kH2AtBkNXo1DKETgUs5AEEbHVLICyJSI_r2M4LS7Hj41XGx25DuQIXTNXjsfMk-5x_l3G0YnPVxHRJWRTxm_TklB5Hvy9lMlfGYbCuDaIvXkJZ5qdlW8uvweVNPBpt2q7_nYEBGVroK9rJDB4tkQT-vaNGLog0mbjFteH_yL468OniWDBRpcHhZWCNF-TnMoMbEgROZGrm2rVpQehpb_GFgTQ7Jvx5vvQuDQG2hJV4CGl3NwvlVFzXRFDP0PNXqPo6wWSxiZYUVlgUm3_a2nHVyTbgcxiF4GD3kSqEgtTFHdds75Bg_b0zmNUxsrIWcH5m9mAz8UjvCBLZthpvGFQWSt5ijARCme5aM_X0zfH-qEqmHvJW4hbTy_lI8Etry-4_qc6_C_K_JZr3aIBzwgfPuw4ZOWgniCefthjii6esba9G-aAYajMeQkfgSm9-AsUXn-3A3Aiq5pSJRUKsoA3IfpONMSz-hsOLG80Y_BewT-k9DNn-NE3dFyJ1pUBMKsmdwpSvD-aZvEOq3lqmcRiRFO44tiCoy77yCU8HhLh0au3gL-C7WBi1AtGL87n7RfoV6m3UgvMUEc0XBBLJ4r8A9tLYrzQ65pfE8Gl1XG3M6wq7bZtCxTkcWsUqOpvmKopWsVuQSsCRINHPJIa2KIYhMhy07rjQkpOAEJzaOt65bB5_VuVF1x14tZ9G5jJSoIlp0ble9PA0laU785tdsdq8Xu5Amv4EeUQaagFOYqrLfPZpjTyRXa5hTgA8ajBWZIswwdJJf7zDft2E7ho6ZZD6pgMBKgHOtkKCUFWnwwNlJYcndeAvGdJBn9lbuAQP5FpdGtqw54bSElY9hcOBgcEOs1j8TKYMqHWXnWvBu5bj5f96Bsszrt0itKRexbzE4D2F7GkGRRLcWmsQhm1pHxIAo_1Nkb5r5u51HcKNHyNS-aqtpyq1tF50eZj0Iw4KeDGsttJmNIAJRcVJdXi-hKb1DDifAdGtIDboBfEVtOe9J-n_k5UOuwCclQpPrNJb38NWpg8nkQYt4KeRUi1UcAPCt_Cc3Imd3sIO7V35y-rCWjKc5sDygnCVpfonkW7xsbAxxAibvJGI5SrQ-dTiKSjU69M-gOz3TYNpAm98kc6aYlS85Tay6rtq7RgTkVjtZu-jD5FrNyV5P2shHUlERaMRBHGoug2qS93b-Y4rE1eGO35bwh1cV7U1s1IFwEUrwFx8a9YX88T5jKyEuNT4-cXOavp8vYJvblbwIrWDGBrgl0CW8PkDaH9GAFPcU4BP03qQV0QloLJ7z3L60V0kW87q8jYZ6iAUyoELKPYcmBUTJbBlmmdZblDJKuD5F6oR31b8qfWtGHvgKM8GXgJ6hGVswJ803Go-5AJv3l2v3P5zMr4LOZcbkrGS3MnWlXxgDlvC55omzuldTnqZ220GIw2DbJDOU6F6o7tTFM1Id4ueJkwFgX2q_6EkYsD6ZedfzM11SnJ2enObK7nwmgjiORbOzeHPzsqp7CrA5KRio1envzMuxIJQPyu459Eg87NF3j5R65-Zt1WIqb4_XqguCb_RfmvEfHMQn8rYDPZWXjc7wl5UQOll3OkPhYIArlaSgihpW8wRbcmnDAWbCxbIHYaBLgMzYUZb_Jf1whV-QpzpU68miyPTkVz3kr5CQfUYOVFinxVaaPGGvEpDir1cp8EWo2hdmH5B_oloQOG6fRf54bCeIEJwRrzm1yBCuMAfOhtNTH1SvmVJAK7QlbE3xy-ujuC3XfoYy2JLvLIyHLSJv82n-bZXZNjQC1NS80o4I_bE1me-RFUhSZmzaL-mU0pQyO-POZdlPOtGAWI8terNnQnUKoJsLS2RVIs7B8v3lQ8Bx0J6r13s0ApwWSnNoNazhpuvsFSB8vHD6wCnQEYIh_NXqXouUOmJwX5lfO7A675YDiELVuK-AbsDZSbIOBzmjsbdUvm-SMC0vHph_iMbulPU_E0i8P7uLrLRPRfysiZsjOFKstcPPjo0Udu6ApKl3J4mMydsAGljTU8u1Y6kR94xTbvJQd6ASTTi12YatrNIvD9mBgH5dPnUmCGYS0nswTgExhc6q6UbAQUWS6jj2XatmFsGqT_z9U5_ArRLHmn-1WXGRTsJKXsxM5x0Yy_cfUjkftjBUuZLt6hI0Pb_CjqMjZoO7ZH6_-3WA7Ggjj2Qv_N5baNrQ3Blpk6f5FzS7hmXKd8Q89qFwyM6wUIWcvrtEoCo1cvJDrNY6LsICGbopzwCr2qlHo6XAPG-rpil52erXoblPNPoBIyl2cPYjPEfqXFnelJ-hbF2W7zZnf3OtenS1cgvjYZ2lMWJorAIy39J9JeLLRGb_lg2-etWNecr9kFkckhArZDLhcN8Fc8Juiolyx0w-P7b7-XrVwC8JpcH1XPGkEQqhkHneYpMxVUpiqGLqgdZ9Be8afIuVQQw-BKFqFcu539uTyCMYaNO2_0HQ5YFxwg93UkKdBVM6JkQ1zytGnOVuMUZgn_-Uxjpcx09xcMBPeYOUkmIwnRAyMWUd3w-raxqbmluklsXna98C3uBAq_sUDEulQ9gByd-KlB55hSV0-jtfQizwEEesg-4Ku_b8jCc6uUevOegPAi4uzi9snx_IA7d3IVMt41OOMr9TUSPtYriSpsjdHQrOQ5g_EaqVDahY6mJdhq77U05WmLqq1jCJk2HLGVorLL6IbYEiDPmq9cEZjBrq6KSRSsj9CwgKIBqHI5tUtCfxkkaodorxQjhb-dl9AzVYgHUUISAmr4UmnuWd8ECU_SmdZ9fXlhb8eVS1poQNbSGLYa894HgK6sjUbplFbZubp80UMWPI2WMUpMfTgkqvOuy4rGmLHN_3xSaqEATX9d3yFMaJSb7oFEvNZMDPFKtwli4FcVICXkDq7KofuQ2QIx3oF_fbcaBlloWiWjBwnRkWxfsp1aaUIy4A-XFFfrTrKTMKFi4OmcUck_78FewaOFHib-mjaPhF5XknPxOG7c6QyXPGF13ShZaNadvQp4g6RlnFSPWQn5_0GdZ9X3PmRxJsE2Y3ZsiVsJTHzYgY-H6fawSsZ1U4PLqNSV8nd6KEMkLVEyPzN7-T4f-AN2I5HfXUepdVl5b6JShtFQiyJ8l0bx552IpbYnU27Yh50yLs8qa4el-scNEaiZwj0NUHOp5ZdeLzXHb2fkk3y7Tyr49uaYgbN0-vq1wNUyDQzftyrvd1Ry81dkmM2v-hA0YKm0UvjHXd6SeQAil81IcpjQEqE_9ynX5Nv5DUnnTZ9iKP-UYUnqTBvs30WGuodzZA-lcNqjYMTUTYhe4BxQkv9gQ14ZQhcV2FYByqWGVbfgofLXN-DqbVLtryF32nlxBiM3CSvvbgXbBXyJDQGAxjjpz7t3MY31i020At8UAxNHOpgIYJwssncSfHFen8FrnMxwTfDOilCMshz4BpqeBg5wbpdrAaWjWSnLoLNHsM8Qp6ti2EeDP4drc69XO8ySJqU4x3xavcmIgG31OdqniG1Z4Va6afM5RdGURxBaKaam8sNU-iQf1GlwmS5H8IVYv6hBc11nwlkXfLqNjRZNsS0yIUV5tq8Hd0GqTkgTpt4Z4hJ948-r9Xup3zRuc8Fc0fHfcdb8jR1TvpUqzxMYgwiIfyPyaaXeyEIsX5QKLzGvsKcbCdpDwnoJTND6VbDR1pXJ3BswmW8BwQRD9_jkS-W5c3JcEPVyh3QQVQF6t97oiN3M3g6Dsbqs6rMQiET_5nB7g9L7q0gmyP1qo135KDEzl8nSRiBkudAWGOdge-C0yj1chQRkhr36IX0Rn-24qHlB8v1-FgQHByJZLog_CeABf6MPaz94FdNEW8AOpGByIyqLJIK3-EiayrjOU1pnEMT_7DQpCgakvYAKt0u5ICIODZUT3pjHqBj0c9maczUxsu42mrFT4TvwljM4drUE7YJmKNmrIj9kxe6-5yqgq92dfdjy-VImy8X5YiUgjJpK96xIRZ15NT0qDt-X_xuXW6_lSB5i6DAGHsgWQqyDnbX4T5aYg2S04sAMOSNajt_6k3oqgjzwrUwsbFMgqMwCuw9nv-98JGpOtPhDQUAe8vHqkxqWvwAEG0xqITqDID1o5HNHkigML6ic0tpSxjUsADhknFvXrTDl4YBApmlRM97JtbZ1LZh758WPEunw1ImpGgWq6nlE34r8KSfifB1ooWqDcTzPKXKzrtVthf96vSr6evoabcklXD-PPAVMJu12eAMJwhG722bHkUEfp_1j53CZ2hgEKKZtcRzC_d9sLbZlFMWAwlgh5PvBPhKd3ZaDsHdKDqDdQQSZbaf4iC03SXUIoeGdl1FQe7tviOZd1PcWAcYi_QkBnLTGJwLWGOyfdruZWidZXIiAP_B19TL_nCcm3XbJD-XzzJqJT9DJawKJ0ywYCzPFG"
            }
          },
          "id": "prt_0acc97f6b001ZRU7vI9686IIE7",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "text",
          "text": "The reverse-insertion invariant is sound: run starts encode exactly the forfeits, and a Fenwick tree supplies the accumulated skill needed at each boundary. Equality is a win, so the comparisons must stay strict in the right places; the implementation is linearithmic with only one failed boundary check per insertion.",
          "time": {
            "start": 1789605281652,
            "end": 1789605282689
          },
          "metadata": {
            "openai": {
              "itemId": "msg_0cd7611f4b5efc66016aab35a193e887d291fc041af1714d4a",
              "phase": "commentary"
            }
          },
          "id": "prt_0acc97f74001ckc61u6Feqew0Y",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "type": "tool",
          "tool": "todowrite",
          "callID": "call_1iCvrOSYdL1lkKRJNRgtz72N",
          "state": {
            "status": "completed",
            "input": {
              "todos": [
                {
                  "content": "Validate the reverse-insertion invariant and edge cases for the supplied statement",
                  "status": "completed",
                  "priority": "high"
                },
                {
                  "content": "Draft five progressive hints and a self-contained editorial",
                  "status": "in_progress",
                  "priority": "high"
                },
                {
                  "content": "Write and mentally/test the required C++26 solution",
                  "status": "pending",
                  "priority": "high"
                },
                {
                  "content": "Return the exact structured JSON output",
                  "status": "pending",
                  "priority": "medium"
                }
              ]
            },
            "output": "[\n  {\n    \"content\": \"Validate the reverse-insertion invariant and edge cases for the supplied statement\",\n    \"status\": \"completed\",\n    \"priority\": \"high\"\n  },\n  {\n    \"content\": \"Draft five progressive hints and a self-contained editorial\",\n    \"status\": \"in_progress\",\n    \"priority\": \"high\"\n  },\n  {\n    \"content\": \"Write and mentally/test the required C++26 solution\",\n    \"status\": \"pending\",\n    \"priority\": \"high\"\n  },\n  {\n    \"content\": \"Return the exact structured JSON output\",\n    \"status\": \"pending\",\n    \"priority\": \"medium\"\n  }\n]",
            "metadata": {
              "todos": [
                {
                  "content": "Validate the reverse-insertion invariant and edge cases for the supplied statement",
                  "status": "completed",
                  "priority": "high"
                },
                {
                  "content": "Draft five progressive hints and a self-contained editorial",
                  "status": "in_progress",
                  "priority": "high"
                },
                {
                  "content": "Write and mentally/test the required C++26 solution",
                  "status": "pending",
                  "priority": "high"
                },
                {
                  "content": "Return the exact structured JSON output",
                  "status": "pending",
                  "priority": "medium"
                }
              ],
              "truncated": false
            },
            "title": "3 todos",
            "time": {
              "start": 1789605284443,
              "end": 1789605284447
            }
          },
          "metadata": {
            "openai": {
              "itemId": "fc_0cd7611f4b5efc66016aab35a2a56087d28d8544c8291d5f9b"
            }
          },
          "id": "prt_0acc9838a00141mm4betYjvWRr",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        },
        {
          "reason": "tool-calls",
          "type": "step-finish",
          "tokens": {
            "total": 36182,
            "input": 3299,
            "output": 173,
            "reasoning": 6726,
            "cache": {
              "write": 0,
              "read": 25984
            }
          },
          "cost": 0,
          "id": "prt_0acc98aca001nuqPrXsFJ9DmDJ",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc79e06001UgVLOLa984Xux7"
        }
      ]
    },
    {
      "info": {
        "parentID": "msg_0acbe3ff1001xIYa1wTxs2iWQe",
        "role": "assistant",
        "mode": "nudge-generation",
        "agent": "nudge-generation",
        "variant": "max",
        "path": {
          "cwd": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-sGrTfB",
          "root": "/"
        },
        "cost": 0,
        "tokens": {
          "total": 36656,
          "input": 7276,
          "output": 104,
          "reasoning": 220,
          "cache": {
            "write": 0,
            "read": 29056
          }
        },
        "modelID": "gpt-5.6-luna",
        "providerID": "openai",
        "time": {
          "created": 1789605284560,
          "completed": 1789605292194
        },
        "finish": "tool-calls",
        "id": "msg_0acc98ad0001WCeqJsYLq8DnzV",
        "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ"
      },
      "parts": [
        {
          "type": "step-start",
          "id": "prt_0acc99123001Z8X40JeMNQNFTv",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc98ad0001WCeqJsYLq8DnzV"
        },
        {
          "type": "reasoning",
          "text": "**Ensuring valid JSON formatting**",
          "time": {
            "start": 1789605286182,
            "end": 1789605290683
          },
          "metadata": {
            "openai": {
              "itemId": "rs_084d544023a8b644016aab35a6237c87d18413afb73184b515"
            }
          },
          "id": "prt_0acc99126001BU1X4cviDDsest",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc98ad0001WCeqJsYLq8DnzV"
        },
        {
          "type": "reasoning",
          "text": "**Finalizing task status before output**",
          "time": {
            "start": 1789605290685,
            "end": 1789605290688
          },
          "metadata": {
            "openai": {
              "itemId": "rs_084d544023a8b644016aab35a6237c87d18413afb73184b515",
              "reasoningEncryptedContent": "gAAAAABqqzWq3VYCH2xc54wuAqypaOiUMZtO51lCO3bboga34ZJgAx3I9HwyC8sFKynuIXrUq19Q80BeIrjEl-O_7VuZ8QCQES_oIoNzDDX6QQBXbzCJxDhmVa6qU5cZh08fASSIjZlw5ehFcgqWQBIHeecUbqxCblvUKrOCtIG2jA5Y7skUE18KQWwCdzkmwcRMwLPRlVOYKXFhXgAOaSrQDMooMkgQHGFfe4EVtWu6QUGec2gmxjWsqiHhvqPWo0eTK61TNOgz_cNk142DcKPIZIq_GYF3GSQqXV5bRTvWGa01JA7ngcow753pqcTvSkkyV4DCJAZLPqNAY9ShBZ7ztb460qSgjEVov34lsjDFONQ9F4CfdBZ6OjzW8i-_WMLJdwT3RFLGnhd-YE-QSu2hs69CFp1kLHMG30_ZWxG-ca-hSazJFyngzdwZzWWB2nzS2YBqCgn8wAkQrUru9-9pTXqF6CLQcYnxQGWDzzfv5IMkV0TvM3LgTKIQFU7eU7PMJiQcvCuoQ7ICv8tCmmkCKVu6ljcKJ12u5z6JtUOwbnujiCyZkLMzlPbTmtx6K4w-HzxQPwA1ob7o7stgMwqfX_sJp66Mh0nWp_iYBG8PVUDbgdbKkA94orJxVjKmWwrrPGQf6pB2sAJbcmasJgzanuxOiKw6jkm9jZwCqoDOxJwMIBt3KNhD891qWjHQTMRPdvqqX5Vq_OTctDPVbHfxMogrPdGRMi9lOGOBN-835497uYT6E3sPL-ttojpyYDM2W-BQ-hMVBuuK1oWQWTF9cIkGyvWv1NVv3g84K9KVW0aNMCTs-H5qkxoEcr0R-LZUUSHT29p5JPBvk8tUrLIz8BoFhj_PYtjvQa1pEdDBQSd0l2urgIjCosbmrk4JnVY5FqCpLhlM9-igg7jqeXjU-Mza2SL6oEp-CKir7Hyu9fZ0qir6-XS9QlOIeeAH1gSOtOdOKA5PxMq7-lJKhpKXzqSSZNBpyQhHAznJlCHsy6brk3WT_EwKs_IzmPxhwCpucr1scmVi_vQ_kwddaWhSKNTxmBycaILVYw_dUUhXnpSUqoFH5tWj2R4QMVA28Tjot9N38p2cCPAAuscauQRP6giOgWCUAiIr-ooU2D-rn-H9c6uFuya2L43iFcNIU4jwBGej2lkHRImofre1HHGXebbHTUGRx0xEoF-CupKtd9shOWGBEVdFqJpaJ4TcFoHibzJuYrAnbe1s_GaMr-wt7PB4CEvGkFWDoiwFk-u1einHQIW8sxECNnzGOO5yxUyWGs-F7GcF0pNExlmI6U--cKRSoADV3NSW50ezwwkJNE2qnARGw6BLkiYbyEvE6myYDo-Uxu_zj0THJsFRH3XDC6HuJeLHE5PJyWboqXeGDSz9xsR17g_s6NTxtxyyr-LNnHSSOA0daLeO5pZ1jwEc2eNlMgP8VgG8b4NkVW3N-9RLEbia_i3amjLPRZ98OG_s51b5oklUGgpGJLw_Lovuph4ZYTPg3iJCfsUVXCO2cgbWnDVi4pdIwgiMsTmbRrAvQxlEAlr9xoKPUnVtV2fEuSbK-JKT0UfwTrGXoJx0lbPMK_YKAehTKmu4rmuxOLwSAE0a6KmUuK9L2nGA6dtZIgLNOsBnJ6qzEx26G8Sm84F4D26z8sKVOEwVPHRHBtKXtxWbrDJPYkIK4zzZZLH17XK6P5nEBr-SJaNlPbjKTM3V36T8J7jaepIzPv9WnVD2xht751Lz_fD0SzMOLQM9Roc4fgVvhsSPvJotB7rRoEIeDiUzudqinxBz5OjXe6m-Wo8s6DDLzt0Gq22isixVZG5RVTqDqOUqn9RGi_m3BKFRRPmRiSX6ZuhVpoYIdbIo2VDckArJU4765ZI7oLGgHSRHSR5zUHX1EgrKVDi5P389-bpMv7msRkWcqSaM74opwxMUnUrwumoRoAdVMrvo2T5LZqwbcQY_oqe4Oyika6HhJnoL0TO8rZPDAeeHs9XuWTnYvQ4ZpVI2JLALulsll-wAwbw5vwS1HJR9pZ_ZwQy4rlgli7eAPgplOpfs5q5Bl2cSfG1389d-LsXHqtr7CpZgpnN0_haIx_eRB5RFPK2p3ykQ2G-qUjpD-FwhrbygVDepXOMjBnWNzUAgIWiW0OfQipc6Poj0B9HVgvro2HR9RzfRVQ02eyHJROuYEljrJ8Z3C2IX3R6f3LoeAs_XtyMIh8HHiwvmwV9gJAQUIYyZLoTnepSuWQkcXKbVTuYOT36661kZE8sp45-G_ChHcfkw33uOXuhtm-aUD1_nCJ_KYdEaUgsCUod7BzW512gdQDLvXKr0mbkm6uk29VouWyHfo35O5LH0VE3_8KoxvRWjbLcQQNLecJULY810BHzW1M4jEawNpBbWNl1RvXbBzVC00e0AitEgVGnAqwBvJukaR1xcwvRqftyMAXIK53N_SbUT8DIM2XZMNpdAdTaBqwDkVVDNeie3CHmOLUDubGqx1g83pVpfLcWZ5Y3d5Y7-VAK1OThKgxOr-injbffh25jFOGDa5ebBj5zRZWs_UnMfUhOrCpnOzjtdpch43eBNYkVMKHTIHscca9Y4ypvLh3wCRnLoeQ_FOV3goC35xnUOW_XqHNmI2hbmEzgAYwDXyBBRdUjPQ_NBG6hKrL--qnhj7gBpALqhwGatcgrgOwV5O8jJLSvQfJhgnY3vsT1etCxPYboaaLlptXCw4Ei6zvI789jBRasJVJDib8mxuNCGEZFvjx-cn4XOrifDNPBCPU67NTEm5bfcLk7eTJLtVwlzb8rtZnGt3Ucorbo5_F7SYOQG3-5xROmK4FNkTKvv929kna46"
            }
          },
          "id": "prt_0acc9a2bd0012B7SX5tBq7u1uL",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc98ad0001WCeqJsYLq8DnzV"
        },
        {
          "type": "tool",
          "tool": "todowrite",
          "callID": "call_mHd9DIDnsnortG3qcAOd5hsC",
          "state": {
            "status": "completed",
            "input": {
              "todos": [
                {
                  "content": "Validate the reverse-insertion invariant and edge cases for the supplied statement",
                  "status": "completed",
                  "priority": "high"
                },
                {
                  "content": "Draft five progressive hints and a self-contained editorial",
                  "status": "completed",
                  "priority": "high"
                },
                {
                  "content": "Write and mentally/test the required C++26 solution",
                  "status": "completed",
                  "priority": "high"
                },
                {
                  "content": "Return the exact structured JSON output",
                  "status": "completed",
                  "priority": "medium"
                }
              ]
            },
            "output": "[\n  {\n    \"content\": \"Validate the reverse-insertion invariant and edge cases for the supplied statement\",\n    \"status\": \"completed\",\n    \"priority\": \"high\"\n  },\n  {\n    \"content\": \"Draft five progressive hints and a self-contained editorial\",\n    \"status\": \"completed\",\n    \"priority\": \"high\"\n  },\n  {\n    \"content\": \"Write and mentally/test the required C++26 solution\",\n    \"status\": \"completed\",\n    \"priority\": \"high\"\n  },\n  {\n    \"content\": \"Return the exact structured JSON output\",\n    \"status\": \"completed\",\n    \"priority\": \"medium\"\n  }\n]",
            "metadata": {
              "todos": [
                {
                  "content": "Validate the reverse-insertion invariant and edge cases for the supplied statement",
                  "status": "completed",
                  "priority": "high"
                },
                {
                  "content": "Draft five progressive hints and a self-contained editorial",
                  "status": "completed",
                  "priority": "high"
                },
                {
                  "content": "Write and mentally/test the required C++26 solution",
                  "status": "completed",
                  "priority": "high"
                },
                {
                  "content": "Return the exact structured JSON output",
                  "status": "completed",
                  "priority": "medium"
                }
              ],
              "truncated": false
            },
            "title": "0 todos",
            "time": {
              "start": 1789605292133,
              "end": 1789605292137
            }
          },
          "metadata": {
            "openai": {
              "itemId": "fc_084d544023a8b644016aab35aa99e487d1b26106a5e9023c2e"
            }
          },
          "id": "prt_0acc9a2c1001sLxEtbNt1qRINK",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc98ad0001WCeqJsYLq8DnzV"
        },
        {
          "reason": "tool-calls",
          "type": "step-finish",
          "tokens": {
            "total": 36656,
            "input": 7276,
            "output": 104,
            "reasoning": 220,
            "cache": {
              "write": 0,
              "read": 29056
            }
          },
          "cost": 0,
          "id": "prt_0acc9a89e001VFSTVwR1BE7UEt",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc98ad0001WCeqJsYLq8DnzV"
        }
      ]
    },
    {
      "info": {
        "parentID": "msg_0acbe3ff1001xIYa1wTxs2iWQe",
        "role": "assistant",
        "mode": "nudge-generation",
        "agent": "nudge-generation",
        "variant": "max",
        "path": {
          "cwd": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-sGrTfB",
          "root": "/"
        },
        "cost": 0,
        "tokens": {
          "total": 43981,
          "input": 1605,
          "output": 2171,
          "reasoning": 5005,
          "cache": {
            "write": 0,
            "read": 35200
          }
        },
        "modelID": "gpt-5.6-luna",
        "providerID": "openai",
        "time": {
          "created": 1789605292197,
          "completed": 1789605424931
        },
        "finish": "tool-calls",
        "structured": {
          "status": "success",
          "reason": null,
          "hints": [
            {
              "order": 1,
              "content": "Re-simulating the tournament after every deletion is too slow: one deletion can change the champion far to the right. Try viewing the deletion process backward, starting from the final one-sorcerer lineup and putting sorcerers back in reverse order."
            },
            {
              "order": 2,
              "content": "For one fixed remaining lineup, split the sorcerers into runs. A run starts with the first sorcerer or immediately after a forfeit; inside a run, the champion has won everyone so far, so the skill before a position is the sum of the run's active skills before it. The number of forfeits is the number of run starts minus one."
            },
            {
              "order": 3,
              "content": "When inserting position $k$, find the run start immediately to its left. The old champion's skill before $k$ is the sum of active values between that start and $k$. If this sum is smaller than $a_k$, $k$ creates a new run; otherwise it joins the old one."
            },
            {
              "order": 4,
              "content": "The insertion can only remove consecutive run starts to the right. If the resulting champion starts at `base`, an existing run start $j$ disappears exactly when the active sum on `[base, j)` is at least $a_j$. If the first such start fails this test, it causes a forfeit and resets the champion, so every later boundary is untouched."
            },
            {
              "order": 5,
              "content": "Maintain run starts in an ordered set and active skill sums in a Fenwick tree. Process `p[n-1]` through `p[0]`, store the result in the answer slot for the current number of removed positions, and use `long long` for sums. Each insertion and each removed boundary costs $O(\\log n)$ amortized, giving $O(n\\log n)$ time."
            }
          ],
          "editorial": "**The key observation**\n\nThe deletions are awkward only in forward time. Reverse them instead. Start with no active sorcerers, then insert positions in the order\n\n`p[n-1], p[n-2], ..., p[0]`.\n\nWhen inserting `p[removed]`, the active lineup becomes exactly the lineup after removing the first `removed` positions of `p`. Thus the answer for that state belongs in `answer[removed]`.\n\n**What is a run?**\n\nFix any active lineup. Put the first active position into a set called `starts`. Also put in every position where the champion forfeits, because that position becomes the next champion.\n\nBetween two consecutive elements of `starts`, the champion wins every fight. If a run starts at position $L$, then before an active position $x$ in that run, the champion's skill is\n\n$$\\text{sum}(L,x)=\\sum_{L\\leq q<x,\\ q\\text{ active}} a_q.$$\n\nTherefore, when $x$ is reached, it starts a new run exactly when\n\n$$\\text{sum}(L,x)<a_x.$$\n\nRemember the strict inequality: equality is a win. Since the first run start is not itself a forfeit, the number of forfeits is\n\n$$|\\text{starts}|-1.$$\n\n**Inserting one position**\n\nSuppose the currently inactive position $k$ is inserted.\n\nFind the first run start strictly to the right of $k$ with `starts.upper_bound(k)`. Its predecessor is the run containing the place where $k$ belongs. Call that predecessor $L$.\n\n- If there is no predecessor, $k$ becomes the first active sorcerer and starts a run.\n- Otherwise, query the active sum from $L$ through the positions before $k$. If it is smaller than $a_k$, $k$ starts a new run. Otherwise, it joins $L$'s run.\n\nLet `base` be the start of the resulting run: either $L$ or $k$.\n\nNow look at old run starts $j$ to the right of $k$. After inserting $k$, the champion from `base` defeats $j$ exactly when\n\n$$\\text{sum}(\\text{base},j)\\geq a_j.$$\n\nIf so, erase $j` from `starts` and continue to the next run start. If not, the champion forfeits at $j$, so the champion resets to $a_j$ and everything farther right behaves exactly as it did before the insertion. We can stop immediately.\n\nWhy do we not need to inspect positions that were not run starts? If $k$ joins its old run, the champion's skill only increases. If $k$ creates a new run, its initial skill is greater than the old champion's skill just before $k$; through the old run it stays stronger. At an old run boundary, it either wins and we continue, or loses and the suffix resets. So only $k$ itself and consecutive old run starts can change status.\n\nA Fenwick tree stores $a_x$ for active positions and answers active range sums. With 1-based positions,\n\n$$\\text{sum}(L,x)=\\text{pref}(x-1)-\\text{pref}(L-1).$$\n\nInsert the value into the Fenwick tree only after deciding whether $k$ is a run start, so the first query excludes $a_k`. Later queries include it.\n\n**Correctness**\n\nWe prove that after every reverse insertion, `starts` contains exactly the first active position and all positions where a forfeit occurs.\n\nAssume this is true before inserting $k$. The predecessor run start determines the champion that would face $k$, and the Fenwick query gives that champion's exact skill before the fight. Hence the strict comparison with $a_k$ correctly decides whether $k$ is a new run start.\n\nAfter adding $k$, consider the run starts to its right in order. For each such start $j$, the Fenwick query gives the skill of the champion from `base` immediately before $j$, provided all earlier checked boundaries were defeated. If the query is at least $a_j$, the champion wins and $j$ must be removed. At the first failed comparison, a forfeit occurs and the champion becomes $j$'s sorcerer, so the entire suffix has the same state as before. Thus the update changes exactly the run starts it should, and the invariant is preserved.\n\nThe invariant gives the exact number of forfeits as `starts.size() - 1`. Since reverse insertion constructs the state for every possible number of removed positions, every stored answer is correct.\n\n**Complexity**\n\nEach position is inserted once. A successful scan removes a run start permanently, and a failed comparison stops the scan, so there are only $O(n)$ total scan iterations. Every Fenwick or ordered-set operation costs $O(\\log n)$.\n\nThe total complexity is $O(n\\log n)$ per test case, with $O(n)$ memory. The total champion skill can reach $2\\cdot10^{14}$, so all sums must use `long long`.",
          "solution": "#include <bits/stdc++.h>\nusing namespace std;\n\nusing ll = long long;\n\nstruct Fenwick {\n    int n;\n    vector<ll> bit;\n\n    Fenwick(int n) : n(n), bit(n + 1, 0) {}\n\n    void add(int i, ll value) {\n        for (; i <= n; i += i & -i) bit[i] += value;\n    }\n\n    ll sum(int i) const {\n        ll result = 0;\n        for (; i > 0; i -= i & -i) result += bit[i];\n        return result;\n    }\n};\n\nvoid setIO() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n}\n\nvoid solve() {\n    int n;\n    cin >> n;\n\n    vector<ll> a(n + 1);\n    for (int i = 1; i <= n; ++i) cin >> a[i];\n\n    vector<int> p(n);\n    for (int &x : p) cin >> x;\n\n    Fenwick fenwick(n);\n    set<int> starts;\n    vector<int> answer(n);\n\n    for (int removed = n - 1; removed >= 0; --removed) {\n        int x = p[removed];\n        auto it = starts.upper_bound(x);\n\n        bool newStart = (it == starts.begin());\n        int base;\n\n        if (newStart) {\n            base = x;\n        } else {\n            base = *prev(it);\n            ll beforeX = fenwick.sum(x - 1) - fenwick.sum(base - 1);\n            if (beforeX < a[x]) {\n                newStart = true;\n                base = x;\n            }\n        }\n\n        if (newStart) starts.insert(x);\n        fenwick.add(x, a[x]);\n\n        for (auto jt = starts.upper_bound(x); jt != starts.end();) {\n            int j = *jt;\n            ll beforeJ = fenwick.sum(j - 1) - fenwick.sum(base - 1);\n            if (beforeJ < a[j]) break;\n            jt = starts.erase(jt);\n        }\n\n        answer[removed] = static_cast<int>(starts.size()) - 1;\n    }\n\n    for (int i = 0; i < n; ++i) {\n        if (i) cout << ' ';\n        cout << answer[i];\n    }\n    cout << '\\n';\n}\n\nint main() {\n    setIO();\n\n    int t;\n    cin >> t;\n    while (t--) solve();\n}\n"
        },
        "id": "msg_0acc9a8a5001jpZ1XqKwpwaAfa",
        "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ"
      },
      "parts": [
        {
          "type": "step-start",
          "id": "prt_0acc9b1ed001J1WTcPuQ956F6j",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Drafting detailed editorial structure**",
          "time": {
            "start": 1789605294575,
            "end": 1789605303110
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35ae851887d192e432be3b9ec3a5"
            }
          },
          "id": "prt_0acc9b1ef0010xfG99vHJcUIiz",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying tournament run and reverse insertion logic**",
          "time": {
            "start": 1789605303115,
            "end": 1789605304381
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35ae851887d192e432be3b9ec3a5"
            }
          },
          "id": "prt_0acc9d34a00175iWfy6PC3o1HI",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Defining initial active set at iteration boundaries**",
          "time": {
            "start": 1789605304385,
            "end": 1789605304389
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35ae851887d192e432be3b9ec3a5",
              "reasoningEncryptedContent": "gAAAAABqqzW4uRZ3NqzED-EpULrnwHZUvH9H6BvMd2Rhxr5QTAkebkR9cUBzMp3Xfi6-oxOZS4mpcbT26iFnFgZHGiZcV3h4e_LCWFbhtvCy-i2o0Q47MwplzRqQ2in71TpsfyQCv67VIg8vYC9EV35GGlZmLkBYRszOa7HA4juADTzQN601ZsrZ4eqh-oUbSDJg8x2BSNM4J87kJ7RZ1YOiEM34TIOpwgQFfv2aOKkBCNikG8OjL2q2Hzm3QkCzqrsICPm4dlWAVQNdOfQg51EyGouk2ohM6mziJrLo6qUYF3xadibBbKtZRL8NKM_ao-xGY9joRrUJXw2cvjT4ziviMfeWM5fNjngJM3GD59VAJco5N5wmBKHzooQBtj8eBtxUzTyaBrhP_EWjR18AoXam7MmqM7SfScF80oiyde-KoABy-fckAZoPj-EFvcQaK6SVnJ9gjxiCldsK-MrzNYNLXp82w4z5XFWuQww-sr7CbvmWGKBfe0ISBm6xNtR6ETjPig7tbewIDkOb7vcJ8QBAV6MlUlGQ4NyvIxE7V8rp0dE_LYKUI-rMXFOJTyZX_OF63DQnsi7zbK6hKv85jp1rrl2cDHRTOb0RE_74iw1_oyxTdhs2EGdAKAifL_WSoU2ug8ylBTVGr1OggsGs7Z7fnOys0svbuhoTPf-YRuM4KarFuHx8FndWf-xVpMfuMxreKK0Ef6j8KZGqxLQ46N2UqMEAqlDCU0If92kPtmIpf2g4O26GVfri0lcccRxdRRO_e6reN0WA0cIkERNnDciZ4SmM2MJ6PdJJnIfvxNbGnJhufGXnZO5bPvwNgpzckLmme6rqg9Bg1WGFKxEGjxgzgyRSoODu8z5Kh-r6tFydQDBOjPMkFf7j-B1XJzTM63pc8VhLMyb4CCNAH2_-WOcZzD9mF3bsjCxIL4LbRHD29ONtmLtIve2XVn4XHlXqxglAF6fCLzZcfSHXqDCOIj5vWA2wcXknVltFIEcek0gWO9YAVu7VC-wFO5_Xug0yjFZ1nBajrTa7Qa_rkiqT4qXduJlJ-Cu0rq8U5l4e6LevnvN-421tLLXN2itZUGCSvgtJQUfelc8YU47Lh9ANnNyA26XiCPN8DTsVXOLqWdNFBU6ns2gyk3fzqUXuUekVNyFGP_bW3WaUCjYbRXRNiWoL4v3HRT_RoRnhEk6GAy9zjhKwTgNaVSN1gMYEkF4WRBxfdT8wNkxEwzxOXvjZKK1N9a1tEgLuDBTthuYIfohElFCC3DXAryWWK3f6CVEwfGqFJ0E8AvKMRpNk3SrgWGqZ2pL6I4PZF5kx-3BE73MqKqZ-npOG1flNs2pUxrC3eaB-5kBpmjeI1jcLi3I9ho6QjxKt1TzO_JZ53echxgjeU9HJ1FXnJc_6KdnhWQoCpSKBD9n6ukYtj1J7GjtyCSVzYvlZ_0ho4HgY3o2dfCQNfPZBw3LAyJafh6NLzL5iEPuoXHn_cJYCJ-ci5l7HFUf9b_gq9iPNL3ws3VIItYr7_ap1900RPmFA6x2bmxugEaSHi4NnqN_RAC4W0Id5KqwN1Z6318EtSN-CGwV4cXvAQpyTNCkFZdsUWIgXfd1jLFU7xWe-9j9914upYlSorWEux6TIn_KHFCppEmxE4_UecTVlCLqst_DX1liclEiB-eDU1J0rDr9YOj3HTAa9hIi8fQaysLxj0Mp6XnK0Y61WGpbC7LnlJavl96AoGOKVxq63mQ6Y-HXfKRyv-_8u2t-yCrT5tq6qqs_PxGYukpWuhyoQkXs_19vOFHcEMVngHl4UScevWlmj46KbPjNTQOZvlGV6kM8ykwAZmZ-aDdgaIZZMGk8hjdj7wMIP3grsrjtByrlp9bUKlVCk1dQS3K3jG_o5Jvw8XkPoJX_kVe2HOhqsOwMmxS0GDK8V5UWgsaLjcBl9XguRbqEI2SyD51WTiNQjlLHKwSbCrpdYo2K1vTbUIF0EQe4K391ZaUve4DKuBuddEBnwnPA-obINvv8ZqGTONr0HnWHulWMewUBwHNvVFf_oJEgw6pIznPUf_qzCNqJkuA_xG0V_LPy1nFDIBgF74wQxAVR2CoGOgIOkUG9Zi-asqN_RHWviVrL15fHB38pvUWjUwt56S_kORE0fjdA9zim_3qAA696XnTvQ5iAS5yK6DzctXKOQ_MxIVmdp5UcZfjdpA3zb5MJAirCbSqnxk9kAUCySFho3-4klvHV2DNAsa4mLp8QJayx65-gmj1XRvJN7IXr2pDnOKOzvyvsrTFnVSJTrVRGoIiMj29OpR0zFLh1aQKP4tOURpENNY1a25nHDS4r3RDvmtLnD3y0WUpeQ7PznQW67IhpMCD-eaDCkndxtukuUMMhoF20T1gEnGZYwrNyZJXfamYMc1dn9qMk28fA86_ab7FoOTO7D-CYbs1aaF-JzN_b3S8TwfSxjhCaRam5jEpUWdHz1Vp5FL-k8-3clz4CtjhvIl7l8UdgxRdmY32RPJpWfqGjNsFatQFLjkHNpOxakriAUBc0I8y4qVerSaiBy4QtUwd4btc2rJIjn8sYwo64qR34s0fP1r7I2WF6sk2KYINoub2v0ld3gLl0kaV8ifZ2YTDlnWuuE5ztsYspjOYUdudfzkg5z2qagzPp3TqZjEio5vHxUlEkc0kUsUaOgG3KiKgvBdXc876O1uVNbJH80OD-B3nGnMcKoDRqFEbbB7-v61enmmjRrzgJETcXqRRhW9QLHA-gbG4RR-MJKW6G7wl2swSo-6rndwmQkiUMCTatOdGoqv_iVDSGmdKqm5H8kNXMfUUMAQKbtrm9NoHaK5iRKCee0gCw54Ej4J2EfsKlLMvNhJEYfqkruS8uRzF1mHe6xzakqvokqAbt_yGaua_Wnoy1JzCkQhNp4TlKV7JIhL6eLZ6LOGBQK6DToBJ7KJ3J2PezUvm8dt0CANMQR7KpOU2PC3x7pqm_kVxZyZUZO1X-iIgyihovs6nwCaQUvpIejODe6xlUWKqKD-ujgweMXrJ7aLOAC3DV21-nL2ZHx-A9K-n0zl8Qmzg8cbABSoKqiDa6401gR1dWJWDiJZQvFd3JhJcDi0Awu_LMn-033x2rfSKsPB2R63-diLNrgt5bdyX9zcF_WUKuhZo06YfzhvbEOqKQ1HjfFHlAeAxCH1YYk0qYgEBXtEZL6MJG7xfXSyHn5sCKYx_JYUQYAbhB7s8HXkNmFzn5h7C_Z0V5lVNrc_dFFhlJiGsUwnyf4uY9l8abU-qrMCN_yleWtlMNFWUZwmTk9Rp-L7Ei1BBEZoSYO6lIkrOFehHKunVX6YYFw1ARqXY7E3CEjgKYLae2Yqi20g9-A-zEXhfpu1YlKza4I8jGmMRDpvqEVHGXviLh9LWkpwDb1eGZeviL83_gjNmS4zw-ioFe6YGEEys6X7yvaeEcjc5EN4HdJ41cxZinsBYxo0xqx8Qd70Vjq4WoMYzo4SIOZ0kowXsP8k965bWuZLqIw29UfOpb4VkcT2uk8eSU84kj8WJ5cmuI_b_xtKTJp2NBt8DPFSiN65MZjCRAyxdnlRXnkS4lcfpJ3sRwANSWkrhDRorK1vh9me-1GZPquG0l84NjpBC3CqahTkIPeXTqHAj4qcfOVcmKThYQ6OtvUBNOWf4hhaDQaaWHyjQZHxFNhfGjjUhKFi2wi49mj9os8z5eEyLbDWcLQqDcqbCvohshvjSeBVNTrfGzJYlH4PKo5SlLs8-t4ABRDQNwUOOWfY4wwLfcl2zuvW0IlbsGwJzIUVTjlUw13Y5NcBTf9ViCO5ji8BTLObxdGBXikfRvkJRfSwpCSfGuZ8iYvQrPFm8A8ULzSISYBIZBadnKWrlqjgf9cfRaKOqV86lOpd2nCldGcxz6CKSlEAk-ax2-7dVbdLdYkyyTNLidQ4aIwm7w1iR_y1SfRiVn90vg9psGsMLkoYiCW5UJEv8_pAcjjI_ic3ny3YSC1jv-YboyKRU1pLiTRcqZW2g70MiBjpsWZNuHJnP0ti_2gr13zIDll6gChrAFoMsFsfEUeamsTL6rSOb9UtvH2GFdvID0u0Xn9UpFIf-R-MS3kzq8WqU_klGtXpOnOwblQsxlOJ4txd47v-POE_sOWiGu7Roi1S_OCJf8mXugETsUL2x8xi4-ZiohSjo2mSBiNDt8f0KVDfWF-"
            }
          },
          "id": "prt_0acc9d841001t3pt7BtIdkEWc3",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Explaining active range sum logic**",
          "time": {
            "start": 1789605304392,
            "end": 1789605310976
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35b848f487d182ae4151a0e38db7"
            }
          },
          "id": "prt_0acc9d848001OEPPn38lKn12T0",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying start insertion and skill comparison**",
          "time": {
            "start": 1789605310979,
            "end": 1789605313622
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35b848f487d182ae4151a0e38db7"
            }
          },
          "id": "prt_0acc9f203001Ji88tV0pMx60iZ",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Summarizing skill dominance and Fenwick sums**",
          "time": {
            "start": 1789605313626,
            "end": 1789605313640
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35b848f487d182ae4151a0e38db7",
              "reasoningEncryptedContent": "gAAAAABqqzXBqE5F5gJw_oPA-6W_UENsgAoSkwFjSp2B5Kwm6grmhaw0QsdsMQgFOJicTSAsaWWn5kNhYqTVXJibPK5sDaYsrpS7S945M0Jt6uhF_9C-4-nsyj2TM9a-icSPnwTd9c3CfjWt6LTx8mMoSynPC-e9fVN1hhLbxSZqxB5i3tKPa_plKRenoJi90Cu_Rk0EFw0uE6jDS9OGjXcOQkfDm9ZObtkjJ9_My7yF7hkKi6xKSOB1P7vRjBNPzvwkog0l9QF_IPSadlvltPY9Fkd1HcaN_TBOCwpi3TsZKDHpcJw9DW92KhdNSPnY4usTGPq8MtYkAmfJpdLeU5gv5IID9ACrw9xbu4n3Z2aTS5ISTgaw8DEpPYUhYqUzOaIKxvWwH9pFO663RC994irBSI6WVtvE_DE0QOPzEO3lc4uRuVGvh4PH04XSJrfCZU2DySngk6jKp5_TGBeS7TX73ZNQ_rckhVA-4y1AghYkJ7rf3SHwYQbWTXlRoLEEj31lz1sZ2GGa7Q2uGFoDTGzHlbjMLjhJ1SMGSjlxgDqzJKY5vMdtpm_KtMC5sMS6AwQjBrPeaLaYikTZ3kQzplqXOC830heEPvCE-zIWCUxzAeR_USynStQnCpe3p4-DEWUzwDHJUzf91h3viPV0DaELuIGrqMpCVQBP8Kt9oQUWegR1itACqEUU0MHbbuCXV1-s0hTFWnvxulQ88kCpoRNlSX5Md063DPvcLWiAv8TJv0giqKIhUpaHnm6I1VfHCmdeqv7DmIhdwwZV6Tj-v4KWymo8aJegFZUrkghxDV5TLsvHMNcv25hPwHdh72fm5VCAcBdZOd3-bLh5NMI5Qun1f_5A2fH0kUhrrPFineu6vvUBKfUSA2x-KibwMaDy26qrv7LYJwJkjp26BwoZiS_VFj4LGUHxDJhxS2cHjnMl5nwaNTMODMOyhz9cb4oBhrgiydajcM2FgJ7hDbAeAfuFlwS39HZO-VEUpUCgmEhmEwU08n8h4J0Ue-KLE-10YIgUSH5jUOnar9apzSMmZZoJFRopJNlD7ozul368t1Zvz0b20Lo4XlGk0kKbIti84omyLEbLxRLUI9Vj_KEt35QIwcXQ6YLsSMekqMqUFoEKVGACOWKsPhYPSe-Z1aCqz4u4DDqYbihL8E8iI8AQgfxyP7LDhf_Qmy7DxJE_Ta6cIcv5375_Hv5YGP-fdya-MS2MjSU5s42xqCDZrZPkGVFp73dciqkob5sJ85ridG7RoWig5ewR62KWWLcjvH8Zv55uJPHs56HFG99TQ_loihVVmO3yJlc2j_tVowRHGBeYUEyp0glpxVrQHimNPF49_ccpOeXeHW_6Y2wrB-Vtaj5DapCT6T_SgIWTpUIuBBwfhqZiB6uEw6y2Bl321I5GoZ04-HZ9vViPYSj5KUuxQEiIAsFoF0mAHKqI7NKPvfpt5daX1lU_pwdrYMgED0KLrmNdq2VIF1vg9btMpKc2MtEQ-kTgyoVHN9uUxZfWWR_erGh7IF8B0TAGASlz0K-s5n8sRsDifxhHF65pTtgZc4wIsiEtwvhFDp7i53xBlwmt8Lt2x9IPS6Qd_VZQPG8olnb3bcVOjUp6J9uE7qtWdKuVMPeAuwiHLXSR33s1EbwRGKxOTLEoZYCz5MAFrRxNJiPs7rgJQJWV45ucWkLuezrHU7ru8L33Avhcdmvk6G4Ik5doNoLIOfQYyp-p641clPGW8PoqHjPPoa6x-pwTXeE3NGwrynPf1KBKS2W-fRGRfZD1tJv2_uKaPRmfvKKfXLjYtYiUNPoBJOa5WtpcQAEstaP-qYwP5PsH49STKnW6X9OVJFSAUo1QgzbyJlSQAxTWdk77qD2f99JUumEOrIX1ZE5qO_xGDdBiHQPQz7u4b0Z2MRbwKRn1uZpHsKFENw7reReTAN49eh2WEjbO81FCPVdzU5smd4un9ILBPR0KEm9UyFg74xRzx-Ep3dHBHyKg6ambRUFp2jpK8I113S17T-k3AtxDMzAQllASjjO7aaemavkgOEKPTcfEFnnQPxsqEK4iJVIj85i-_DM6DCJfOQahbDXkO4Hdk32bkZeAQC_Zchyovd6Xy9XMruBSTZAX2kf3LoXq1Tee_Rbjd_KD5u-lyJ_mzqQrfrB4eI3Y0QtHs5uB7hMZpjJzeZdLxfv8TeNNgU9XlNRb6VHOisANTtXMlPuzOZD6YrX_IXD_9s-1pbVfV1E3dS-xQTRHC8rbdM0FoQ_yVCvUrrhy0hodcm4XheyqrAOmeFWLzUk4On_Q_MRJ98PsJfNYmzakGvatrhrFNvbeKLK0EKLUQLz0Q-7pqqZB-thLGzatZn_LPSazI5pK9gXop8HSzXPl9-D2TOMJjFFG0NvVHGl_-sV_JA1UAHsZzWDUDBox0k9mWSiG_Io-Q7z6Nt2_cmcn9FFa4FADktO7xbhzyCLFdYfYETgj8TaWhu6hDmRYx7EVr5BtEZqDCVTiCADKebYegFRWACsNlkfpNYcgf_3qjXyHYfVYel9O5Zc-FFnAUTelD_u5ZrGFZ-ToMtqrKlJLnQhb-Eajy5xkSx9HNi-vXsjpxmJXWFcHbGNduCwxDdtiPShhO5GeHM--1P7wGkZ349YOBmItM9nLK8Pve98wdBcbIzakFTL9WEm4elzgb5Xi-BWyhlc9jc3-LnD8OnUqKclHPQTJiIFkXjCKTQteeyFl_eU7nSZv3hL_HS93vBbREYEa4dNHMH45ez7yAR-BLqJoAQFymsjEVSj-QVoOTfjxICeIU4AY7yUNbWvwDZrtc6_6oPiRNptglP7-0b6vYu1ogDnmLNLn8u_kaftfdDr7fJE1LgjOMmYkWbBNBiPQVhPnxh_Br-CPlMVxMOewOjwsQfoZRRlGFBMD-DXdb1J5ye5pfIRyDhzLGzLmm3KsB64N4lVEZsYalPkNrzm06VUCzPORC31aEugxomMYBGoEr6qF_P5PsWjKSLUN4OBkLIWPguA0aD19vjWSEJ4sm0bqgrXir6DqJLcXghvmrvtz4ikUpQ7urpDboUTYLw4ZQMfFnCF9AGZJTnwiBcrrIFASzcu2XVj8gNrJn_L48n7_1BI7k4Rc21HcriO0yuWUJ48ch_GotBcMqRC0HZ8M-EOisDJVb8FcYROuuKI81mUty7xl45-FHSYoeUbfdt9FopgmhsWlialzeZZbA3E1G2esTAic0kgnuaaz6zynTiKaYPtjB0w0mqn8x5Ukn67SK5iJLhcSvC-fCUkeFYn0400l1M4neOqH17Svh7VxN-rcmWhll6Td9_NwCOXmJ7Xwef2dPKUyaqp-YXJ3MizjBluIIuF3BGypvXZfj6lQO2SUYKlxCPV2_Ixx7Bz9eyKE59iQ0cMlgMVUz8oc1_4oytboPQaKFL2lb-4sN-xT7z0b2bZfzkVTehtBttSkBA4iG0YjDM85EIwgghiIZ9Dq53iPby_SbxYawPCjekGg_W8p3e3VU7_PxOHH0VwDOnfPZa5I84jA_iMpCUvzBYgSzmBx3rRd_vtL4VS74jSMchEAYMQC5cw1QjFinzEStPy5SlU40bDVcvzsEGB-lt_l2wTAgFzygUJF6D9_tEtot4C-wm7aCwu2hLXDV-O_V3b2lRjVRejBeQ-xfBmDrnBBJ2OzPfwWIjzOqC8TxMNlZmNEYrGB2g-yKkuA2-N7vhCRkj5gV_J6ChOptWZ_Y8xGUxFAnEVOVSvb3h4xETu644vWGz8vjSWnN9ElWPVtvKS5FEEd5y-xCAl9ctIhS0cx3L36tjEaCAPtZjcGGNJoSwVjerOpvAJ_-c2XnyzuSSK6Wr-MBBbZee7Sj_nmQ-2Djmb9gBQzGOZM1pOoBIEhnmwFWZgy6pAqNLwvLLPF4xnZKkmDXf6xiHZwp304N12WT-vD8ulyBWX1ePTpXqVJhSra-lOQ6G1ctIvUwSRYnn56rTIvD_l4rG6VqR0qLZud6pt1xdYpYdQzNtTXghPzSuEKCp64d1jJNLdfupFzZEnGPKiV_L4jLJAoFsF8_Xj6fWEy4R2bCDufBwz4OaxctPX8hRsyYNH48MmtPm2uuBwmUBoz_OaV7O7BE1Ne39g7To2TpcItNzmjd4s3ftPZxqone2udJQYrlVFzrqBfHKEgYIbfmJmzmByvGj87-tBYBw96T3MBraSmlygUuzwaQtTS2tVZpssdEg=="
            }
          },
          "id": "prt_0acc9fc5a001Ibm5cw5MDCLa42",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Formalizing correctness proof**",
          "time": {
            "start": 1789605313641,
            "end": 1789605323612
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35c18eb087d1a1141abc5ad327f9"
            }
          },
          "id": "prt_0acc9fc690016SygwYF7hscCs1",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Detailing Fenwick tree implementation**",
          "time": {
            "start": 1789605323613,
            "end": 1789605323681
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35c18eb087d1a1141abc5ad327f9",
              "reasoningEncryptedContent": "gAAAAABqqzXLUGz3BqQqdNEGqn8k9-GB3SZuzaVKe6cD20CabVl8n2XfGtfJEDACtzKwGsVsJXrUE3ETpCG6lKs9JUUqJT45vFqGd_rK23oRcU0k7QVH1Nv8AnCgqFTghsLGJupxgGxMNOaXJnjve62i8eqnkK0yzcWa-aVAoNBDMD-BS9FPJKtKMag15D1kAIIUDrn99jMpW9uaSliM09bDFr_V2DEcsfrF45HebAJW4dN2n2E7FoqPodXy-MtYHJyvnYvk3OK1BGXZWdyisSI34MBvCi0GPQqT-C2Q7vIANl8D0HnwvOFHmAaK2htXiMbs9kRydDz_b5ko5_U9WWNkTvXVbmUAdokLlZb7Z4HTF6F37jEtNAb2ZdFUM3LCu2u41gR2sbZTXq6abbQFjXkr8zpMf_ozCzNppT3O3eQY3e2nd4zLDDoKTMKUpmKbxKMBGTwNwVpHJtIivQtMCEpN-rfPBK2jvrZyGpsPlplDdFEUs_dQvs4ZCrgLt-bUSxwi8PQhpIKXn9_aSjQPvtPhJOnBvGD0prPOYGTHtHKoQoXIrAKYQxWJ71E225d8VxOCV1djxeJyporJh9a8obD6gid0TxIstoOU6GId4jjtFvvN7YKgYqZRruEU3B8K112shPMLGLt-8KlUVjd_8RTiYZJmWKMNotz_y-_JxaCO1VPbwExaH-oYIsndrta637C6ciMlMG5hyptTYRSQx6Lvks8bFCv0sDMSk-Hd9Yj5KzXSMFRQyyMSWSt2TYPeB7b5SJ8JP_JCbJbR7eL4irt9_lnq8h8TnQQh34YCq7iEvahDw1TuaP69lvJBSWFAm0bXFlS7yhuZXfkYRe2Ir4ih4OfClQQ4RgT-bLJAPlbW9z-KMQpV2fa_6b4dh-22V4o8LVwLRuNZmgP4Qvgl6ivekksbNK0BEZwtMd5qP0Qnhxva1YrbNGJ3QvMAkJ-qk1_TxT0BPDpEsAO5n-tedZIjbluqZiRh6w1YIngPz0g2_h9gA66voKLS1iGS8QFeUl_XRMrK_EcMQooIM9OsxwupdcOgCTh_y0fJuVtdymKIpNy5w70ipWfh1yTshy0PyitbwS7uDjMOXpWcPvF6g9LW9n8b36n8PZemgKKyUAtnM1d9QzQVKJACMyLX_fCmAH3WQsy2SHuQDwDvx4muxXlXu23ey9Ekfie7aeoqDeBWA1OytgEsHaymXCv-ozndlN2rrj590xCTM0yBHwF1TGblXuFuVwrZeyyL8Z5QvmF8Yo91YVuq7EdX6zFnEGyp5CUrJAMovtQ-q6m7NUzNopcRu1ld3mHuDIyVrhVRgygpApmyWkmE8KJwwAiHDiCLmtZnZ8gI9q5tpCR9ngsD0qunBjCgzp-wK9NkI30yidzt_GseruZXYkGuGlB0eDNkAQ1ISgsITd6eW69O9-38DjUdEg-cTF9dDiNWhKuUy7q_Ec0KtVuPXUSj5UnlB6TxrWqZQV1MLjVKtVhBYEuirjfwTomb0L8J1eKQjGJQCS8q8zxHb8Te15G4oVzkRK5nMUIhxJcTkCQlSLLmVvk9aM4_AgN3xOYSFiuBZafGFJOz94SlnILvSFY_qfKFdLR65pTJnOJvl2DRfIgS_NxHZ4SH9pOJmLyd5xNVuCCPD_C-Ztveh4VyrUgx6hFZ_OnzXHeFWoYMNb8NWe77MpCNSvf6a56DYLBOVVmoGklfA87vKXY4clXgDRQuLyJQq58Xq7IR75eFvSJovAZqBsayJOQJ5WGKZQcDoUiELo3p4GDJh1eJf-ONINeHSk8EllHTdalF2_99JunPox_4H1AtNDql2DB6K78oUgY6buS8BkkV-UV1n90eqcr8plmdrlPdIQRHzb0WmzAJTMHmnUSXWKcF5vXMRLZ9STBu5imWvzEFsOxIOLGz5YOaT1b6YjSvcTCDrRixUrAPw4bSztsutHHGHeXn9mvTndWSG2MOElI5ZhBR9BRSoBi-b3lL6-tzn_YOg_OgklWr-1D9Ep2bcFLRCA4Fg9yNM-WJxnC9rr8Gavs3s9NxXVBE5luBRVrrlBXhfbzoPue6XwFwSVhc8o4aVRxIvwRkxp_GjriFFzES59iBt3nob-uJEfQp984B-lV7F5BUBsvJuthNKJ1jNSS-b80F2aeQNgpQ2vQM8PTDNfXOezuzyNqrVNLkEg6UONdjOOioSlXCeDORYqUSAjce2XDihz98Jqa44tAGPbK6QPGkNH3YRBOqn4PYp2nu0egBem_oeqBboe41r_UpLCCFqq9FivntQq3yL1UlAIavjvFYFOG31uC_ezRQYusaNJ9qP_xH42E2t5Wbb3oq3MHhsTdTPnFf5-aRHqVBJYgTnXgS4bLAdwEEgTa6VsLayRZvEFZ-1KvX4RxljsohjtrqwQoghdbCYaaYP3qxzouuCDE3Sg7EtPhoBIbJH0WuXOcj0K7V7LRVcdGen5vddfYvuq6ua5GhwHdo1AF9MytljdDD3SpsiNxt6Hi8SsgOCOQcsaAlq7ffC7fjiOZ9mvKdtpWAEE-f5BPYapVVZXa0PEYFcQco1l3noCM1Ps64KWavc0yKyII2x_9BLaQXdTlk0NoUSYt3o6v0f1CBg7bDXqsSmGhpoCv6yLJf77jTubtWQ_qV180HUS6VjBuJGWD0zdtuc_fsPGSZypBhaLk7bI6cQS0JQCwa3jWVtxp78UDDhiZJ-xDdalCBdbK0m8V0UXP-URLnnaLXv_MJqLATUy1yne4wU4z1KB3Ywg1lcBr1wcT_3x0huGxabriUHv_qhL5irz4q4u7vMe9-3PUMHfWyYzJC4Z0l-NrmAX5XPt-Sigfqq3JVqniOtoOGln4f6GMCu1NBZj6-8dV8PJIePrM66xIJv57Fw2BrSOC-YQFCpgaCeoc_ZqZ1fEIF3nyAW0Gri_jg8Gp7FTWe_P3g_SENLB4WHpkwgqywA3i4765SHruYYovB9H6AXWdKGbESmIox1pf4R6HhP1Vehi9zC5jHCD2lw-rGQuUMWFcqZ-hEeW_v9SD_LCJWxHZBWe3RHd3qubniwgjK9N_wFDKNVQHdUywyB_2PLz7H4m-wwcVjQoZhoGGIqAVn0a81fV0CJfKdtnQsydvfEW4YSDMO2n-yhAvv1akLWzDLB4_C2CiAqj-occoJntKrvs-3nCiUdJSHNQdSI6W-S4jF32fpxrSp9mBQ9K8hws9P2uSh-2HlcCcy274fJvqLzOri-5Owjsj6oP-V6zW3AHQwu-ETdS9_E3vKQuJJ-5RxyOQOPJSSI1lxNznWRyGOYaalrXO87g5Qyb3R0YYLLRr_1fUOqMPc15jVEckJGSA60wz1mhp3_Qx6JnTATHy2ewOWQqIFWG0XY4sWKBDMuHNzQdbl-aR8PP2O1tgB5_MKRF-9d44qtfWb3oxBSpV8CCS4i8chsIQNMzFhOqqaxzyv0BduIxTeRSetExoaNRc8tKJAWam1_LbxUq61E1zAWGrRvEPLe5SiDnUcd9Rsk6FyG1uWXbTpf4Bo2Z3GfB7ek2_RimIMOHBKIjFcrj8fwLBMLkLDd7G6MUt7hrXhGcqT5vhbim_azbflqqJRfN-ejwBguHIZiD20Ftvm1TalSxtD61WKOs3qqQm-eW-uxsbcbQrd3T5EWv363Pk7znClTSmYkpkOahhSbkBxc71swIvsvELtDUOsNrVnuDKe-GbL7RqwY56Si1xTs4_aauyLa1f4s9DF6pcJaErm2uqLMfr8DmzGcjtok_PTR2drl3vv0UsmXxcZb4kUVEyd2Gjx5zLOQ_AGw34mBzPZrTsrcxq98iiEOb560X6onD8pzG08O-irizckS8GF62s="
            }
          },
          "id": "prt_0acca235d001Jk5N6O3d36EWrL",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Verifying set iteration logic**",
          "time": {
            "start": 1789605323689,
            "end": 1789605331922
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35cb728487d1885f61d3e2d2bdba"
            }
          },
          "id": "prt_0acca23a9001e8R7AWXHnOZcoP",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Planning JSON output with LaTeX escaping**",
          "time": {
            "start": 1789605331925,
            "end": 1789605331931
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35cb728487d1885f61d3e2d2bdba",
              "reasoningEncryptedContent": "gAAAAABqqzXTVgta9sQz02dd_7G_KCutP1EO3r8Q6n6P1AfnZHoXXHAvKr3cG_BAsRXS1kVS7CKtcTfPuupLG5NDNS-dgBY1xfygzGwQDLz-XYNKWFBE4LJCBT0Ld2Z9YTBnfQjCxd6hBbLitBMWPvB7eOaVqKUZ9fTxa8O61NgBakBvFfyZGfQLXryFxgPee9fzaQYlI3IBkuS5vvJv7Wnw7djFVkqYIZJTJ6FVMTw_76FjsUhf3OlAsJhDfDBbe3GhoastXHwOD2t9Pbr3bSDzJyTma8FMfgcD-8P0PYKn1pDifRyS-kq-e2PCXPd7JYI4zycirOe8eS5AOKCOOIYDWx6pgj7iKIc2cg2WZdJ2mw6L6vwQHJuKAHl_m0PPpndnTIFww0oaFGQ8GKFeArOaRRCEmkmwMOha1AbKueyMpPbVqpv6MYYfytlorG5L3QpwH70TgdKKT6s1Dvo0UWOV7_DRQ0dKX0jWts_x0bexbf1fpv36jt3BsfgI9h-8HH1ZKPDexmidKeiuJLczxPkjCCreMxuecv20SLAmmhKnIjeryVaXq4E_d5kBqnyut1UDvyXheWktOnspHMmzWYwcst6NF-pojbjWgsx9VTZiOLF3Z1IsOhbZQs2Pnht6q07pqQbEx0H-gJSMGaP2z18_LAdsumBZlNJWWp7JhnATFSxV-076PI_GIa-w2ZyUlFuZ_IMQJRtK8YAmCnYO64xpoPDAMOIyjE_xsvl-ckPvpHRwYDEQYiyftVtJHfCmi7LBiLjiyvf5u0F4s4gdsfrXobOh17tuVEUu_KQ2YQYNDv7Nk_0FPGyP9PwpKpnYYitAe5oMZVAr8gmRhEmhwtrQjdzb-CZjO5PcxsScGGZOX1yorTUxViJZqEvhoyN108_ZoLt7WsRxGufobW9C4x8Bu--CELDxSmk4fWDPJYsiHwO4wT-bGEelaLXYq3beiA8IV7kNIICKLFGdnhSnDCbbPEMioQgTHNFvEP7hqHqbwIVtWp38-xzJefRGxpVFDKO2geM9U-GTjd0QFd-DyQ7JSjOma6-eBvjnP4xVZaJAyjsnBWMJq7Yzs5jJl0cfYNUAT7fKYwF3BYnj7eMCJ5XETLENs3U7NV3a9Q21JXcWAl8JA7iBT68FjOIzJZoZYLINLBe6V9hLOMZygjATJVUW9A6BjYN68TFbilD4sPr7m94aPLBVuB_Nb8FpMp_ufDOkbp4UfwS36BDfROeHloVFtVyUzccBtrIRAZJzxVOQc-muIE8UHh_Pph6KSUh3p1-BJj3esryFW3_00tjo7UvCzig066lVAq0t0Gxkh10GPkNih1ZRD63keG2pI35nYsOK22ZMYuRJ2d3LPtWqHlcMkx1Uj087ep7eiLYrSuolD4ecxYUAQT0WoOYZVO63yDDOMFeL4kEtRVWeG-EJuvExQgZb5oWE5MsHFdD6nLLEFmaqV90I2YnFGG1YCuI_CXYCBh0JkeQBp05c4ICQOqNJYZmHh6WorxYHOTqB7AgpTbCL1Tw_3rKJ3dNqRi0wemddEBNSIhCmY1RAMVdEjbXYLhePvovp4HXTn69yLDjxy4U2GXFy11KqIBk9b1qJLT14RDfZ-9KFCwrNYIg12AWiySdv3mPq5T5FCA6rmfmEZaO4UtlZ_EIMhIIRI3wqqGO7Lswnra08BG-61srmrUxj9O9XsfcPiYoucZ80JqgW3b8C8Aq4TwugvVqbb7B03ZZ93SXbJFcxY6VpaWB3JphzH9IQNnjSaxWdBi6EMy455aO6hBdNwzeB6gjcYHwLNash04ckyE0Snd9SV9PYnkPqCINuWI8V6C5LidBVbIZdlULy4rVj5TnAwktjClBYT7U9Ws1tJtfsiFsLjutyb8dCdvUTue4XdU6jrx8ydWHGk8zHeG_9iitqbuHlxUmYkJ34dWuMfWv8ujf8L9rmNRE3a9ATtMZ22vX1OfXdotOq7RTqnQi3g93LVcUxa8AGrTlcMEFQEe9iCryNE8bw9rwaL1oAAtqVjhBSQEPI8FXdsFstt2tZD-RNYI2v1B3oYyETSYQmfR7GtjBBr7rJZ9z5S0UlmdoefNO84TQ9o3C4ITzqVjf2ls4oE4CK67rvLlXcmHP600R1bvUkXUYCjGg2ZSMp1C0TPlGxI9IqO3kJwU0uuVGVmF2KdylaGCn7JvOLBCz8VTLMcecdaerVRtImHKZDaiCDcuzBHBO-LXNF_dAaNoc7DOkEEJ53UdKMrs8Ii0uHZ_l5zcJeITNjRaavPOYsF43aVzEy3Z9jcDd9Z9PO_Hkr1Qpi0Lb4kEo1cGaHro6RbhL3AK1lnIKFLIBFfivCDgDGQlGZj_YCLna0lIFVquBGC0znMObaGWXmKiZOrqlKByDHgkf5osEsPD4NfjB34I7wTV8XTaaRC6T4MgaPhxHsaHa89_1XVjLpM4-0OyGiF9IzS9sON43_P0A17kdPICjyJlG5KF5u02ZXQGPGZIhs3_pKopA01nVZWs0qPR3pAmNHQFPvsxxKrg7LpnqVR-4twZsu8CQJ7eMjK9W2GhyCpKaCZuKmI1CAPQmwrulJo46W_UzQ079TyR8DI87yez3nJ7hSS3JFBnpgrZAT0SqI2g0UBTdVbH7QinSr1jPx21Pi0MN_feph2rUphZrNx2_Khet0SXFREH8EhglfGpvgO13ZIXqgcRAx3JN1GYyn22zS46mBO4pkz8n-UZQgeFr3rCk6lGF2R3KKK_752amEi3FBRuqpcnX_eiQMpsysGGm0_acjAhOF9_yYnTsbKbdqtnnCDiXNxirmZrAFUqsl2zXx4yrdhPhxypLxqD17wiqm0Q4aL9Wn6AxHNHnvwL7h3ixRrBz9uf_TH7agG9Pc0BcTlptD8hfk8_4S68_k1wgIuIyVYugb67A7ejCYSlTjnFCH5B8tm5HmS4rqauoVDJAHZjSCRaFwMthsfkWGT3ayt8230BP3N-geQBpluKwsS8w4VzIuGA3s4J2rc1dCZu3BehZqp5NxiFqNpXFMrlUXV2L7cWOpftgguUaXQGHcgXnSdl6ZnAjfZUeEMeTa5GvqfBNKijU7HUoQOO7aaaT2LN-YA05czI3Oh364XMqUpbClY5_nhh-rP0-wPD5rw5_NkUZN7DdH4pUFu25xaJ-Z7AakoH0PQRvHZhnyzdfQowfrLmFax0ZaJfmjkv9nRiF1mRivHZfmCaV7mVwO5-C-R6xckQz8w7AXQOWtw8SvjXyB2_HMOW85If3b-4gQTh63mCfmFsXohTyzjnh4NloQAnIGszRJrNUKbjwgLAyPnYm_6JVqb4tukL8n4Jpj1JXLzrjABzHTPSUN_kNKmBnRYjuJTlqojcWolPz_X4wHC3GAZR-Qba56q8nFrXvEr0s3O1kg61aH75PfySjO8lJEgMXAkeEZMKupNRMTreu9jyjX0ZTmRrWuYuY-AfSSZNmIxsNNGhe_JbPddCOO5y4dnlDFwu8m-3tZ_FplZAVEeZpHeIloAdQKZIAYpumJSmia9EqVuac-bKhQw-GCYYJEaus0BWYbdOQoRP4jJMhX79bBt2yYsJTTXiujgYgtgRRzaexVWH8tpPOa5WomPdwXI13iWGFESitW8spQJItQly89ijafwV-eHpLNKLsx_4kcwo3JuI4YAb891cv93hSGYnxFrBzpiAErj6DwLJeIW9MiZNUIB3QTSW3Dx1ZxBEB7eefKbewPvg07UE4nRFs3xI-ND9IwscVzIspDZ-24t4PUI2kdxUtko1v_XpZk3rXwwRrfra-SEUq0HfOti7WO-TMgZTsnmOxFDRdCySPQZjZ5niAJc7mU_hsYHBrlQQBV48QvVUXJhfBr2qCz6qPGpYJiF9oPk0zD0VhLxDr3-5Gr_pnmmpEzGhoJWJQyUj6Bsmn6-AqeH3Mig7clCrqr5ttMA8HkTz9P68p_ePEaDg=="
            }
          },
          "id": "prt_0acca43d5001KFLge2Px0Hsz5m",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying JSON escaping for tool calls**",
          "time": {
            "start": 1789605331933,
            "end": 1789605340025
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35d3db3c87d1b145470fd4cc7f5c"
            }
          },
          "id": "prt_0acca43dd001S8qMxP0YY8YdE5",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Planning proper newline escaping for JSON code**",
          "time": {
            "start": 1789605340028,
            "end": 1789605341479
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35d3db3c87d1b145470fd4cc7f5c",
              "reasoningEncryptedContent": "gAAAAABqqzXdtcvJKRvOiad_VUjqMGULTzX9OGEDi7G31qcfwcshi87arrT0KJXUnTQxwXd9YqPtEDi-PhJ0FPZ9FrCWSLUj5tkJ57YgeS8GEsoz0gAMvFkjvvnCqM3hMPZqJwlL1H5UbOVmtG0W06luPji6HKIXj9xVCodb5UqoH9rnpq6A-M3_EHvhMMsbIq_sCf9-vddgL6afYCuN79N830Kd7BAdkU42cnRNZblc1lfYz5SDzaF-Rewh9xmgu3D-0_WkzkQO8K3Vh6Etq0rNIVB-a7-XCSB0qUtCdzAleNLqF_VWK0gdkNpIvFg_voIJP8CW5jQndve6iCptdbEXu4okq-XVwr89pt9_SYXcKP3FDWbH0JyjZ7lA0VmWg83EbStWqj4OcScCOBf2Sa01ZOc8V--fTbLRUS4V2-nPynB7170cFi2cnEsDJrMQjX6xcnzNQJdHeytRtWHIPHEvIJ2uYDWPKjtSDkV8CIKVqpxP3B6jifNkAa1a4axL5_R4NMUc5Ax53Cawbp5SyyUCXWrgxys6yKyXioLZKI10_5lmB_bWt3rA2XekiF5jW1e40apq-CKGtwH4gYZH5ef62Y4cONqEMavkr1fjznepB90KUQTX3AfYmElgVnd7BSCoH0948sdJDzLhI-uQckS6JUgl1ER4kUpAzXYdPhWwHVotO15e4pxgFo9ZIk7GZBFTF4J7snDIDpiVgh-tjJbSRr5sNTW9q9N6JsgNyGBpw9_F7qc5l1ANKCcyOuOPHmeev4I11N_u0EBdvYONttvVDwZjKoVTP2LKzAg7bCqjopXWyoHc55O94sDT87dKMiBl6aa4Y7YbfFFex5hf4IhnW_r8u_ewM_2lvIv5H1cJJbrLhXnHw_DaanFRTwz5w7gi7uEFdNnMeBdNuvXjaeNVGbvV-4JXFiR5DK2y34G5pi9zmF1BlpUWTrpNr_lwTjQKQ-8agP8OWJOnsc86e6CtZqFm4IfbZJfkmtiQ9YfcAY10aixWtDM1yabXkuOKG1I_BSxHuW_JoKEAmNK6TOFnui9WQYRigP2AFQ7IPRg9sUCfGLvpubEZvt2PmuvWiPlf2oXAJzhLOcdU5MVkt4ntxBvvQCFj_HUZKUdKoCHkVnf9MHI_otJ5j-JGYz3ys0Rl85IBdZRD66ApfGiGytbs7FflcltHzTV52W_E_Sz_SbRa2Xi9O4LwWmrxCeFdRayIdv2u9zzR1x6JsnyxFYHm1KphA45uK7KFs_yeqZ5zjVpi318uqyXcTJ_Un4DrtHn7UtDjCfPo3Ln0Josvt5a9kRWaerBUGfPDdBSJ-RzLzhwiaXbQyx-65ttfBlWSj3ZKIj7zhyeYsL3-spq3CRSzkDFgz4rwVxb-tm4J8HQ3_6hznayeOuWXCWhogvYDNNkKgaC2tyk2LO56pjkX8HxBPPcPd8bivMpGQ6ID17Gcjd0IXb5M2vju_tlN42sGhkmyig8I_dNRatRec_AUAeLbD8XHqho9jsTKRlRyzsngfL5Nz6n-ebBQBxffi53rHsLdli89m4zidDh2OczK-pWHQxD5PX77fg0OvbnqBZ6pFInsY7cDcPuKIHGVtqLi8_aZS0X2_ScrUlP7QaTvXDp_zcRap0M0_stZEjICKZLmrxPPG8i40AFcVXXhywBNg0aTnFDoL-JjDkwvVHVBaO3Gz0GZK03KV9ANyJLWFieV7EO0Q7OQLKoblqkUcuL9-Wpz6p1CZUgqDDB-wtAe76SlFWPjo93jr7WE0Jw-VXDOATO4dZqs02ofDp5TbmELIOV8FXkBsAJcKb4SC8AUBsM0mSQyYQwy_SlORooPE-1Y9Xp9pKhCvPKJaPqbxZcb7Gc7YkVFb6_iADZiAGDo4g7Nps38D7Spdr8FlkzION24pr3cwwRDRTFHgmcwLBYW_efzGgR004Ujz3FzRPF3HgJw2BsUO__iDYqJ8Px_Cq-BldE5Pxlgr0dEuoT3NI_icEUHjTtEpahY3-thVa_jiHi1RHNdqQnCQ3-P5Y6ZQ5PewyBRMkdm1tK7ZYmDt2J7z_5Uskh6YUuOFIxydOSLH1cqm-AafxH8dH55srzo5N_xqXyW-Uqs5QFpafSEXLGTo5lGM-MGrOE0B0S-OztkXi0Qn6C2C4Ijxguv5w_mEog1rkYkVrSZ2-_L9VX6sS6m100GbyXJfFL-1qnrJbuONQl1MtjnnN5nPdWMoJD3eI2Fxuz0hH9q3_k-LLyIB3awn7h7KDiL98QuwAQZZNT5QWIMUjl70nAp3yWWPMWe21yXka_M-gnfZKbbDj5YislORZXeg9dG_q-eeEDqw-spjv4lUrw6-_-hsEzZuGs5B3PZ99BXI2pbBwMuswwlqVWdbHGMZJvZjNBZYBZhtap6ocYk0UcfLvL5_yIkW7QkMbvfrWwTEJxw60OOrcg3Mn8bbtOeJjk-qmz3fqH-eKoRicVLoVv5qVxrv9AR60MTRoaS_2vn7Lj3N202WbmmnO9nnBywjHvQEXszeY37Uldp3QgkqK-oHMArBP2YvHfZziDyMCNjTRouIa_s3MN6urNuvkKXx_L2KPtY67Is2zQsCMSzwnyyJsBC0Zr_NEn9JmCzaXgD8NkfzKQYSsuMxEl14VkcKzTd9L6penLFzmjdHduszhPDVirdO3Bf3244LTj5SSJaxUPJqhnUv6pbMv5vqDGbyMu3EKokSFtuDfJFqe0a1o47DXCj7Gl6q1fNPLR7aII5CJgp7grSSjvlzZirkj7KfkDlbIuMItmupSCgZdnA6huT52wrkre_7FduMHlFCZHdyOQcK452nTfzhCGAMZSKKVOOLwxx513kk16VoJ9haF3C8yLcmQo9TB9Av-uZnkW-gEBE1yb2jwIrKprnNaDY76qNHRlhsPJKGEeQg-TpK2XuE795dzwANnBVihWnzETIWr0SEsF7wokLCOylwsJA8du2Okm8bbdmVxfm2KPKDJkzDPjMMAFpE3_mqDd9P_UbbE11i0ili6eKooKeIjOAQcPBnuYhABRUDhw4YOFFE5bITiw4aUNiRzbhisJxcGylbfQXQw4-Dpg4O-MuyWDvtDMhAYnapBU18cUorzoZHqRBiJHmPd8r-T-pV3iapmtGsPo6F2_jlYaJ-OFlsFRs_me4UpW3bUudHlVOSV7GtIhhoWP4Vyp39AX5UBQq5dIusxvdeM74xVyk1q6R6hrnXT17ihh2GJ-NHc-F-GEaled01DuziAkGmjFOyl_h5ZW6zYqc3Q9CZYGynC60PIf6uDKO72vuuA9d6VcB_zVfwGBZrlBX0RC1VqcEJp0nOpfQA8LjkTWwGGZYuPf7kbL8ieEiOGzoCBW-61ry0fc5Mwcaluhi8AXVpy32TaJG294LmPExNgtrOr62TzNUny7qD1AU2zEseuNU9vKa9zJ7r6BX3vDW-GAXnizLXPAXT6o89X3IzRbRDDGy84yfdaQaddlTo4rc3BX2ZSC_BxhgWYwZQBRkqMCao01owcnAmT0Q6w1CWR_1t0HHlaqx9jTUlHesHMZ4ofAsND4w1WzpySdbmI1tnP2KuqlYnNQlghj2XA2XlGWP5BzJ1MZ2aQLEZCU0dG0KABnAx0iEZ2l3leC_ciSs-i-hMqIUyxvSygK0uAJJKAy8eQZDNL0JVf9TTcQIedayCmwRKumasH5JM20b66YdVPwxUZK7xSeywXZATZbCbb00oykVrno9rBr4PvE7vAV_VT4ORjGPMDVRd8XQ_399LqVN8eNq3d2UkUXRfm1jXv-YQVrJsAsBmEb3sXML0a36XUa33bTxukM39NOFhMEc74lea7BSYSxrpFIVV1XXh5N_dSvNlMAP8kNQFSA3-gEoPhCfxzyut7lDvUlDgFwsz2AXRxu1lBVLjfak2hQQGYqIOJ-ZxiGKxYz1-zLdL7JvNRKom2bc6gtAKn6mKIE8ZHEvgJ__61gDNTRnPdanXPsdIvHvQQlVrfhkfJl-N5ougSbVguts1wIQYy-W6yEX4pHSi2BaGI1xLonoJ-37nSmIFnWUKfIVPnSrv4DPxG0pRaLsHvu8sUSTWvIGSSR3cJut-OfscKbm6TdpdHhabbPWCnkdGaI7IuL3B28__kdVcDm63OXeo8lpRSJ-HiOf8Cd0iJH-jcwmNqAmxGCxdNRDRuy9nvRe3u1H5KMkLzHpvaAL7lYSL-nkqNaG1sRHmfCd_tUQsPo6r0WcVl4gjdRJwc_cNMdTuVeEP8wxts132gLEGZI1goLWsRdAVCvGcZhDXh5T8qRH_9lE6BvyJsxgMuLOx3HsFiA75RApBQNLXyJCfsN5RR_mw-M88VETYg=="
            }
          },
          "id": "prt_0acca637c00105nlGyZpRjffdj",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying insertion order and indexing**",
          "time": {
            "start": 1789605341485,
            "end": 1789605350422
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35dd64e487d1addc0a1edbbc4adb"
            }
          },
          "id": "prt_0acca692d001af2XrqTzU6wncc",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Defining run starts and active position sums**",
          "time": {
            "start": 1789605350423,
            "end": 1789605350650
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35dd64e487d1addc0a1edbbc4adb"
            }
          },
          "id": "prt_0acca8c17001RYevW77a4WHuKD",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Implementing start removal condition**",
          "time": {
            "start": 1789605350651,
            "end": 1789605350670
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35dd64e487d1addc0a1edbbc4adb",
              "reasoningEncryptedContent": "gAAAAABqqzXmHJTAV_rmLHlrAY0nBW72kyAAOq-a6oZVVB8YX-JM675DDpC7SOWUDviRaYkAfL_KTSJOmT4Bngx-uX3Ad09Fh0ItRdtO34sa-Dzv5mRuo7tF9WqgqcUvLvHCr5TF8VTC-FE17OWCl0WllvF0P84ljGD0LfBLXtpunZzYxfBbgI80U0OqsAcpiNVk5_kSI6e_pIcYPU6JqF-RFh8l3yhc9PBeSPioC0-1xWwqbSFa713svZqQ3oWmzAyjDcjGDfNt1WXvttUjTBLuWMVAFd59TytpK7wgBKQpy04b2GinYG8t-hibMhDuVR3dP_2qtmRRRAzixjPXU2EJIyDR-dXnIn6Gc0tX9IbjX73Swqw_a1SsQf7bNtKMb35PPURdhC9CaP5uUBRO9AhJ6tbfhwMhREiVtczTyXEJFglLV_-DT34nKAHo3K_O317-ByJak2BFTnTgaxIizIHh6Vmzn24slB-fR3RCprL3gxHcv9LG0pV38cbjb6qa9NkZvf6JxExeTlyLdnHXepE5sa_HnL14Vlud8_nzHnw62E-WyJpcOhtnAlkkQOygEtpYqD4vUFQXL9-hD3PfcJopBmWafd1N8jtTXARU_6FrSqhGrini1Q9etbaG__McUjBCPhOlZaXitKLPLR2wlvqx36tnF6uNTf3s-yxGRF2XgQmx1LekoHKzsen5_igBelWvuvQGAsGdSdPDetX9HG1l3Q7j6-Bem_qEtxiqh9vktjxDIMWfSMKXBKcnvgrcJAedzWni-E2o6x0j0U1vq8Khy-1BXxPKezhHFR7p4OvRco4gPKBxZtc6B0lQPd224wDq1_jEkeLnrGBhy8u4o0SP7XN10nWv9SODOQvh2p0q89udZdWn4wWIHaJfu5m6TXYek8rh01CecxlTbSPzbhmKvYS6rKYH4K5lP7FVMkfL4Teg7tkOKCG5lXevG6OmIXxiz4v8-4rbTF2ut5cBgPeChWHdC1wYCiNIxRMuExtq_qaIEJqo19SzCRVK4Tcob8tObm9wQwJq7aLlAnswIOpoq6z_LykOU3veDCfKWn0pzAT7RSSkfkGZnoJcug8jjnkuUex31rjic3KYJ-AZ7H6lQ6Sf-PguTFHFBAzIuEhr-m7gJd0pSwfxisjyWGgGiDzo9lJ9rZi2bhSURwgxU4PvFbpGlf6w2BKoW5AjCwaiK2ZJxmHN3vwDzYDLu81vW7HmbpUaDaY_cAgUTQCiQofB1AuezGR9Q8pbOlyFIaJdOPRa1LeSIZDhwkQGgZ-TL0mU5mL7pmiGn1DqVT7hlFmWGvCvWoPhRXA51aSg0c7eaEegHD8zTZN12ggYNVMUO3yuveTJNCLWtsoj811pG6P9VEtOTy43FbhpGonV2LzbBNeA8va01QWsNzjWn8Ecizy7TmmeL5T9J0hun6559daH6r-JuzitE2fUEOvBz5cDpUCzYYEvIVJQXxhKlZl6AsIHu7DTKdzy2z2ra02fmRlbmS8T5pipYs7_GmVx7zVx-tAnn1Abv5vnEh0u9kese1adMJbIgBmMYWgmJt3DWUNZn3_irBtM6wZBa7ap8W2oAkANrrh-cPwqkidkmGCEwtSNIECN5GuGJeQ9nm-dpW9wSFZ7vvqNlziXuZv7vuQKdTN-_G7rSismwlmJfns4bIsWMyAxP6wOsCjF6MyZMPwZ5VdsWO94ltOADidsiXhH4HUBC6AW5M1OXb_NxUAu9OgfmaNd70d6AjmGWiHWMtiLz43QBF42h3hHSnU5VdRfBree0mU8brOl_5pwZ886U5fhyzloEo1g76Vg7YN2p6XUtUB8uu-tRJQV-jT-Uo24TpzbAQvuQuhLoGEjQXwSthQVRYsJoHH7Rlwhwie5Rzm-fi9zw8wa_cS-69ztpIay4L0ZpGERMhzUFEAom92EszIHTfUe7gjVacZoQzGF02yXd2tONiH2qF-GrpgmW1UmSd2634rmqydFHK98T_cyE005PpYAXrBK9oBFmqbJ3JmS2F0rpQgfnAE6QsImK4bcOuFvx1L8coWetYD-RsbeDAfs0Uht-0mZ7DDsIZ8P6H4DjEM_QliWssJlfJEbzgY_T_MMxCAt9_VFlQQ08NiXsV1PEdWicGe1EEhAxjOvi1vyV7LwXKNagEN3BoDebXY6B6HZq3ASa0hX7xwHKSkZ7zeWSIiw4_E_GTgV6jlrk7lR83JKQqD1kybRAIL-lLOhDibw8ITCDSUq3WF4M8ud4BECaAVRf6tSnxZud6heACMA9Qylqu-HOHcvCgRL--jLvdFRKmggfGA89oie8MUdLdxIgXacdlaKYVRPipGQZ6aSAQFHjKcefgdr39W3a65hGpNLiXAuT8NUfCIQ4I5hz0dF-DvPfRoVY7MqEDMkprKfn2dVnSR-nueIeI4tH18_XUKsZyRf17hLdy-tRETpyMBgl2-6fLPJt1QP3ZfIR9zCKdgKg71iK11vjFre5Xs7JaKddpA9M-_oe7nclLH4fvHD_Z-Tm1u5RjcR_JbYqahUX9d1l87fwVfeYJojvW5fOrQCoIzB9-od3HnRJ8No9lcmOBtsEahKXb9_c3t_HdDtpnf3SWKjrwJefszlTy903UyoTVHwnPdI5k80V6kQx57V4UjU93sAZZOho9gvuPB8iDXuC1sMuNxiR-1jK3SQr4tfGV_D-UZSmg8QGsF4xODuHtq69G4m00-p4dm7iAo0Ux_91M2RQqkmgMNGgJa06CSRIJXcf-5bGUyTgsdMaEKuurs8arcjReZ4DD84FgdS849L0WjTbxnh8DRK8aETiicgsc42u5sYfOofmq7kTHs1j0ZtjcyITjIviJ62gz334aG_OhCeA2021LOUVmwwzoW7fX-77fmE0Mihfs_K980nzlBJuEbzAuvhWWyMGj8B3yJTeS-qtKU3nQAQMJiqzNfqklfjoUA1_N2ZP2ZSIiarw_jVUSxYBTPjsrhzQ59NVWBIAObYTllWogFwXeL7CsLmQeZDqlVKTAjQMK7wcp9cbFDhQ_saAKRoUI2-mVwJg8mJogDIiL3I7LeNhmuz3Lw6qLjKTSGcY9JJeXBwvIUxw4vZSc5WvySWdKJYSl851jIFQNZhuqxq1g_oBVrjkVbDeL4ZHaJ29gXJaiY9-94Vc0fHyQhE2-sZaGkRFVKcl2Abv1ROfdPSaN04MgU89E_2QLYJzaTUapMxBzCmQrteUtV44tF9DM41POAC3J9trun471JNpOuPfM6UDYIBONA5iUqzqa4hW4HqyXJWLSXCe3jAaPAiu4wGhIKDpNVZZjS616pqTCCnHM0yVH6ayw7o0RxihN_GbjvwtiMxTSrtqvbtcciZA-94H80OKGYpMP-BeJAzfBQB6xGM5SZAhfZU7GgRo5Tgh3Cv9YiAveDRsc8Kswp8s6PArTGqCcGX5aYkz1ehPIVEl0HYvLAk7hzNBrCdA__NcpdBXp8_2Dnf9XH9F-sYiN1YYvVcTVbgmyXV0-Ox0h_xRMDUSNXHSEGs3Lv9y9wrldPvAL7jZYBxTQfN-ofv3tZQz7aJXE-HlQb5b1_M7Y-MR5MmXBw3-LlOmayFpsDDk5n3SWonT_OVNfh28PaOcGuvXYsW_cEyyiRTVa3Saium2NDjtT7b5piyXVWPh3t5xs6ehXN3cnflmMAeKrYH62EYdwbWcw_z36kcv15f5L3JJYfm0w_EUa7hXUX0qRa52mxY8esaJKBXC8l0fkzKeMnyNEBiJwOX92o5V5gZ4GWQLN6mvSfbrSKVdWCboQGWuVkTRkH0LyVgMXhfeFrn8es6ENImAfYsvzKh2j5BcA7HMAanP6xIEv_bmTzPpTAbcXFpJuSvk6Sp_en_OKEEYwBlWWGEX4cHO4Skrl1e34OWdPj4IzyKTB1SYHBwZ26xWAmdnWJlZuIbTJqEB0xiqXVLpzCEnOsU4p5HLvureg9aZViJQME5Z4EA5sr4jH7_WREpmN87loxzttATXd53sLlZkoaIkQ-yK_f2IkruCg=="
            }
          },
          "id": "prt_0acca8cfb001t5Me08RmLfQnPi",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying run condition and scan ending logic**",
          "time": {
            "start": 1789605350671,
            "end": 1789605358366
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35e69be887d1a885c108492554d5"
            }
          },
          "id": "prt_0acca8d0f001PNoS5dZ4y3HP77",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Outlining induction proof and implementation details**",
          "time": {
            "start": 1789605358368,
            "end": 1789605360461
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35e69be887d1a885c108492554d5"
            }
          },
          "id": "prt_0accaab20001PfdXEpi8kJgcOW",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Refining algorithm proof around run start sums**",
          "time": {
            "start": 1789605360463,
            "end": 1789605360489
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35e69be887d1a885c108492554d5",
              "reasoningEncryptedContent": "gAAAAABqqzXwrp7A76_BGWhp-I_MqNzIDCy3vj659FA41iGKBZFaYEYZWyt4eIJmyDp01cnlO_lFaui6uKm15U_5qbYRSZ1-FbWQAwAjkiu1KBCyQHUhcd24_hrFr4OBcnfN6ot116TJwI7sFv6bKc_UVXGx73_FX1R_W5Lgyasnvcl9mrx2Os-W_PWE_TxeZCBufsDYo6z5lxMitYm-deo7U2r4ThcrG8RmZVz18t4slmaTHbHOtuvdML5D69S7f7ROQwonqYP_4o3NILWnMT0WaxfxOnF49GGb_yl6r7IrToZgBrCwvliar7auPecJ8g9lftrqx9-Ur3B4tALT0XuDfSZCvvPCQjEgAMdnAKq-SygZ7HhlbTGdXDZill8u-G0wUluRNx1a-pepFE1qb-OBrYNztfMAQzEQ7_enTz4L0i93NqQeP2heXQIA7phrSBWrP20BiXc2kqyHCmJ0qISgJDeN3shENaX2V3CUjAeCXW_yp3-1cD4iEViYQgorIQlFmdwiLkqvva3kfJ6KEJbDHgENdIBBFptrbqNzlB477s2hPYRLsZ2MIY-rOjPTf_gCeh0NPzO7JhtdxxMSTqdb_ytIlentFsqTeUJqI7GzMkLePnekeLf8L_JtO0DMrfK8cSeBAajg8ob_6IDAXhEgIvRQV1LPka8fVExxmVTtESt34nQzImTGPj0E-KGAMZzWlArYMFM_-H_2noVpq5e-6orRTSeLyXdC_703Dh8ROmFLT0HEiuykCTKPsk-aebg1p6fAeorduFkx7_69kFU12vmCRBW3Bca41N9YZ-BSlREmGiZEQz-waLCSpWLZvWkG_6nDivZHG1exo9oYfDr2DtSgnOhg0d0TWWirlniSaNHOE1OqCaZtejj9u0BBpWyS59DmEgR0r2nGYaX7zIv-8ITFjnP9pX8ws1esPRfriJ40TkzWiGFmxPYdAMW4h9akQNf77BikF3gtbqEw423OV0fC2-zqS3hvNWC8pBSYMSCbajBtoLh2dlf30PURatejWF9uifajJDa2Xb69WN9y0wdB0jNsT_C98d3M9eLN4RD3BMn1QaAR2d28nT5lK4eOmXSo1QuiHDhD4xII6sWETHGdqnEUBx9fdj5x66L2WI2Z9jI0NqlJwlJNs6qjwS3kGgLeyaGbiY6x8EwoeQdqkB8ewnNYgt1MvvrJ6etLesaTeVm_h97UoTRmel-lDv6gq2f7OXPpQrEIqoCIoK1OhldAjqrHehWjV042UhVePbiPQa3zz6UPWA2E4riNaRSwRJM5scguTWwOpt0aSyNab5ysZh8HHIrnJcogleOQwv5wC791IxEr4lDM5zK7LIV_ZziprlIUQ2AkL8J8tkJkwThWK063uiashkLJ6wJrZidNkD-UV-gQyXr3CFE1iXwGOsDHnm2tIWcp_7D1LQ_fG1UNbbHpzshUBmWeNATdV-nYtsllZdV9LIieydpvhwMpJN7oaiJo5wNjyT6QbZJY3tfAGhxjM0YrZ4OvsL1NhSeBzyKc_spn9ID5eS5Ae7KrN8c5jaLy_oNrcRCcvg9hlOZ59IHYOibGs5NdXMfN3ynDc6ycKAL4o4dvS9M7A5afiKXd1-uIPsrlumAkT6-kUt7CW0EFLxbb_Fg-m5CKnFFK1Hp33BmRVBya6PwGKLddR3GQ9EkvrC06qLog_CCC9hyOCc46ZuxMBckG2IxvoSrV0sEBmQr2JkuCrcA3rrqE2MxMvYZZJ16SLsUG46ock6oZdXslpHqJc1hOwEWu4Xcz2fLxmE5L9P2nIFTyFCpOrij5K1FSa4lGSqWem6uy3iodU6R-8kZH1FQRS5AaMGoyAPeVKzYrfyU2jsBetk8WurURUA3UMlyMZHNPEVsFEJgA_UQEj5me50EMkp3WlPzd-1LmAEbhf5VRRxs2_vtSaRczt3_V9gOCCFiAJTWPV1C2XbZiaUNCGBI6eZugXmMTyNQ1avu7-v37Jn1ySXUqRlohIKSvp5u7h5PL3m75A0NUD2XZv7KS-38G_1Nfm6moMpaTtyvKoMYgKVuuMhqojgGwltGgRVUF_axrRDN7dKomvgDFpFqpt11a2vdT0L0I1CpPGDpQToIufVUaj_phWDk3aOiUcJFUOk7GmJ2Gnf4vK6QFbmosF4OZcAsJwqQ6mzQgcKQe_cAq-dKg7s9JERrPYrKtx6Gs_kbMLpID4vn4okuzNrPhYueeA-1-2qjeJr0A4H0Je7JWWKhPDszomzR9C9tFDhpBTGOwGez8nCF8RDGDjaf3h1CmHeSo2uh-_JCPPlGACQRoQ9GmRfLou3veNIyLOiZSjkUzVYFOmCVG5Lbkj3d03AnQv6-RoSkYNqdCwqSzEsBnEl2c0STsncu8afnR_2Wr7thoXx4zDnEhLdTCeVGfUXJmJDpVBAyCDHfLif3Vz_NvrICUnWUf_xFRZT3J1mq42N5oORHOVCTdjO5MowRkcHduzEgdsPAWi5RI9YpSribc3SvQsHtjFgqCihKNwvQfn1mOs6lwWoSAdL1PT8iw6Jb8X7nQoo2YwXDws2kFVwWAb2TQPbV0nSZz4I6U19SwepfW4MEiIOfLEm-x6Dc7fCoogxmFPTbjQ_cVvsLjckcuLfz8X9xe4IjrPid4SXSBR04Ce5VV4k8z8zyyEybcSBkS21xRZUu0Bkj9K2e1PhD-SwPMilztsRaHLnnq9B8rOYNiZMcc0RtquhblwGHgqFpsb6m59Lu_rB9Kv2pyUw3u3LtHhRpqtYrBXUIb40myxjDAr2nxXNk-JUnY31913B72skLPpK8BayNeBRA7tiySyONMPfpUf7ricH2CwMEWm7xMEdtvTIckNzyQP--v-TzfFwCnCTiMlWFMv2qZo_NLkHlRpesHpDx3bzMTYgtoSSI5UZj7gjfzdyw7LDiDuCMWCPuStzGSp6YEsbnRlhc4fgzhWzc3MxNFyK-xQX5bUiM9lR0zZ1GFQK71l39Ojr97cK9bJ7YRAd7i3K2J9tNQYbFY5s6heHfQ9WQKFdaAY-s9GScL_Kl29UpDW2CGYy8tT8gogiaQ2Ca2-o22BgQ4E75fUCtgrrMKlwhCzaA3ze6bQR3Ufqy2D6xDeEaNhe182Oa6bc2XZ6wqohT4Ei49mUcl-6cfozC9y4qunUloTkhfydsajGuN-f90dRjl7YQ_t1_tzCkPqiEeoPfeSWtB-VrpRYZ_wQoGfALV1jqM8oki9D9CFE_TjWUEk0s_Xx1fBllaCmHTmNyZ5t115Hc0d7hbKZAiUsxwX06Q-BfIj2vJdBTzKpSxu4UX3WDO6IZ4E8UIF1ZPw8c2glW36agva6EpCrq7Wy1jAJ5_FRVUzakvjyRPCSlrM6qEQKcv3s8cJwgEO3qzibyiMd1sLtcElpkPITLI2grHph7MgCrpaCXaynbd7r_A90KDa7QZzjh40ESCbRRAd1FAFEo7T-m8aANPuXvkpUkCciYJD6w-nVBdwjS7azxA7aGsz4tNjz4FtGKKNEINLqQYiS-3urOfgff6XeqdJHrSwhQatJZu4ZL9o2ZYgqInHh8GVUZRsI2FdSdS5wBtnkJdehuTw-xsmScr6e9zFsljcMpsr4VVrpMaeyi3c3xYaXvfW2srVnp8wABzMCHpuVtmrJF1kBakUXSTBefdQIm54lL_JePvr-Cp9w0l5gXoHmNDoexZsA9x_XQgrVXGJslmdmALvTJDMZ8SWuvwHQjQoU9v8Pl4Uy9KA6t4z2uwrJ2CYgDZRvl-UGsssQa966DCloz30DTzfWsqdUlKtS4G5saBO-SPPUyfqa7KIqsaZd5RuK3LKcXE6ytPOxJdjS0Oxjd08B7dXHQeDRW_bel1x_8FPK_eqmvMHiQJT8NX3tLMDI3ZOcaPCzKVMAPqxzO3vUVgPHVOkQovETFXO3n4NEWGsdSVoF57V1nAi2RMoNTam4CtU_pQIXc8ZKiaxocDsMtqx-3ermaO1J1hU_Tm0yMhZs4MFh3FwKo7a3wK71j--XaNRTv-p7201AvvFF3Yb1qqcn1P0vxij0ewau4rd46WkumhBWUdYo4DW6mU0jyaTGZ78NY_jHCUitiMw35ZNP2xlhXER9aFs8SQjhqLFTE9w3LY8sVtaEyeakXpH4oFNrZQQTQzkdR1HF_KpYlDToYUEH7R3_WqMVPVpJ6Dhbru8Igrz8IVW8Si2mgw3X_lItIykp__WBC8AwXqWaZZltUaS8pOBhc1VFfB7LFB2FWzEuWqnVJAKqnTKNh4mOQLt4i2Phs-mLQ24Up7dblgnjwfhug3JcotZPYnXtB5ZkR7VjGwMnecVx5OMcg-hDTPsQIsDeAVLrEFhvYxkoFcnLreeajgMuPvBGEDGZCY6fkhddjNbXeSyVrYTmyV7OJlxoe1RbfLJQX4X-7umwgEXwIllJNkkjbbi9rEcBzcLXhc"
            }
          },
          "id": "prt_0accab34f001Gu0S3BPM0RMXYL",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Verifying Fenwick tree and iteration logic**",
          "time": {
            "start": 1789605360528,
            "end": 1789605369210
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35f040c487d18f4f07e91240944f"
            }
          },
          "id": "prt_0accab390001qVY2EShM2i1TgO",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Optimizing Fenwick updates and set iteration**",
          "time": {
            "start": 1789605369211,
            "end": 1789605369289
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35f040c487d18f4f07e91240944f",
              "reasoningEncryptedContent": "gAAAAABqqzX5B-_BQRZ9Qs7esuiKpRjkqBXxn3Vkt9umMq82apHOI9isL175mD5UFSOnlTAD1_aiiRbcAIXITTze6oB9aibXu-5hQgYYL8p5F6ivvx35-8GtGg-k9TZOOrQrgKvtwCBXM4WywrzD3MDYTJGle7OSoh-Cob_0u8b0ZcNI-ld5CScvlrPC8-VS3orv7g4JUSCppSYYpfnALurc54V64_9gp4DBkD7OpHphjni41fRsoo9Wq_Fszz_JTeNY5E3HFaZZJFB3_u4O-83jErz6fVb96x8VN9iPlUi2FVYA7MKc-nk-_ZqntBHJrsDDkbjCqyhuP9AHkXGb5asgwuw34bhcqkBWnXIsV06iO5lj8qm8-EHf7vdsu1gisg7X96gixgba6ny-bfuxENFWDkVzR_iL0camKAIeZT_Fj-6tNkXFqgZEsC_UaG-PcdK_xjUXkM5oqBXbF2qNU2bMci87LtwlM5V9B1OvXHmZTAcVv_rBW6YfpifElDtG3mu7s682vX2cF733ujRygIb4NSlIExJsTGjzDrvzVyRW4vyk-gkj35xLo8WDBg1L2uZTIaJ5jTqq2JR4rhWifsWeZl_KasH5_WjwGqOceyuRv1PQGaZ-1oHgfm_6U3IPYSEU4OWfxznMcX6nwic1LWl3NHpMNN94wAi4InJVRpnEMgWO-8zjO4hYuGKukYT0QT_0HhRmlsCQmwpjiElU3dbjtA-620Z2FdJrIhSsD2WR6yDWxhOOEvMGJ5E_WCkfCNrpi5563h6Bwn2FY6LQtzAywuLuMkxrNVXFK4cSOPryJdw9QlY5KIRKbeksdWhMP3dhJ_QgNTyX5ZjHS6OZWlz0nK_Kbv7pj0mO3yAuStwksTFGb3hKcUGAGUzo96opnOAMlSw3UwFgNHJJyTSgU4jAPaE_v9ui32H7h9bj9QQ3Zja5PFmLoVAFo7anOG-ZdyGMtVYcWoNA1YhIz1CRbLZEvHrKaIEgGkmiTWySLmdz5OIZR4FQsrcWatv-NKtjKkeMeHy00YW3ZDqZZvZ77jvwblqmQFlEXP7gbpqWMHTINXD_ls0E6AgqfsAzc4OZTD8JRt-J4FvxKCbSl47H2WvT8wuCENvHnZtZ-bAcVSDOwSC3qJg2ufMRmz37KoHPZOvheokE-RaKpRiwaKFjyf3DqUGDMi7X7xL6X1xzgsIa94VLKIZmDTnkye9xQFOb3CmpUUztb66zz3nXExHl5O-UdrZwCigWKDyOtgXZ_1nw_7zVUC7nCCkTKokKoHSQb8lIzYUAWQkGwyd6uWmAn1uvHlJiQYyJ9iHoCGlk5LjjVHUHFu_vGvnvMrAfmxurYsjK5XOHE_v28OBu-A7viZY51SuddnKgncoed7Nj3KnXEx8FgZlDCUzLEA9IzBDS_Mya3k4mkCfZHSGujvvGyIKNOuXooqSllsEbYQG0Y_IeNovc6pj-bNQeJE6W72Bzmawux1hYGqSe-rqxA5CIwLVNTPtPtkwV7zF6mDUE-m8gJPKtLEyBIGKH3NhQ6Cy4PmcEqMO-MdtgVaYZqNMgl7eDpMdSBKUqA8CxYlR6B0m1rL1xVQ5Jf7ez9cU3qT0TwVMyY5hIlnnQ8McQp79-yj8AjPqtkF5yaci0XxtsSozvLI3HDA8mGzt1C5bAmiAcMNkLCuBeU0iaffD-jD_cprHtPGcwZHW9S2LosoCSSTw_I4tSZq6usLtUsNOR_Ab21j2TM3n4FKPxy6goD8WMyGf8cl25LnTlb09kIDvpTad6BMLCbkE5gxlltg9YGDm9NHG3-JlYle06QQldsA5_MFQE8GQyBl8SY6LVOHCHZrKSgrxiBSOgyfGfGTmhXUp6laL7JvQCv43h2RnMpmpFWO1sqBMJ5rxYHTigQCDqfLvtNcPyWdkedDNlppSKBzWxhxF5vMb7Q6PeQrda9yQCwwqHQ6ZJTqRLPdy5tCGAs7dNS_ShtKAibZN-SJYp8T6iZxxHCT0x0AZHeiQKVmGdyisZTlgNv4kg6TMPgs8HniIdJaLWBw6Ei_GEYGf9s3SGNmtF1lhFdGTu1_NBYlJ5wnjtfAFGo5Yl-Jem0MccjKGkJs1gOeIrPG88WNxJTvVlI4ZLu0NXZA8Is7YISmr-yY02LSk2YY5vtSeFPH6EQtQq6C88FpwYxTZZ2TbfZpxIL7nHdr5oDCxzMjz2Ow8-Q_TsQrrdwraCsTuSUccSaoEr_BOIVOjdUqIQPSruQvVNeRpzBEcGNlxWS2BueaUN_1BeMax4TExMvKOxhW8XbEDHEbybo2Y0jP3H75RMXpEjalj-YJOFsyO6_6GbM2q5AQaBF1JAVDI_-LKsM5AFy8cP_FzaXLOgJvrJAml7d0BU6g46rtJC4pWcTR69OMCNkZMoFTNXUurrd2f-wHu31Lh8QSLOnX49giaUQ1oqIqfr3r1_Jb53KXlxkSp5LyxPsTpvg0PXp57lJ6EDHxneBOU9wjdWPD8n49ftKxNCFioqIxH_WYISMKFZ2-nJZdzYBtlGQksZLGjr6RrKLWKzrjmMglJWsgymzxrUU8CpWc3aWJTaSvOQO9i4N2fDoq3hTyBGeZci8fTTvSzpdQB0x9UGBsNypAp5NlE9D7QQcwY512mnKo9BoSq3FDMBugUZ3vhxygYhN8KnLgcsdI8hde1c2gEhb3cdbsEA4mLDaKIolZKM99O9gxpERPpKWvfRlgxI_LF95CrdPIU229d38UK7t8rdTaC8a1HWtrpkTCnwF4gn0aOlot731lTJKaEMNxxfPuG5sx9rxYaLteUYDNFehoxQK2oiRAMrtfyz6kdh2JxtO_nh6C9rexCMT2nzotpPIS2m1oiQVp1XvxhDnC1umXiVNMI9_dj7h4P4QQS6Kujz3idT1urAzRHBYnaPbDIKK1OC9C1pJLS3enIH8DsOkUSpGOkk9y0nuAhm2o8CEgp9ucGSCaeC4bnkVaK7IGWSNNvict8FLhvu6M00S_bKxeSgRw0YxGrB3a5px5XY_4DFoDGlM5N_CkDTAfkNhIY7WkUx0TnofWceGQELAMoe4C55PcwqSofeeORwTWRzYsMQCLj8HB8IRrYD3AbDdHUXu-F3s4T-20Eo4pdb0FwxCeTHWZBruW7x--KLLV8eTwoN7HmoSny4tZT9xVw0ND-MLsHOA65mfyJRkRDsBZdFAwveY4wAJ5swKxlcpJ3xcAJDAwXm8zbdSYzWcpZpRgbmnhNNoNAQr2O4j-qvSV6Hsn1aTYtV0StQZAgF8VHtqJE-Veq9s6FNOappjNnFncOh9yQMIxWrj4keUTBfBODTP3YJEELdNYCEsXm_-FaI8GLX6XYrf0qRJI7mADw5l9z7rEzWuY945Bt9z-Y3c4ntSZxQtC3shk1-stINy-PrXIvMhkmBVyxU-zs7Fm6m4JBTep8hxYgFx2gQw2YHN5G7eOULuhMNzKIsZxLmBkLbq9eDVdJIKa6OB9a7hnBNLInEWZnNh7VgqfQ1Xc4s_yQdRd5Y0LlgXO2kJUW0xAXRiH2IMCiu6jCmiHR2-F06uy_lslQaNlz9SKgpsS_X8Q5x51CAwaWO_LbZUZU4egoKd53M6Z3iEbP5JfQZmxHbA8geuJfmxjLjgJGS53SMhOuaoX7tSJrtA3d4CYm2yQFKHIPnxIbcBPjzHgJ2uBgJXlHeZf9dhUEYs3cgNhUF2wUsj4qTez-xr5Vk1Vq_jl-2kb3OAG8LKniF1HTIWsebE7jOd7Z89e8KP5gnOdSTbEhXzRN2UD3I_U4UL11Sy-gUH3PgYGQk9PAbFjk8OvoNy3BdysIsi720Bc-0mPJxoN0dRQO8pA8KaTVDyj3BMKy28-IqlLsEynX5Qa3nJoXxxMWdN4eG6J15cpfxz-stnA9VoDGsF58po_o14aCfRoyywi8hKFI7TrhlsuTn9lWbS_lnRFtGS_OEJw=="
            }
          },
          "id": "prt_0accad57b0014wq86n7JDCaFhP",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Formulating structured JSON output**",
          "time": {
            "start": 1789605369291,
            "end": 1789605376619
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35f932b487d1963ae112fdb84829"
            }
          },
          "id": "prt_0accad5cb0012aTvsBZvdp9MfG",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Formalizing champion run insertion logic**",
          "time": {
            "start": 1789605376621,
            "end": 1789605378783
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35f932b487d1963ae112fdb84829"
            }
          },
          "id": "prt_0accaf26d001OKJX6WQUcjB3XB",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing champion replacement and run resets**",
          "time": {
            "start": 1789605378796,
            "end": 1789605378835
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab35f932b487d1963ae112fdb84829",
              "reasoningEncryptedContent": "gAAAAABqqzYCSzapmKvB24j09ApS97FG8ij008EAOqJ4ijHpjtPrd2yE4QdquEtRQl8gCJEZEzR9-I7eW6l6DCmOmNh2gxy6KxqThyEkZsh88lRMrglJXgLjdGy2qxCxQFrZ8OeYdtfglTG9iykin4F8jNnFqnQTAonkTFh-h82dWJjBppTHGLimvRg-tCnbKrxexQ_X9sRm0cDcJphEC0X8YHA7I9bD5HjoX0I_uED3cjyZOuZugI5Xk5u2EqQB62fMdpJz0bOTkD9_33tLxTtd2UIQ2SHERS94tAb3fY9W7n64_dl_0NPvlUM2fKbXMpUnrRllrHO5ewcgiYn18CxA5LMSWUVIsig6MCNGG7nTgwRy730QTP_fT-EAG7QyPfHMvnEKBLL6M5Uu5ChO7qZK2kRa-IbJhdYlLQWhn_R2Vo_JU_0_8FWuvsIIB1pbfyIJ3vJgOVB4FzpOS1NqR0kNN7UhtqN5k2Yk3YU2f9p2xaPLuAOxPr6BHa3qmsgYj9eWylJy8htmf8_6WcmIqhCfSP20UkJljY9fbImE-u4tJhjUDrYBYffEA9kkxgZzKuLNwewg9eHNlex-AASID6VeIbURbckPTuw9e9ppy553Eme_JN6_VTW-RY5wWnSIsCwRP_7qB9E0I2ogFvBhnMzoH8OIUHKI92hbCFfAHucM5tX2hZG4dh-_KTYW1JGDRfWY0mWvt5989A762wq4XcSTr1bwdU88o0fRNyPI6A0QqEL1mKA5ldCEpXhhIjbzhK_SzG1-IWcg31hTWYFJHSpdy-LMTQMTHE5mU4jj29yzJsbXzc0eVLj7p6niTP8dVBZutN7lt2glcpz6y6ea0Mady7E2JptJz0cm0w5oGGnJnpSFgjcvHTzM3BiNFUlFj0x1MKyE3OiyMjHTuUXCkhDgtzWa-h6xx6FxzxEv61AwSJftjBJ8TMzLOB6cw3EJO6MFU-nGR10_J219Lw7ClYu4tGk7jGj-1PMSWimb_MHUqc80MmBzz30DwAATSnaO-ZGarjbq-ccMIi1RTEpRmSXGfMv_bMDwF4X7UolUi5exsTHdYMinoBBOey8EyZzhZmXoqKeJgSLUR-BZtdDHzeOrOhUM-C5AumErHmkBaxiqh5cblmgbxAjEICpmZAwZVN-tmp7Kqs27uKbQoALnHlzqRa0gm44A-_iG-12LquiRdpk9ep34x6IfCUFRFNWrxtc1ty7Nh46B6_b9IpSxEl8Aw2U59BYLjflfetoo-PhVGVhBZEBfNuHccvzAR8wxTl0xEpcyifwNKQf5aHaPpPeUJ_5bb90Zmym_6-Bytr_sttuS3wBZf0dh-cGCRZuO0ooqswwRlX1yQ8xcKXbAjWNaW2W_S2c-6XKvzoQ8jcjf60yZixvKntzkQkzZX4PS_PyjD3kpTyePxdCb_jwkhVKchtEEEQmAJGl_1unsSIBmwDBNTyM2Ps2XqQBk14VACriAFTu56_VyEdzEqu4jK-s17G7rHdPWv07rpSUUY30L-94tVSKz35KA6pXhhRX6jRHfv_Xtbyt8HCatU3eA99Mkct0ap-R4y0BfNtHuIayjUfN3czwS-zaAib-CMf17X34d3TZ54hy9S0-geD8qZ19ERdliHpvIRUTgjx2N7pnh-qlrA_ShssalbgCGroWi6S6sGwERR5WofM74Dtmd8WofoFA5HTB7S5bJBJ1cBI5SMYhlGtveDmUBAuI11mcFjZYc_pvCOZAhmcmTAfe1V15HkRzkmqg1J_TYevASbDdlWo2a-FUAYOrvUpO3zjoluAf1UEg4jnSECvsIU7sfaZEevXcfndYvBm3Ls3Kh90jtMoUBdWlORtExfVbkaJlKwfvsAgKQIe9XZFJufjGWgXyGKE3g1IH2mq3rdjXFNtQs5gNJCTr6yFxVpp_os9kPjDuJDwhIpI3_smR8WAGdugTpCT8wbJSMEXI0XuW6GSF2rIzE77mypfuuMpY5JgoY3yZ5ITIJjRU_-dYsCD_BoRRz5HLiV7wYMPZY_N0-d4WLZDkB0wjIAhe4rTWTOkZIdy36vQvg9jke_Z6BAsI2BEM6R4WELw3so4qvi6n2sPEsavs7SiZ2zvqfEoAfSaq9UZmMWVHHymFJRDR4fFqr6ABp9YGIRVC2WG9W6zIlQ_Luu_5yLF9MwT4nB788Ut41K5LCPoQdA18xc-YU_9iegeOkbV-oZZAiCvUFLxekAbfrJVgFx4j5H18IyR4e3xsLOV2utoxaHkhSES_AG86BBFerFZu022Wzx2P9Tbum2dvqU_n-D6eWWR6Q99f51v_mVe-PHp3pKy44T77ZI-YMQfc2Fd8m0nCW05oPkv89cTt_OHZHQ_jUaOF7LqvygMd-Fos5U7Jo1K4WD2i0CemOeMpmu6JfBEk_4Av_loGFe7l5Egv7GdOEc28wZlyijUT7f0etVWuRrqXLukh3OabNzUoQ33BxiRp_RrFqsa13I2wbO4W6kP6wonNgkuj57BC2LnuKBcJCASURMSYJ8uxHKHYyAWs5VKNWngcR0G3HbHFEzWlB667n_s24J2_ueuPwb83MY9oVfCFrFf_6lSNjEwGQn5qh3ojjFemuAwVOEG0VL-rtSVK2OMeCeo_xKOAGqNqfFfWvH2TvgiKgC_bcV_4Z-p5E9bLgUEKpmmn_996HgeUpYa6R3JfWlQGp4qpNMk-KwqbSJepmMqpE45LFGlsrWsxAh7AwF80XR3fMeBeJNXMheZVDEsSTgxMB9CfFSYfsJkvZiCegkx1S5bBr6BOx4Yx08CfZPFirbxCdG5xnRB9LICHAl_B05FvF9JWX8kJ4uXEsk2nxhNP1wxkTeu-dXJ7rv42-XV4BquI2w0zXyCAFmVG5IJiUj7MSkZmqzXRc035cZZbAidj1TRYtPTnSb32BNtgIpnEfe0P9z0AJqpu3LWWCtpeb0C0naFPdRvRl6IV-7JQtQ7-5-q9wK2PJ6mpet6cjxrV9UC6DvhBInSLj0CLgDD3CGthVc-IX7ZHwelkofA1ksLodqf7RProC8vpNsw8DHweB71sWsfXwWJ5VWVcuVrwoHiSg0LdxxlparuJtlT-eqruG93HG8ksTfsPbFdTPBYYP5DxNu6Wp6N1iBLeStzLQKGV3AAydB7-Cemw9QlAq8CmAOTtbbVMqW8GoJV8W86SViCGSkoQ_BX507VTxbvS6YM1otDoNHE8ItQS8WwbSemHX9EXnHnVHD_3AdlV7aMPHrv-UYIu7fII3tsAHH74F7H8mNd6HE4J2t2-4P-yCqzaf-sNgMj8NtYwlDWhRvj1nqkTmT6y8SWngstY401HA0Hw9qMEKVZvevcI0VkcOzLMKVzpT9xEuaSSPAACaiEb_jmfVYH2JxiwvBzGOEAVWUmp_ykTncoeqK6EQr56silM7H5c_zrTcP3AEl0zLZeiIZUKh3JISPJlOWiIFYz2pKQtNHKSTEzCsTQMsrY-R6ibuD5oZxonvv93LYv90FjK5JHK2FCzpQXYHwPowa20VX_rC2cTmwdsflPn3iMvBwKg5GX_CgSgmZS9Wo9QZ1vEY0pbr6m1SpJlileZvNry6q5Lwyn6zAPNxcSMmN2KkoGE1LiTBJcYwxaM_HLNq0eGGmmi8IsnpaAHfpt2VCAnaXfDoaQlcQDLasDzYgHUO3_Ck4MPL1y2t4bmiX3BlZ6n6kYFtpsxjCXKRO_hUqWuEwnN3MtInPoS5FGaEu2Qtn_Vh4LUn0Dzh6j4sQLSG7dgxLQLuyER0XusqQ_-88orBD4NnF5uTmmWRqy-KxuVK7qM-oQ1VLlVWQiIFLelp40A5xtNM4bT5UxUG0H-4vBDPSu6r4mJ5XZJycR5TE-PRUldaIwibbzpuL0vRmC25ZWs4N1-QYnoc5mPZU0k3VKIhhlCnMr7GgK7TaXgngKl850AvhyrZA54XSeP-KCFXBJYWQot-2jj7FTFHu_fQDAmE7_Bue3XF6SNFth6UuiUMJafwDxMpkUwlae-JhHkRBuPToWxsv3iIRXRmpL9n5LedwFDxGUESlbhm0mYE8qier_S7KttgW7LCpj7EgSLD9QHg1du--2w8qYre58elexLdc74Z0ErbkgViZfDbTCjjCGUnT0sfCyQE-1v8TZ73WrMUbZVG0TB9tz2gN_xS_ZZsLHMVzqNBx876U-eqVuTpFJFy727FSXEMBzLxNkiZWcI7WLn_R3Ao9fN675tanPmOhLw7XFZBLzxkayanieKWV0hdgmD51SY-ewDsywiDuAj7WJe4mGWifXG3zdIw_ilZAr8CY74qkyfSN6egRyijxMuSYULOdHPVqUg6n64UWgfbI96gZnz3Q08GOgZX_ac="
            }
          },
          "id": "prt_0accafaec001FlIevwWsH5nfpT",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Confirming skill update logic correctness**",
          "time": {
            "start": 1789605378837,
            "end": 1789605385108
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab3602c30087d197cc972055c1ddb7"
            }
          },
          "id": "prt_0accafb150011F43lTRFYubzq1",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "reasoning",
          "text": "**Verifying algorithm runtime complexity**",
          "time": {
            "start": 1789605385110,
            "end": 1789605385221
          },
          "metadata": {
            "openai": {
              "itemId": "rs_08fd0661236c296a016aab3602c30087d197cc972055c1ddb7",
              "reasoningEncryptedContent": "gAAAAABqqzYJdgEmbMxS-hkCK5Uv0K8e_KMyW_cZEn9ar5WDWizq4es_EWhe5rnpbCooCpgsaaElsl_nNfu5tcfJ9Bmr6qJ-wZGjS0yIfxfeGgMcylxiDCwv-egGorqp53Wdhl7TMn6mGAIwpW816umsXiSnPEXPYBDEZ7ZvXxZ6dy-8KTpEtS6X-a8DEiYptqNKon9J9njmf-EAty9foPgbhxenm9h4eEBq61xDmp-OOllHeGNBK9_xFS9KQlYQv78de3H1hhnGJ-gVocxukNoOVpZWTeqUG0jq2r75HSklEDIadYyWM_IMEPHl-GpHhBMpqEJuA93ymHqIxLIzOhFhuRQUkBg7qz_YyWIFK87yZ5av2oRJTVv9pd7ub9Qn5RrXCCmYB03yOhIpZK2L-LBGHsdSYz76D6psNr6-E6mjOw-5ZXDG7u5hSfpPsbIsQUV4Q1YNQsT1eHy8xBhyrrvgb8sZm5AU8C1aBJH7yoNe4E8D_5dNIbJskICMoix7702VdU9UNj8pw-izjdN9nWSdsOP2hVmLh38YHAj3bCJvMghz8mmgyoOpaNyUKrO9gGOeV9rTuCV-DPQt1LGJjGFYFo7ouftHDeNCvkc4hu5vm5CUG0tFsYWHosa4GL1LUbbHajHMJOQgC_CYN_hiPWMj6la0_MxgYKoxgD1O1X15TcN9lgFU7GXh1SI9ltL0D5MxmRjEanrpy8Nx1BKXjRfVS95BqzrAYJ8wvjGzX12d4PFF9Gipq5B_CPBhB3zytFluAHAXfbTIa3i06vlQbBoqDRfvt2ttThTvm0xPpySkBqZ12yEDMiSiHqWdNkxNS8YTLPB86ljrFPzM3pJJuxMHYmy5rM1Xh1ZU7qiu-HLGBToyQXVlB1N-E2JM3z_GSyq1zVkT_DEQUT6oKw1HRh1MxoBriFai3rIdd9xE7t152xoMyDq1MlLV81mgTUSNnSLuFY9SAZ6hb3f6WrUhF7p1soAYplqTbCt7G-5efYlAszYGq0hzmVEcv3tbwQvnx2V2TH8JZEk49Qy3NwEdybYYV59eySxfenhFBPMfR7tHkB1HZJ8xkWETmgL3yQdbyxXynBnGEHn8su7jMEbXtujOpw4j0uLpj_CyeapclQEYGflh6ljHpy_lcg3DwQaP5N1A82JdwxJ0sYzIxIkoaw2UUlP_axCtcSjO6jM6luowmbbqeX3445tqt6kCXqWu-qBlBiqChVvfVJrd-3crjsZ_uMEyX8ck6pYK8hEohjl222526EPR9jg7djWqXwPoE7RQxJoV5CoFmwC34nfaSvRB4JWefAvRjrRykbj8Oa91JBMpZbDZEOTxkDrf2BJD8BM8aUbkERNuhPvzazzXU73F-V-qDl2wDAUkWi8mZKx7-k0qM1gtGtmteg07RKBs0kKl3DSCdNdM_G_z1jK0NiSHa7jizOtufSScrrzOq3tQy26dL4JJJz6i3N1cVjbLiZDNkOsgyqbhRsFfE6ijY2IAZpYwDrtavrNFCktXdctbVsw9J5Xn5vrn4eKzfEXJNvUKDIedkuyYFTo_kFgX6rbeaCvSyTq8t75AUoAyNXq0XW4edZHWBY8ea1nFwxXQ4YfdA6mWOnjonKIF1lSV2Zd8oWcdvSrylkYw6LKdoxighNy7WyOnQuYOSjQaQ0zDDczm7R88qpcdHKs2A-bPlv5OF04_cMK0PrjyUhyP8D-kvnNZCASBBgu6zP91tcc6W2kpIUm2JYvX20o_aQrBuRiEHmGcVf5oABfLaimwC-ZC3pSji9ojU7CO5e-tKdPgUvL_mx1yNDftLecUKWEFGW5PBFTDQ-HEkHaUxzj3u0JhedcZ5uiKpVVLuCEYu2oPHbL8f8PwGPEh_T3vUjQxOEq29cQ9mv-0XhEkCd_s3IoWN2lEmuzZ217n_v7mp5b3BjwiGCxnqe_J75Ub7FAtaa2ewefdSb_hBa2wsLUGQxWQaI_LWiEK-9TV97H7MaDjySc9Gfpqey1um7PEkpNL6itZT4EeH5MxXbYkxtDmJPLffHv9QAlSWnzJgKdZajXLKnyaYzLcmH-Rzunm8W_i4EvQvZ0uTUCK-X2_SW_L6wNFJBXkAIn7rnFyHoAh3eNdxk0AP8d9lCBPkBJSrdRG9r956_5eX5qDkPCvjIpxTQpstMzRF8wjE7VPMz4REkfn5T1si5YZY9Eb6ULOM2j5JhTIcUOsyhTlb4w-2NYi7gDLbFVUG401cqxLLoQyvJtW1RKW966MWiqESdaMMNi7lBc6cL74iFjXp62eC_p_fH66q3OByolKQvHntUCh-6lU5Yq4mCTdJ6bQuI1LU6pePPYVy9_qjDRxkj4-B1-4klE3a3GU7V0fbjWv3hGSRAq1OJ-zrO_Ng8zVyOInIm0F4gj_YFN9hFzlsfK-1qs5Crr0Gz0MljXGUI6l_Mu_nl1eIXy5vpgD8BVMIqgaTCUJF25kB6nIti9e98gtNur1oLbKt-9lQyFUnn20woVcQ0V1jFEbHOjhxLsy9F6wkR-UBoVUNGDv20U_BXSV8_9osMgqXyIieXfVeROZ-c78eHcsOdKGO1u_9JKCcXz0WmilEEVNYMHm3iO0T2cQGk1YvUHgwzMf8AxVO3t4C3m_I5NgNczThH_FSQxy2wfyy5vBNNbzgE9lKalk5ru89dToFGgX6sffB2TA8IUx_TaIS3UtTEMETp4S-w12iukEkkPSq3_e6VonlaQxNicRYUFzJ9LNH-4OTxzLjeGooGlhI4e1C0y4Hx9ADiQ7J0e_IhLOiRSBZy8vF4MK51_m0Jgt3qD2q8qWH-Eej5YMJcCBP1YcaYqpdc-vvvC7RmThRAajxqp_YCUiqkNx_WT1OoZ1MhV7OD2eaxyc_MHXE9-D1yvLsCWkNf3M4Mq-jDY4Dcz-6Z8QMEkaXiQ9SxoP4VkgS3Fy2l3kw4PuS4ZWY5ulh7oWRzhepou-D8kD6tMjEu9X-EYG1PUirtHHgsZwG04f56asJ-i9luF23uCwj8_z3UFN5obV5NGDPSHYoSTVbVxT1SAQbMVmzw18isK2GlR1-AqUiRorJIO9_e0KmKL-LusoL9S5tkwsuX0XF4Mz3y896bWgORFNgIVs9T-hkEEJlZpi7iy-aWOHXNB4OXuH6CEoUA8wkhb_emhpKrKZIizt-w30KsDwvkpZXRbH5epzzdFNRpk2QtZ-OqMikps-dvtmwAYmOGVB-wK5nkiYWcu2eaUXgIY-_PA1hhYI4MthAaAhbUchs-Hd8EI="
            }
          },
          "id": "prt_0accb1396001vsW46J9O8TcTPp",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "type": "tool",
          "tool": "StructuredOutput",
          "callID": "call_wf3Cceb5DxryzVOqEzItSFiK",
          "state": {
            "status": "completed",
            "input": {
              "status": "success",
              "reason": null,
              "hints": [
                {
                  "order": 1,
                  "content": "Re-simulating the tournament after every deletion is too slow: one deletion can change the champion far to the right. Try viewing the deletion process backward, starting from the final one-sorcerer lineup and putting sorcerers back in reverse order."
                },
                {
                  "order": 2,
                  "content": "For one fixed remaining lineup, split the sorcerers into runs. A run starts with the first sorcerer or immediately after a forfeit; inside a run, the champion has won everyone so far, so the skill before a position is the sum of the run's active skills before it. The number of forfeits is the number of run starts minus one."
                },
                {
                  "order": 3,
                  "content": "When inserting position $k$, find the run start immediately to its left. The old champion's skill before $k$ is the sum of active values between that start and $k$. If this sum is smaller than $a_k$, $k$ creates a new run; otherwise it joins the old one."
                },
                {
                  "order": 4,
                  "content": "The insertion can only remove consecutive run starts to the right. If the resulting champion starts at `base`, an existing run start $j$ disappears exactly when the active sum on `[base, j)` is at least $a_j$. If the first such start fails this test, it causes a forfeit and resets the champion, so every later boundary is untouched."
                },
                {
                  "order": 5,
                  "content": "Maintain run starts in an ordered set and active skill sums in a Fenwick tree. Process `p[n-1]` through `p[0]`, store the result in the answer slot for the current number of removed positions, and use `long long` for sums. Each insertion and each removed boundary costs $O(\\log n)$ amortized, giving $O(n\\log n)$ time."
                }
              ],
              "editorial": "**The key observation**\n\nThe deletions are awkward only in forward time. Reverse them instead. Start with no active sorcerers, then insert positions in the order\n\n`p[n-1], p[n-2], ..., p[0]`.\n\nWhen inserting `p[removed]`, the active lineup becomes exactly the lineup after removing the first `removed` positions of `p`. Thus the answer for that state belongs in `answer[removed]`.\n\n**What is a run?**\n\nFix any active lineup. Put the first active position into a set called `starts`. Also put in every position where the champion forfeits, because that position becomes the next champion.\n\nBetween two consecutive elements of `starts`, the champion wins every fight. If a run starts at position $L$, then before an active position $x$ in that run, the champion's skill is\n\n$$\\text{sum}(L,x)=\\sum_{L\\leq q<x,\\ q\\text{ active}} a_q.$$\n\nTherefore, when $x$ is reached, it starts a new run exactly when\n\n$$\\text{sum}(L,x)<a_x.$$\n\nRemember the strict inequality: equality is a win. Since the first run start is not itself a forfeit, the number of forfeits is\n\n$$|\\text{starts}|-1.$$\n\n**Inserting one position**\n\nSuppose the currently inactive position $k$ is inserted.\n\nFind the first run start strictly to the right of $k$ with `starts.upper_bound(k)`. Its predecessor is the run containing the place where $k$ belongs. Call that predecessor $L$.\n\n- If there is no predecessor, $k$ becomes the first active sorcerer and starts a run.\n- Otherwise, query the active sum from $L$ through the positions before $k$. If it is smaller than $a_k$, $k$ starts a new run. Otherwise, it joins $L$'s run.\n\nLet `base` be the start of the resulting run: either $L$ or $k$.\n\nNow look at old run starts $j$ to the right of $k$. After inserting $k$, the champion from `base` defeats $j$ exactly when\n\n$$\\text{sum}(\\text{base},j)\\geq a_j.$$\n\nIf so, erase $j` from `starts` and continue to the next run start. If not, the champion forfeits at $j$, so the champion resets to $a_j$ and everything farther right behaves exactly as it did before the insertion. We can stop immediately.\n\nWhy do we not need to inspect positions that were not run starts? If $k$ joins its old run, the champion's skill only increases. If $k$ creates a new run, its initial skill is greater than the old champion's skill just before $k$; through the old run it stays stronger. At an old run boundary, it either wins and we continue, or loses and the suffix resets. So only $k$ itself and consecutive old run starts can change status.\n\nA Fenwick tree stores $a_x$ for active positions and answers active range sums. With 1-based positions,\n\n$$\\text{sum}(L,x)=\\text{pref}(x-1)-\\text{pref}(L-1).$$\n\nInsert the value into the Fenwick tree only after deciding whether $k$ is a run start, so the first query excludes $a_k`. Later queries include it.\n\n**Correctness**\n\nWe prove that after every reverse insertion, `starts` contains exactly the first active position and all positions where a forfeit occurs.\n\nAssume this is true before inserting $k$. The predecessor run start determines the champion that would face $k$, and the Fenwick query gives that champion's exact skill before the fight. Hence the strict comparison with $a_k$ correctly decides whether $k$ is a new run start.\n\nAfter adding $k$, consider the run starts to its right in order. For each such start $j$, the Fenwick query gives the skill of the champion from `base` immediately before $j$, provided all earlier checked boundaries were defeated. If the query is at least $a_j$, the champion wins and $j$ must be removed. At the first failed comparison, a forfeit occurs and the champion becomes $j$'s sorcerer, so the entire suffix has the same state as before. Thus the update changes exactly the run starts it should, and the invariant is preserved.\n\nThe invariant gives the exact number of forfeits as `starts.size() - 1`. Since reverse insertion constructs the state for every possible number of removed positions, every stored answer is correct.\n\n**Complexity**\n\nEach position is inserted once. A successful scan removes a run start permanently, and a failed comparison stops the scan, so there are only $O(n)$ total scan iterations. Every Fenwick or ordered-set operation costs $O(\\log n)$.\n\nThe total complexity is $O(n\\log n)$ per test case, with $O(n)$ memory. The total champion skill can reach $2\\cdot10^{14}$, so all sums must use `long long`.",
              "solution": "#include <bits/stdc++.h>\nusing namespace std;\n\nusing ll = long long;\n\nstruct Fenwick {\n    int n;\n    vector<ll> bit;\n\n    Fenwick(int n) : n(n), bit(n + 1, 0) {}\n\n    void add(int i, ll value) {\n        for (; i <= n; i += i & -i) bit[i] += value;\n    }\n\n    ll sum(int i) const {\n        ll result = 0;\n        for (; i > 0; i -= i & -i) result += bit[i];\n        return result;\n    }\n};\n\nvoid setIO() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n}\n\nvoid solve() {\n    int n;\n    cin >> n;\n\n    vector<ll> a(n + 1);\n    for (int i = 1; i <= n; ++i) cin >> a[i];\n\n    vector<int> p(n);\n    for (int &x : p) cin >> x;\n\n    Fenwick fenwick(n);\n    set<int> starts;\n    vector<int> answer(n);\n\n    for (int removed = n - 1; removed >= 0; --removed) {\n        int x = p[removed];\n        auto it = starts.upper_bound(x);\n\n        bool newStart = (it == starts.begin());\n        int base;\n\n        if (newStart) {\n            base = x;\n        } else {\n            base = *prev(it);\n            ll beforeX = fenwick.sum(x - 1) - fenwick.sum(base - 1);\n            if (beforeX < a[x]) {\n                newStart = true;\n                base = x;\n            }\n        }\n\n        if (newStart) starts.insert(x);\n        fenwick.add(x, a[x]);\n\n        for (auto jt = starts.upper_bound(x); jt != starts.end();) {\n            int j = *jt;\n            ll beforeJ = fenwick.sum(j - 1) - fenwick.sum(base - 1);\n            if (beforeJ < a[j]) break;\n            jt = starts.erase(jt);\n        }\n\n        answer[removed] = static_cast<int>(starts.size()) - 1;\n    }\n\n    for (int i = 0; i < n; ++i) {\n        if (i) cout << ' ';\n        cout << answer[i];\n    }\n    cout << '\\n';\n}\n\nint main() {\n    setIO();\n\n    int t;\n    cin >> t;\n    while (t--) solve();\n}\n"
            },
            "output": "Structured output captured successfully.",
            "metadata": {
              "valid": true
            },
            "title": "Structured Output",
            "time": {
              "start": 1789605424810,
              "end": 1789605424814
            }
          },
          "metadata": {
            "openai": {
              "itemId": "fc_08fd0661236c296a016aab3609235887d1853a5391345ea2ef"
            }
          },
          "id": "prt_0accb1407001XaExq6st1OrePb",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        },
        {
          "reason": "tool-calls",
          "type": "step-finish",
          "tokens": {
            "total": 43981,
            "input": 1605,
            "output": 2171,
            "reasoning": 5005,
            "cache": {
              "write": 0,
              "read": 35200
            }
          },
          "cost": 0,
          "id": "prt_0accbaf1a001YPsBvw4sFWgpkl",
          "sessionID": "ses_f5341c01fffeQOBG3u8MpLpfCJ",
          "messageID": "msg_0acc9a8a5001jpZ1XqKwpwaAfa"
        }
      ]
    }
  ]
}
