{
  "info": {
    "id": "ses_f534603b5ffepk70fESEdRYSME",
    "slug": "happy-falcon",
    "projectID": "global",
    "directory": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-QAVEE5",
    "path": "private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-QAVEE5",
    "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": 33277,
      "output": 2696,
      "reasoning": 11231,
      "cache": {
        "read": 33536,
        "write": 0
      }
    },
    "time": {
      "created": 1789604265034,
      "updated": 1789604901815
    }
  },
  "messages": [
    {
      "info": {
        "role": "user",
        "time": {
          "created": 1789604265049
        },
        "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_0acb9fc59001xmWII3MQGNNGOn",
        "sessionID": "ses_f534603b5ffepk70fESEdRYSME"
      },
      "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 2264E1: \"A Prime Flood (Easy Version)\".\n\nKnown problem metadata:\n- Contest ID: 2264\n- Index: E1\n- Name: A Prime Flood (Easy Version)\n- Rating: unknown / unrated\n- Tags: combinatorics, dp, number theory\n- Problem URL: https://codeforces.com/contest/2264/problem/E1\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\">E1. A Prime Flood (Easy Version)</div><div class=\"time-limit\"><div class=\"property-title\">time limit per test</div>3 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><span class=\"tex-font-style-bf\">This is the Easy version of the problem. The difference between the versions is that in this version, $$$1 \\le n \\le 3000$$$. You can hack only if you solved all versions of this problem.</span></p><p>Antigun and Lamus have flooded Madamant's house. She wants them to make the water levels equal while removing as little water as possible.</p><p>Formally, the initial water levels are given by an array $$$a = [a_1, a_2, \\ldots, a_n]$$$. For each hypothetical cleanup, Antigun and Lamus select a non-empty subsequence$$$^{\\text{∗}}$$$ $$$b$$$ of $$$a$$$. They may perform the following operation on $$$b$$$ any number of times, possibly zero:</p><ul> <li> choose a prime number $$$p$$$; </li><li> simultaneously decrease every element $$$b_i$$$ whose current value is divisible by $$$p$$$ by $$$1$$$. All other elements remain unchanged. </li></ul><p>Let $$$f(b)$$$ be the maximum integer $$$x$$$ such that, after some sequence of operations, every element of $$$b$$$ is equal to $$$x$$$.</p><p>Find the sum of $$$f(b)$$$ over all non-empty subsequences $$$b$$$ of $$$a$$$, modulo $$$998\\,244\\,353$$$. Subsequences formed by different choices of indices are counted separately, even if their values are equal.</p><p>Each subsequence is considered independently, starting from its original values.</p><div class=\"statement-footnote\"><p>$$$^{\\text{∗}}$$$A sequence $$$a$$$ is a subsequence of a sequence $$$b$$$ if $$$a$$$ can be obtained from $$$b$$$ by the deletion of several (possibly, zero or all) elements from arbitrary positions.</p></div></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 $$$t$$$ ($$$1 \\le t \\le 3000$$$). The description of the test cases follows.</p><p>The first line of each test case contains a single integer $$$n$$$ ($$$1 \\le n \\le 3000$$$)&nbsp;— the length of the array $$$a$$$.</p><p>The second line contains $$$n$$$ integers $$$a_1, a_2, \\ldots, a_n$$$ ($$$1 \\le a_i \\le n$$$)&nbsp;— the elements of $$$a$$$.</p><p>It is guaranteed that the sum of $$$n$$$ over all test cases does not exceed $$$3000$$$.</p></div><div class=\"output-specification\"><div class=\"section-title\">Output</div><p>For each test case, print one integer&nbsp;— the sum of $$$f(b)$$$ over all non-empty subsequences $$$b$$$ of $$$a$$$, modulo $$$998\\,244\\,353$$$.</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\">4</div><div class=\"test-example-line test-example-line-odd test-example-line-1\">1</div><div class=\"test-example-line test-example-line-odd test-example-line-1\">1</div><div class=\"test-example-line test-example-line-even test-example-line-2\">4</div><div class=\"test-example-line test-example-line-even test-example-line-2\">2 4 4 4</div><div class=\"test-example-line test-example-line-odd test-example-line-3\">4</div><div class=\"test-example-line test-example-line-odd test-example-line-3\">2 3 4 4</div><div class=\"test-example-line test-example-line-even test-example-line-4\">6</div><div class=\"test-example-line test-example-line-even test-example-line-4\">3 6 1 1 1 1</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\">1</div><div class=\"test-example-line test-example-line-even test-example-line-2\">37</div><div class=\"test-example-line test-example-line-odd test-example-line-3\">34</div><div class=\"test-example-line test-example-line-even test-example-line-4\">72</div></pre></div></div></div><div class=\"note\"><div class=\"section-title\">Note</div><p>In the first test case, the only non-empty subsequence is $$$[1]$$$, and no operation is needed. Therefore, its contribution is $$$f([1]) = 1$$$.</p><p>In the second test case, the $$$2^3 - 1 = 7$$$ non-empty subsequences containing only occurrences of $$$4$$$ contribute $$$4 \\cdot 7 = 28$$$. The subsequence $$$[2]$$$ contributes $$$2$$$. Each of the $$$7$$$ subsequences containing the value $$$2$$$ and at least one occurrence of $$$4$$$ has $$$f(b) = 1$$$. Hence, the answer is $$$28 + 2 + 7 = 37$$$.</p></div>\n</problem-statement>\n\n\nSource lookup status:\n<source-lookup-status>\n- Tutorial (en): https://codeforces.com/blog/entry/156680 loaded (200 OK; title: \"Codeforces Round 1121 (Div. 2) Editorial - Codeforces\"; mentions 2264E1)\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_0acb9fc5b001AXOHqQZ81St1b4",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acb9fc59001xmWII3MQGNNGOn"
        }
      ]
    },
    {
      "info": {
        "parentID": "msg_0acb9fc59001xmWII3MQGNNGOn",
        "role": "assistant",
        "mode": "nudge-generation",
        "agent": "nudge-generation",
        "variant": "max",
        "path": {
          "cwd": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-QAVEE5",
          "root": "/"
        },
        "cost": 0,
        "tokens": {
          "total": 9993,
          "input": 9893,
          "output": 38,
          "reasoning": 62,
          "cache": {
            "write": 0,
            "read": 0
          }
        },
        "modelID": "gpt-5.6-luna",
        "providerID": "openai",
        "time": {
          "created": 1789604265172,
          "completed": 1789604270473
        },
        "finish": "tool-calls",
        "id": "msg_0acb9fcd4001NQGCF9SgSrwmBu",
        "sessionID": "ses_f534603b5ffepk70fESEdRYSME"
      },
      "parts": [
        {
          "type": "step-start",
          "id": "prt_0acba04b1001YOZ9k2YzklQFet",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acb9fcd4001NQGCF9SgSrwmBu"
        },
        {
          "type": "reasoning",
          "text": "**Initiating tutorial webfetch**",
          "time": {
            "start": 1789604267188,
            "end": 1789604268721
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0b56105da475c7e7016aab31ab224487d2b231188b903bef2f",
              "reasoningEncryptedContent": "gAAAAABqqzGsPFwtStgsZ0he75J14I0v7QT_XdFo0ePqyPTcnbWzexHlNX-F7W9hXvYbjHYO5Nvpa8ctG0ZUYcMryLFvQWuAgGngrtyVHnVJBpRJjoC5LWKRUKqaX8ji2iHVYDCd5q-YRS0o9pgMzLNDGxyTeUK7iN28igZD9-dNFDfdfHgWOt7DZPy1hluECX-1_0T-BK59NwdHFe1iZRzkRUk74oVo9HpgSuigGgZClCoexMKAshlEM7oB_KagL-O9diDNsNmuuOpKbyHAdVuN3P4qdUFHaJEmtc8FCjwWfwqsn239aS_WRjSwWF7GV2GBHBIlczs2fRlWIXRKRhEsodXVfHi-wXwqdI1uwVHAf1CsX8QOW_K9QMnCYQibTHEVNZIhGlpKe7VdtNJw2h59t2VOy8Ry4odyAI5n0rCwfASFy5T2FkjvtqbtqAyzfXt0wTnJvjWO4URfYd9frz7XnMJwhiTq-KIOWIeq-Z2khOk1aNuIcv2uUSYjgc3EARgYvtevsf6ncQrcplG8F5TzEptGeD4AukP1-l1uHbBS9gIzAKo-_2cnLz8OFu0azbLKY3ali0qVWL09m12sajPNdHOqnWODJnupgJo4U8Jq3wKBdy3hCOThYHkOllfR2p4w5h31H5ZjL9F8jpJmOR9MroBAXBLkf3OY-jhbBlaUjUAb5P8dVdpFR65wxL39sYnEY5j4E6XcG5p7ClsE1gDlTGunm_AcymRI-OkypdN9juog-fsxJsQ9bv2SSP6JB20QKePuwbGNqD5hJb86YEsDVgzkPDJBcNCvaWLUkFH-6-exzPx-Z56aWtahCB56pZCF04yi--G2U3wCGN7N_CypwzYbMEMF4uc1-St2XSL0GguxI-dKr4DbQa8mUIG-rmeu-Dssb-DVfqt5ZhUGszMocCB3Z1pAPrt9W1STP9qYtQQ_9HVD9iyYc41vvoIkoBrzQRfkfLaLXf_ZkQUgOv16mKP62jLk16GYcNLF79UILdSgiTDUbIp2KAIyyTw3mT8CUzXGRqr3qNCn8-1Ot1vLUSXrICduXXqQcafkObYUZk8k1pDUJod8mZ2EtPSjaezYs56qAtmtUi_nfDQicPA3Occ4N3ZAJodP3dHtL4KIgcxwo_IRHFldFX_zEnmLDFXLNU2Gvg23cZzorSLye3dtGhsJLpxZdkrbn6XjuRKco9S-fZ9uGargiJ_yKEPY2uTXfaq3ldG665MaLTVr8vvwWEfivR34QVT8BRlHuZUCWa9koh8rkQqSnASRXsimIdz9-O8ku3t_0U0ZA2yAJkSgBIP6i39fvULjlWASxMLxCb3SVxurLsJmzU7tGmX_JZT_Dcd6x0MnlQkcyfR8IajxZj646duj8c7ZvrKMzyoU5olU68L7WcqMrmSPtCyf0AY0SdVDVQS3Fbe-GcEeN7rKbRZMMwcZjTumjusUXMXFC1Gt-wHVCAKgLGfZwJV1dfUBxy09NUpear53himOv-8Ws_pJdKDqtO1QnMM9s7HMuFfBGY-VJ95G7-RC5kxxL1V17fFei-Iq9KBXnMeu8I53iQrMyztHaY9TgPGrev50tHCXU10DuRXkJlevUMpzlTTbhz7JnlMfJ59IQaF10OXwYuhAXcx7p_ZIQ_wijtuch1pWAdy3AhSAwDsPLy861xOEdzuNf1D9vlFWGUA_S4WR8zebNPuqGYr5YYrPZe2AqZiH6KGhSs4="
            }
          },
          "id": "prt_0acba04b4001bK0012Ze8TnGdJ",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acb9fcd4001NQGCF9SgSrwmBu"
        },
        {
          "type": "tool",
          "tool": "webfetch",
          "callID": "call_uHdyfm2pIXB57CYXc7RfWdmd",
          "state": {
            "status": "completed",
            "input": {
              "url": "https://codeforces.com/blog/entry/156680",
              "format": "markdown",
              "timeout": 30
            },
            "output": "---\nimage: https://codeforces.com/codeforces.org/s/30864/images/codeforces-telegram-square-1024x1024.png\ntitle: Codeforces Round 1121 (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/156680?locale=en) [![По-русски](//codeforces.com/codeforces.org/s/30864/images/flags/24/ru.png \"По-русски\")](https://codeforces.com/blog/entry/156680?locale=ru) \n\n[Enter](https://codeforces.com/enter?back=%2Fblog%2Fentry%2F156680)| [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* [qwexd](https://codeforces.com/profile/qwexd)\n* [Blog](https://codeforces.com/blog/qwexd)\n* [Teams](https://codeforces.com/teams/with/qwexd)\n* [Submissions](https://codeforces.com/submissions/qwexd)\n* [Groups](https://codeforces.com/groups/with/qwexd)\n* [Contests](https://codeforces.com/contests/with/qwexd)\n* [Problemsetting](https://codeforces.com/contests/writer/qwexd)\n\n### [qwexd's blog](https://codeforces.com/blog/qwexd)\n\n[ Codeforces Round 1121 (Div. 2) Editorial ](https://codeforces.com/blog/entry/156680) \n\nBy [qwexd](https://codeforces.com/profile/qwexd \"Master qwexd\"), 4 days ago, ![In English](//codeforces.com/codeforces.org/s/30864/images/flags/24/gb.png \"In English\") \n\n# Codeforces Round 1121 — Editorial\n\nThanks for participating!\n\n### [2264A - Rumb Needs a Hand](https://codeforces.com/contest/2264/problem/A \"Codeforces Round 1121 (Div. 2)\")\n\nProblem by [qwexd](https://codeforces.com/profile/qwexd \"Master qwexd\").\n\n**Hint**\n\nLook at the elements that are not in the right position. Which of them must be selected? Can selecting any other element help?\n\n**Solution**\n\nEvery element that is not in the right position has to be selected; otherwise, it never moves.\n\nSelecting an element that is already in the right position cannot help. For it to stay correct after the reversal, it has to be paired with itself, because its value occurs nowhere else in the permutation. Thus it can only be the middle selected element, and removing it changes nothing.\n\nSo, if the array is already sorted, choose any one element. Otherwise, select exactly the misplaced elements and reverse them. The answer is `YES` if this sorts the array, and `NO` otherwise.\n\nIf the misplaced positions are listed from left to right, the reversal pairs the first with the last, the second with the second-last, and so on. Check that every pair contains the two values those positions need.\n\nThis takes $$$O(n)$$$ time and $$$O(n)$$$ memory.\n\n**Code (GNU C++17)**\n\n```\n#include <bits/stdc++.h>\n\nusing namespace std;\n\nint main() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n\n    int t;\n    cin >> t;\n    while (t--) {\n        int n;\n        cin >> n;\n\n        vector<int> p(n);\n        for (int &x : p) cin >> x;\n\n        vector<int> bad;\n        for (int i = 0; i < n; ++i) {\n            if (p[i] != i + 1) {\n                bad.push_back(i);\n            }\n        }\n\n        bool ok = true;\n        int k = bad.size();\n        for (int i = 0; i < k; ++i) {\n            if (p[bad[i]] != bad[k - 1 - i] + 1) {\n                ok = false;\n                break;\n            }\n        }\n\n        cout << (ok ? \"YES\\n\" : \"NO\\n\");\n    }\n}\n\n```\n\n### [2264B - Knife's Pill Farm](https://codeforces.com/contest/2264/problem/B \"Codeforces Round 1121 (Div. 2)\")\n\nProblem by [qwexd](https://codeforces.com/profile/qwexd \"Master qwexd\").\n\n**Hint 1**\n\nWrite out the score for a few terms and collect the coefficient of each chosen value.\n\n**Hint 2**\n\nFix the last chosen position. Which $$$m-1$$$ earlier values are best, and how can we maintain them while moving this position to the right?\n\n**Solution**\n\nExpanding the score gives\n\n$$$ b\\_1+2(b\\_2-b\\_1)+\\\\cdots+m(b\\_m-b\\_{m-1}) =mb\\_m-\\\\sum\\\\limits\\_{i=1}^{m-1}b\\_i. $$$\n\nOnly the last chosen value has a positive coefficient. Once we decide that $$$a\\_j$$$ is last, we should take the $$$m-1$$$ smallest values before it. Their positions are already in the right order, so they always form a valid subsequence together with $$$a\\_j$$$.\n\nScan $$$j$$$ from left to right. Before considering $$$a\\_j$$$, keep the $$$m-1$$$ smallest values among $$$a\\_1,\\\\ldots,a\\_{j-1}$$$ in a max-heap, and let their sum be $$$s$$$. The best score ending at $$$j$$$ is\n\n$$$ma\\_j-s.$$$\n\nThen insert $$$a\\_j$$$ for later positions and remove the maximum if the heap becomes too large. Take the best score over all $$$j$$$. For $$$m=1$$$, the heap is empty and this simply takes the maximum element.\n\nThe complexity is $$$O(n\\\\log(m+1))$$$ time and $$$O(m)$$$ extra memory.\n\n**Code (GNU C++17)**\n\n```\n#include <bits/stdc++.h>\n\nusing namespace std;\n\nusing ll = long long;\n\nint main() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n\n    int t;\n    cin >> t;\n    while (t--) {\n        int n, m;\n        cin >> n >> m;\n\n        vector<ll> a(n);\n        for (ll &x : a) cin >> x;\n\n        priority_queue<ll> pq;\n        ll sum = 0, ans = LLONG_MIN;\n\n        for (int i = 0; i < n; ++i) {\n            if ((int)pq.size() == m - 1) {\n                ans = max(ans, m * a[i] - sum);\n            }\n\n            pq.push(a[i]);\n            sum += a[i];\n            if ((int)pq.size() == m) {\n                sum -= pq.top();\n                pq.pop();\n            }\n        }\n\n        cout << ans << '\\n';\n    }\n}\n\n```\n\n### [2264C - Madamant's Skating Dynasty](https://codeforces.com/contest/2264/problem/C \"Codeforces Round 1121 (Div. 2)\")\n\nProblem by [qwexd](https://codeforces.com/profile/qwexd \"Master qwexd\").\n\n**Hint 1**\n\nAfter sorting, every parent lies to the right of their child. What does that imply about cycles and the root?\n\n**Hint 2**\n\nThe total cost is a sum of edge costs. Fix one possible edge; how many choices remain for the other children?\n\n**Solution**\n\nSort the ratings:\n\n$$$ b\\_0 \\\\lt b\\_1 \\\\lt \\\\cdots \\\\lt b\\_{n-1}. $$$\n\nThe maximum is forced to be the root. Give every other position $$$i$$$ any parent $$$j \\\\gt i$$$. Following parent links always moves right, so there is no cycle and every path ends at the maximum. Thus any such choices form a valid tree.\n\nWe cannot enumerate the trees. Instead, consider one possible edge at a time and add its cost once for every tree containing it.\n\nFix the edge from child $$$i$$$ to parent $$$j \\\\gt i$$$. Its cost is $$$b\\_j-b\\_i$$$. Every other child $$$k$$$ still has $$$n-k-1$$$ choices, so this edge appears in\n\n$$$ W\\_i=\\\\prod\\\\limits\\_{\\\\substack{0\\\\le k \\\\lt n-1\\\\\\\\k\\\\ne i}}(n-k-1) $$$\n\ntrees. The value $$$W\\_i$$$ does not depend on $$$j$$$, so all edges leaving $$$i$$$ contribute\n\n$$$ W\\_i\\\\sum\\\\limits\\_{j=i+1}^{n-1}(b\\_j-b\\_i) =W\\_i\\\\left(\\\\sum\\\\limits\\_{j=i+1}^{n-1}b\\_j\\\\right) - W\\_i (n-i-1)b\\_i. $$$\n\nA suffix sum gives the sum of ratings to the right of each $$$i$$$. Prefix and suffix products of the numbers $$$n-k-1$$$ give every $$$W\\_i$$$ without division.\n\nThe complexity is $$$O(n\\\\log n)$$$ time and $$$O(n)$$$ memory.\n\n**Code (GNU C++17)**\n\n```\n#include <bits/stdc++.h>\n\nusing namespace std;\n\nusing ll = long long;\n\nconst int MOD = 998244353;\n\nint main() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n\n    int t;\n    cin >> t;\n    while (t--) {\n        int n;\n        cin >> n;\n        vector<ll> b(n);\n        for (ll &x : b) cin >> x;\n        sort(b.begin(), b.end());\n\n        vector<ll> sum(n + 1);\n        for (int i = n - 1; i >= 0; --i) {\n            sum[i] = sum[i + 1] + b[i];\n        }\n\n        vector<ll> pref(n, 1), suff(n, 1);\n        for (int i = 0; i < n - 1; ++i) {\n            pref[i + 1] = pref[i] * (n - i - 1) % MOD;\n        }\n        for (int i = n - 2; i >= 0; --i) {\n            suff[i] = suff[i + 1] * (n - i - 1) % MOD;\n        }\n\n        ll ans = 0;\n        for (int i = 0; i < n - 1; ++i) {\n            ll diff = sum[i + 1] - (n - i - 1) * b[i];\n            ll ways = pref[i] * suff[i + 1] % MOD;\n            ans = (ans + diff % MOD * ways) % MOD;\n        }\n        cout << ans << '\\n';\n    }\n}\n\n```\n\n### [2264D - Dr. Agos's Dark Mode](https://codeforces.com/contest/2264/problem/D \"Codeforces Round 1121 (Div. 2)\")\n\nProblem by [qwexd](https://codeforces.com/profile/qwexd \"Master qwexd\").\n\n**Hint 1**\n\nSince $$$2\\\\equiv-1\\\\pmod 3$$$, try an alternating prefix sum.\n\n**Hint 2**\n\nA divisible substring corresponds to two equal prefix remainders. How should the counts of the three remainders be distributed?\n\n**Hint 3**\n\nWith three ones, the prefix remainder is constant on four blocks. Try their boundaries around $$$n/3$$$, $$$2n/3$$$, and the end of the string.\n\n**Solution**\n\nModulo $$$3$$$, the powers of $$$2$$$ alternate between $$$1$$$ and $$$-1$$$. Define the alternating prefix sum\n\n$$$ p\\_0=0,\\\\qquad p\\_i\\\\equiv\\\\sum\\\\limits\\_{j=1}^{i}(-1)^js\\_j\\\\pmod 3\\. $$$\n\nIf $$$v$$$ is the binary value of $$$s\\_l\\\\ldots s\\_r$$$, then\n\n$$$ v\\\\equiv(-1)^r(p\\_r-p\\_{l-1})\\\\pmod 3\\. $$$\n\nTherefore, this substring is divisible by $$$3$$$ exactly when $$$p\\_{l-1}=p\\_r$$$.\n\nSuppose the remainders $$$0,1,2$$$ occur $$$c\\_0,c\\_1,c\\_2$$$ times among the $$$n+1$$$ prefix sums. Every pair of equal prefix remainders gives one divisible substring, so\n\n$$$ f(s)=\\\\binom{c\\_0}{2}+\\\\binom{c\\_1}{2}+\\\\binom{c\\_2}{2}. $$$\n\nFor a fixed sum $$$c\\_0+c\\_1+c\\_2=n+1$$$, this is smallest when the three counts differ by at most one.\n\nNow we only need to build a string with such balanced counts. A zero repeats the current prefix remainder. A one changes it by $$$-1$$$ at an odd position and by $$$+1$$$ at an even position. Thus, three ones divide the prefix sums into four constant blocks. To make the three remainders appear almost equally often, the block boundaries should be near the thirds of the string.\n\nFor $$$n\\\\ge3$$$, simply try:\n\n* the first one at $$$\\\\lfloor n/3\\\\rfloor$$$ or $$$\\\\lfloor n/3\\\\rfloor+1$$$;\n* the second one at $$$\\\\lfloor2n/3\\\\rfloor$$$ or $$$\\\\lfloor2n/3\\\\rfloor+1$$$;\n* either no third one, or a third one at $$$n$$$.\n\nFor each of these at most eight strings, count how many prefix sums have each remainder. Output the first one whose three counts differ by at most one.\n\nThe searched ranges contain the following construction. Let $$$q=\\\\lfloor n/3\\\\rfloor$$$ and consider a string of length $$$3q+2$$$.\n\n* If $$$q$$$ is odd, put ones at $$$q$$$, $$$2q+1$$$, and $$$3q+2$$$. The four blocks have remainders $$$0,2,1,0$$$ and lengths $$$q,q+1,q+1,1$$$.\n* If $$$q$$$ is even, put ones at $$$q+1$$$, $$$2q+1$$$, and $$$3q+2$$$. The blocks have remainders $$$0,2,1,2$$$ and lengths $$$q+1,q,q+1,1$$$.\n\nIn both cases, each remainder occurs $$$q+1$$$ times. The real length $$$n$$$ is obtained by cutting off at most two characters. The last two prefix remainders are different, so the remaining counts are still balanced. If position $$$3q+2$$$ was cut off, this is exactly the choice with no third one. Hence, the string is among the eight candidates above.\n\nFor $$$n=1$$$ and $$$n=2$$$, output `1` and `10`, respectively. For $$$n=2$$$, three distinct prefix remainders are impossible, while `10` has only one divisible substring, so it is optimal.\n\nThe complexity is $$$O(n)$$$ time and $$$O(n)$$$ memory per test case.\n\n**Code (GNU C++17)**\n\n```\n#include <bits/stdc++.h>\n\nusing namespace std;\n\nbool hasBalancedPrefixes(const string& s) {\n    array<int, 3> count{1, 0, 0};\n    int remainder = 0;\n\n    for (int i = 0; i < (int)s.size(); ++i) {\n        if (s[i] == '1') {\n            remainder = (remainder + (i % 2 == 0 ? 2 : 1)) % 3;\n        }\n        ++count[remainder];\n    }\n\n    return *max_element(count.begin(), count.end())\n         - *min_element(count.begin(), count.end()) <= 1;\n}\n\nstring constructString(int n) {\n    if (n == 1) {\n        return \"1\";\n    }\n    if (n == 2) {\n        return \"10\";\n    }\n\n    for (int first = n / 3; first <= n / 3 + 1; ++first) {\n        for (int second = 2 * n / 3; second <= 2 * n / 3 + 1; ++second) {\n            for (int putLastOne = 0; putLastOne <= 1; ++putLastOne) {\n                if (first >= second || (putLastOne && second >= n)) {\n                    continue;\n                }\n\n                string s(n, '0');\n                s[first - 1] = '1';\n                s[second - 1] = '1';\n                if (putLastOne) {\n                    s[n - 1] = '1';\n                }\n\n                if (hasBalancedPrefixes(s)) {\n                    return s;\n                }\n            }\n        }\n    }\n\n    assert(false);\n    return {};\n}\n\nint main() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n\n    int t;\n    cin >> t;\n    while (t--) {\n        int n;\n        cin >> n;\n        cout << constructString(n) << '\\n';\n    }\n    return 0;\n}\n\n```\n\n### [2264E1 - A Prime Flood (Easy Version)](https://codeforces.com/contest/2264/problem/E1 \"Codeforces Round 1121 (Div. 2)\")\n\nProblem by [qwexd](https://codeforces.com/profile/qwexd \"Master qwexd\").\n\n**Hint 1**\n\nAn operation never changes the order of two values. If the minimum and maximum become equal, what happens to every value between them?\n\n**Hint 2**\n\nLet $$$dp\\[x\\]\\[y\\]$$$ be the answer for minimum $$$x$$$ and maximum $$$y$$$. For $$$x \\\\lt y$$$, can we decrease $$$y$$$ while leaving $$$x$$$ unchanged?\n\n**Hint 3**\n\nAfter computing every $$$dp\\[x\\]\\[y\\]$$$, count subsequences with minimum $$$x$$$ and maximum $$$y$$$.\n\n**Solution**\n\nFirst ignore the counting of subsequences. Let $$$dp\\[x\\]\\[y\\]$$$ be the largest value to which the pair $$$\\[x,y\\]$$$ can be made equal.\n\nEvery operation preserves the order of the values. Therefore, if the minimum and maximum of a subsequence become equal, every value between them becomes equal as well. The contribution of a subsequence $$$b$$$ is simply\n\n$$$ dp\\[\\\\min(b)\\]\\[\\\\max(b)\\]. $$$\n\nWe can compute this table directly. Clearly, $$$dp\\[x\\]\\[x\\]=x$$$. Now suppose $$$x \\\\lt y$$$ and try to decrease the larger endpoint.\n\nIf some prime divides $$$y$$$ but does not divide $$$x$$$, choosing it changes the pair to $$$\\[x,y-1\\]$$$. Also, any sequence that equalizes $$$x$$$ and $$$y$$$ must equalize the value $$$y-1$$$ between them. Thus, this case gives $$$dp\\[x\\]\\[y-1\\]$$$.\n\nOtherwise, every prime divisor of $$$y$$$ also divides $$$x$$$, so choosing any of them changes the pair to $$$\\[x-1,y-1\\]$$$.\n\nWhy can doing something else first not give a better result? Look at the first operation in any successful sequence that decreases $$$y$$$. Immediately after it, the upper endpoint is $$$y-1$$$, while the lower endpoint is already at most $$$x-1$$$: it either decreased earlier, or the same prime decreases it together with $$$y$$$. The remaining operations equalize these two values, so order preservation means that they also equalize the value $$$x-1$$$ between them. Therefore, this case gives $$$dp\\[x-1\\]\\[y-1\\]$$$.\n\nThe transition is\n\n$$$ dp\\[x\\]\\[y\\]= \\\\begin{cases} dp\\[x-1\\]\\[y-1\\],&\\\\text{if every prime divisor of }y\\\\text{ divides }x,\\\\\\\\ dp\\[x\\]\\[y-1\\],&\\\\text{otherwise}. \\\\end{cases} $$$\n\nHere the limit is only $$$M=3\\\\,000$$$, so we can build the whole $$$M\\\\times M$$$ table. Let `need[y]` be the product of the distinct prime divisors of $$$y$$$. Sieve all `need[y]`; the first case applies exactly when `x % need[y] == 0`. Process $$$y-x$$$ from small to large and $$$x$$$ from small to large, so both states used by the transition are ready.\n\nNow count subsequences by their minimum and maximum. Let $$$c\\_v$$$ be the number of occurrences of $$$v$$$.\n\nIf both endpoints are $$$v$$$, any nonempty subset of its occurrences works, giving $$$2^{c\\_v}-1$$$ choices.\n\nFor $$$x \\\\lt y$$$, choose at least one occurrence of both $$$x$$$ and $$$y$$$. Every occurrence with value strictly between them is optional, so the number of choices is\n\n$$$ (2^{c\\_x}-1)(2^{c\\_y}-1) 2^{\\\\sum\\\\limits\\_{x \\\\lt v \\\\lt y}c\\_v}. $$$\n\nUse prefix sums of the frequencies for the exponent, multiply each count by $$$dp\\[x\\]\\[y\\]$$$, and add everything to the answer.\n\nThe one-time DP takes $$$O(M^2)$$$ time and memory. Each test case takes $$$O(n^2)$$$ time and $$$O(n)$$$ additional memory.\n\n**Code (GNU C++17)**\n\n```\n#include <bits/stdc++.h>\n\nusing namespace std;\n\nconst int MAXV = 3000;\nconst int MOD = 998244353;\n\nint dp[MAXV + 1][MAXV + 1], need[MAXV + 1], p2[MAXV + 1];\n\nvoid precompute() {\n    fill(need, need + MAXV + 1, 1);\n    for (int p = 2; p <= MAXV; ++p) {\n        if (need[p] != 1) {\n            continue;\n        }\n        for (int value = p; value <= MAXV; value += p) {\n            need[value] *= p;\n        }\n    }\n\n    for (int x = 1; x <= MAXV; ++x) {\n        dp[x][x] = x;\n    }\n    for (int difference = 1; difference < MAXV; ++difference) {\n        for (int x = 1; x + difference <= MAXV; ++x) {\n            int y = x + difference;\n            if (x % need[y] == 0) {\n                dp[x][y] = dp[x - 1][y - 1];\n            } else {\n                dp[x][y] = dp[x][y - 1];\n            }\n        }\n    }\n\n    p2[0] = 1;\n    for (int i = 1; i <= MAXV; ++i) {\n        p2[i] = 2LL * p2[i - 1] % MOD;\n    }\n}\n\nint main() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n\n    precompute();\n\n    int t;\n    cin >> t;\n    while (t--) {\n        int n;\n        cin >> n;\n        vector<int> freq(n + 1);\n        for (int i = 0; i < n; ++i) {\n            int value;\n            cin >> value;\n            ++freq[value];\n        }\n\n        vector<int> prefix(n + 1);\n        for (int value = 1; value <= n; ++value) {\n            prefix[value] = prefix[value - 1] + freq[value];\n        }\n\n        long long answer = 0;\n        for (int x = 1; x <= n; ++x) {\n            if (freq[x] == 0) {\n                continue;\n            }\n            int chooseX = p2[freq[x]] - 1;\n            answer = (answer + 1LL * x * chooseX) % MOD;\n\n            for (int y = x + 1; y <= n; ++y) {\n                if (freq[y] == 0) {\n                    continue;\n                }\n                int chooseY = p2[freq[y]] - 1;\n\n                int middle = prefix[y - 1] - prefix[x];\n                long long ways = 1LL * chooseX * chooseY % MOD;\n                ways = ways * p2[middle] % MOD;\n                answer = (answer + ways * dp[x][y]) % MOD;\n            }\n        }\n        cout << answer << '\\n';\n    }\n}\n\n```\n\n### [2264E2 - A Prime Flood (Hard Version)](https://codeforces.com/contest/2264/problem/E2 \"Codeforces Round 1121 (Div. 2)\")\n\nProblem by [qwexd](https://codeforces.com/profile/qwexd \"Master qwexd\") and solved for bigger constraints by [jeroenodb](https://codeforces.com/profile/jeroenodb \"Legendary Grandmaster jeroenodb\").\n\n**Hint 1**\n\nLet $$$dp\\[x\\]\\[y\\]$$$ be the answer for minimum $$$x$$$ and maximum $$$y$$$. E1 builds and sums over every pair. Fix $$$x$$$ and scan larger values of $$$y$$$. When can $$$dp\\[x\\]\\[y\\]$$$ differ from $$$dp\\[x\\]\\[y-1\\]$$$?\n\n**Hint 2**\n\nLet $$$r(y)$$$ be the product of the distinct prime divisors of $$$y$$$. The row for $$$x$$$ can change only at positions where $$$r(y)\\\\mid x$$$. Generate these positions by fixing $$$y$$$ and visiting the smaller multiples of $$$r(y)$$$.\n\n**Hint 3**\n\nFor fixed $$$x$$$, separate the number of subsequences with endpoints $$$(x,y)$$$ into an $$$x$$$-only factor and a $$$y$$$-only factor. Prefix sums of the $$$y$$$-only factors can add a whole constant part of the row at once.\n\n**Solution**\n\nThe easy solution builds the full DP table and then loops over every minimum and maximum. We need to compress both quadratic parts.\n\nLet $$$r(y)$$$ be the product of the distinct prime divisors of $$$y$$$. The transition from E1 is\n\n$$$ dp\\[x\\]\\[y\\]= \\\\begin{cases} dp\\[x-1\\]\\[y-1\\],&r(y)\\\\mid x,\\\\\\\\ dp\\[x\\]\\[y-1\\],&r(y)\\\\nmid x. \\\\end{cases} $$$\n\nFix $$$x$$$ and read the row from left to right. Unless $$$r(y)$$$ divides $$$x$$$, the value is copied from the previous position. Thus, the row can change only at positions satisfying $$$r(y)\\\\mid x$$$; call them blockers.\n\nFor example, the blockers of row $$$2$$$ are $$$4,8,16,\\\\ldots$$$. At $$$y=4$$$, the row changes from $$$2$$$ to $$$dp\\[1\\]\\[3\\]=1$$$. Every later blocker also reads $$$1$$$ from row $$$1$$$, so the whole row is stored as only $$$(2,2)$$$ and $$$(4,1)$$$.\n\nWe can generate all blockers without checking every pair. For each $$$y$$$, visit\n\n$$$ x=r(y),2r(y),3r(y),\\\\ldots\\\\qquad(x \\\\lt y) $$$\n\nand add $$$y$$$ to the blocker list of each visited $$$x$$$. Processing $$$y$$$ in increasing order keeps every list sorted.\n\nNow build the rows in increasing order of $$$x$$$. Store a row as breakpoints $$$(s,z)$$$: its value becomes $$$z$$$ starting at position $$$s$$$. Begin row $$$x$$$ with $$$(x,x)$$$. At a blocker $$$y$$$, advance a pointer in row $$$x-1$$$ while the next breakpoint starts at or before $$$y-1$$$. Its current value is $$$dp\\[x-1\\]\\[y-1\\]$$$. Add a new breakpoint only when this value differs from the previous one.\n\nFor the fixed limit $$$M=300\\\\,000$$$, generating the blocker lists visits $$$5\\\\,970\\\\,168$$$ pairs. Unfortunately, a bound on the number of generated pairs is not easy to calculate for general $$$n$$$, so the best way to solve the problem in-contest is to experimentally verify that the number of pairs is small enough for the given $$$n$$$. After equal neighboring parts are merged, all rows together contain $$$640\\\\,704$$$ breakpoints, and no row contains more than eight.\n\nWe still need to avoid iterating over every pair of endpoints. Let $$$c\\_v$$$ be the frequency of $$$v$$$, and write\n\n$$$ C\\_v=2^{c\\_v}-1,\\\\qquad S(v)=\\\\sum\\\\limits\\_{u\\\\le v}c\\_u. $$$\n\nFor $$$x \\\\lt y$$$, the number of subsequences with minimum $$$x$$$ and maximum $$$y$$$ is\n\n$$$ C\\_xC\\_y2^{S(y-1)-S(x)} =\\\\left(C\\_x2^{-S(x)}\\\\right) \\\\left(C\\_y2^{S(y-1)}\\\\right). $$$\n\nCall the two factors $$$L\\_x$$$ and $$$R\\_y$$$. Build prefix sums of $$$R\\_y$$$. Intersect each compressed part with $$$x \\\\lt y\\\\le n$$$. If the remaining interval is $$$u\\\\le y\\\\le v$$$ and the row value there is $$$z$$$, its whole contribution is\n\n$$$ L\\_xz\\\\sum\\\\limits\\_{y=u}^{v}R\\_y, $$$\n\nwhich is one prefix-sum query. Skip values with $$$c\\_x=0$$$. The case $$$x=y$$$ contributes $$$xC\\_x$$$ separately.\n\nThe radical sieve takes $$$O(M\\\\log\\\\log M)$$$ time. The remaining preprocessing is linear in the $$$5\\\\,970\\\\,168$$$ generated pairs and $$$640\\\\,704$$$ stored breakpoints. Afterward, each present minimum scans at most eight parts, so the additional work is virtually linear in the total input size. The blocker lists and compressed rows have the sizes given above; together with the $$$O(M)$$$ arrays, they fit comfortably in memory.\n\n**Code (GNU C++17)**\n\n```\n#include <bits/stdc++.h>\n\nusing namespace std;\n\nconst int MAXN = 300000;\nconst int MOD = 998244353;\n\nstruct Breakpoint {\n    int pos;\n    int value;\n};\n\narray<int, MAXN + 1> freq, prefixCount, prefix, p2, ip2;\nvector<vector<Breakpoint>> rows;\n\nvoid buildRows() {\n    vector<int> rad(MAXN + 1, 1);\n    for (int p = 2; p <= MAXN; ++p) {\n        if (rad[p] != 1) {\n            continue;\n        }\n        for (int x = p; x <= MAXN; x += p) {\n            rad[x] *= p;\n        }\n    }\n\n    vector<vector<int>> blockers(MAXN + 1);\n    for (int y = 2; y <= MAXN; ++y) {\n        for (int x = rad[y]; x < y; x += rad[y]) {\n            blockers[x].push_back(y);\n        }\n    }\n\n    rows.resize(MAXN + 1);\n    rows[0].push_back({0, 0});\n    for (int x = 1; x <= MAXN; ++x) {\n        auto &row = rows[x];\n        auto &previous = rows[x - 1];\n        row.push_back({x, x});\n\n        int ptr = 0;\n        for (int y : blockers[x]) {\n            while (ptr + 1 < (int)previous.size() &&\n                   previous[ptr + 1].pos < y) {\n                ++ptr;\n            }\n            int value = previous[ptr].value;\n            if (value != row.back().value) {\n                row.push_back({y, value});\n            }\n        }\n    }\n}\n\nvoid buildPowers() {\n    const int inv2 = (MOD + 1) / 2;\n    p2[0] = ip2[0] = 1;\n    for (int i = 1; i <= MAXN; ++i) {\n        p2[i] = 2LL * p2[i - 1] % MOD;\n        ip2[i] = 1LL * inv2 * ip2[i - 1] % MOD;\n    }\n}\n\nint rangeSum(int left, int right) {\n    if (left > right) {\n        return 0;\n    }\n    return (prefix[right] - prefix[left - 1] + MOD) % MOD;\n}\n\nint main() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n\n    buildRows();\n    buildPowers();\n\n    int t;\n    cin >> t;\n    while (t--) {\n        int n;\n        cin >> n;\n        vector<int> values;\n        for (int i = 0; i < n; ++i) {\n            int x;\n            cin >> x;\n            if (freq[x] == 0) {\n                values.push_back(x);\n            }\n            ++freq[x];\n        }\n\n        int before = 0, ans = 0;\n        prefixCount[0] = prefix[0] = 0;\n        for (int x = 1; x <= n; ++x) {\n            int ways = p2[freq[x]] - 1;\n            int rightWeight = 1LL * ways * p2[before] % MOD;\n            prefix[x] = prefix[x - 1] + rightWeight;\n            if (prefix[x] >= MOD) {\n                prefix[x] -= MOD;\n            }\n            ans = (ans + 1LL * x * ways) % MOD;\n            before += freq[x];\n            prefixCount[x] = before;\n        }\n\n        for (int x : values) {\n            int ways = p2[freq[x]] - 1;\n            int leftWeight = 1LL * ways * ip2[prefixCount[x]] % MOD;\n\n            int rowSum = 0;\n            auto &row = rows[x];\n            for (int i = 0; i < (int)row.size(); ++i) {\n                int left = max(x + 1, row[i].pos);\n                if (left > n) {\n                    break;\n                }\n                int right = n;\n                if (i + 1 < (int)row.size()) {\n                    right = min(n, row[i + 1].pos - 1);\n                }\n                rowSum = (rowSum +\n                          1LL * row[i].value * rangeSum(left, right)) % MOD;\n            }\n            ans = (ans + 1LL * leftWeight * rowSum) % MOD;\n        }\n\n        cout << ans << '\\n';\n        for (int x : values) {\n            freq[x] = 0;\n        }\n    }\n}\n\n```\n\n### [2264F - Deranged Calculator](https://codeforces.com/contest/2264/problem/F \"Codeforces Round 1121 (Div. 2)\")\n\nProblem by [jeroenodb](https://codeforces.com/profile/jeroenodb \"Legendary Grandmaster jeroenodb\"). Testing tool created by [turska](https://codeforces.com/profile/turska \"Master turska\")\n\n**Hint 1**\n\nTry to make an expression for $$$n!$$$ as a warm-up\n\n**Hint 2**\n\nTry to use round and division to make an expression which is $$$0$$$ or $$$1$$$ at specific $$$n$$$.\n\n**Hint 3**\n\nLook for a formula relating $$$n!$$$ and the number of derangements.\n\n**Solution**\n\nNote that $$$10\\\\,000$$$ looks like a lot of characters for an expression, but for $$$n$$$ up to $$$50$$$, due to the particular restrictions of the Deranged Calculator language, this limit is quite tight. So for everything we come up with, we have to be sure we are not wasting too many characters. The model solution uses $$$5969$$$ characters, and there are even better methods that achieve (way) fewer characters.\n\nLet's first try to solve an easier problem: what if, instead of the number of derangements of $$$n$$$ elements, we try to calculate the number of permutations, $$$n!$$$, instead?\n\nWe can immediately notice that if we want to use integer constants in our program, we have to make them using workarounds such as `n/n` or `(n+n+n)/n`. To save some length, we can precompute a dynamic programming table, which tells us a small construction for the constant $$$i$$$ for $$$1\\\\leq i\\\\leq50$$$. Transitions can be coded to use `+` and `*` operators, considering all ways to make $$$i=x+y$$$ or $$$i=x\\\\cdot y$$$, with some appropriate use of parentheses and `/n`. It turns out that if the the other parts of the expression are well optimized, even writing constants naively in the form $$$(n+n+\\\\dots+n)/n$$$ can work. In less optimized expressions, optimizing expressions for constants is maybe required\n\nNext up, we have to face the issue that we cannot use recursion or loops to calculate the factorial. The one saving grace is that the `round` function can help us to make some kind of step functions so we can filter out specific $$$n$$$ for our needs.\n\nIt would be great if we could make the following program:\n\n```\n(1*[n>=2]+1)*(2*[n>=3]+1)*...*(49*[n>=50]+1)\n\n```\n\nIn such a program, we basically compute $$$50!$$$, but we modulate which terms we want to multiply and which we replace with $$$1$$$. Here `[n>=2]` is an indicator expression that should output $$$1$$$ if the given inequality is true and $$$0$$$ otherwise.\n\nSo now our goal has shifted to building an indicator expression `[n>=x]` for a given constant $$$x$$$. Here lots of tricks can be used involving the `round` function. One particularly nice one is the following: `round(n/(n+x))`. For a given constant $$$x$$$ (for which we have a short expression precomputed), this function gives exactly $$$1$$$ once $$$n\\\\geq x$$$, and $$$0$$$ for $$$2\\\\leq n \\\\lt x$$$. So this solves calculating factorials in the DC language in a reasonable number of characters (this depends on how optimized your `round`\\-based \"if statement\" is, and how well optimized the DP is).\n\nBut what about derangements? It turns out there are some nice formulas relating factorials and derangements. One particular fact is that\n\n$$$ \\\\operatorname{round}(n!/e)=D\\_n, $$$\n\nwhere $$$e\\\\approx2.71828$$$ is Euler's number, and $$$D\\_n$$$ is the number of derangements for this $$$n$$$. This means we can basically reuse all our work for the factorial case, but now we have to find a way to get a sufficiently precise approximation of $$$e$$$ in our program. There are again many possibilities, but as we already know how to create all integer constants up to $$$50$$$ with a small number of characters, one way is to use the Taylor expansion of $$$e^x$$$, evaluated at $$$x=1$$$:\n\n$$$ e^1=\\\\sum\\\\limits\\_{k=0}^{\\\\infty}\\\\frac{1}{k!}. $$$\n\nWe can cut off the series at some point, and as we are dividing $$$50!$$$ by $$$e$$$, it makes sense that we need roughly the first $$$50$$$ terms of the expansion, as we need a relative error of $$$\\\\sim \\\\frac{1}{50!}$$$. Summing all the terms from $$$k=0$$$ to $$$k=50$$$ can be confirmed to work. Naively writing a sum of the inverse factorials will use $$$\\\\sim50^2/2$$$ constants, and this will probably not fit. Instead, we can rewrite the sum as\n\n$$$ 2+\\\\frac{1}{2}\\\\left(1+\\\\frac{1}{3}\\\\left(1+\\\\frac{1}{4}(\\\\dots)\\\\right)\\\\right), $$$\n\nmaking use of the common terms in the factorials. This only uses $$$\\\\sim50$$$ constants, and some $$$1$$$'s, which are very cheap.\n\nTaking this all together, we can write our final solution as `round(n!/e)`, with our expressions for $$$n!$$$ and $$$e$$$ substituted.\n\nThe model solution tries to do some more tricks to optimize the precomputation DP for the constants, but they are not needed:\n\n* Use a bigger DP table $$$DP\\_{i,j}$$$, for $$$0\\\\leq j \\\\lt 4$$$, which calculates a small-length expression for getting an expression with value $$$i\\\\cdot n^j$$$, and also consider dividing using `/n` as transitions.\n* Think about when exactly you can skip parentheses.\n* Try to also use the `-` operator in your DP. Due to both `-` and `/` transitions, the DP is no longer acyclic, but as the table is very small, we can just keep iterating through all possible transitions multiple times, and eventually the DP table stays unchanged.\n\nAs a bonus, what is the lowest you can push the number of characters?\n\n**Code (PyPy 3)**\n\n```\nN = 50\nL = 4\ndp = [[None]*L for i in range(N+1)]\ndef upd(l,n,s):\n    if not dp[n][l] or len(s)<len(dp[n][l]): dp[n][l]=s\nfor i in range(1,L):\n    upd(i,1,'n' + (i-1)*'*n')\n\ndef parens(s):\n    if len(s)>1: return '(' + s + ')'\n    return s\n\nfor iter in range(1,N):\n    for l1 in range(0,L):\n        for l2 in range(0,L):\n            for i in range(1,N+1):\n                for j in range(1,N+1):\n                    if dp[i][l1] and dp[j][l2]:\n                        a = dp[i][l1]\n                        b = dp[j][l2]\n                        if i<j and l1==l2: upd(l1,j-i,b + '-' + parens(a))\n                        if i+j<=N and l1==l2: upd(l1,i+j,f\"{a}+{b}\")\n                        if i*j<=N and l1+l2<L: upd(l1+l2,i*j,f\"{parens(a)}*{parens(b)}\")\n                        if i%j==0 and l1-l2>=0: upd(l1-l2, i//j, f\"{parens(a)}/{parens(b)}\")\n\ne = \"n/n\"\nfor i in range(N,0,-1): e = f\"n/n+n/({dp[i][1]})*({e})\"\n\ndef geqn(i): return f\"round(n/({dp[i][0]}+n))\"\n\ndef factorial():\n    res = \"n/n\"\n    for j in range(2,N+1):\n        res += f\"*({geqn(j)}*({dp[j-1][0]})+n/n)\"\n    return res\nfact = factorial()\nans = f\"round({fact}/({e}))\"\nprint(ans)\n\n```\n\n**Code (PyPy 3) simplified and golfed**\n\n```\ndef n(x):\n    if x==1: return \"n/n\"\n    else: return '(' + \"+\".join(\"n\"*x) + ')/n'\nN, e, fact = 50, n(1),n(1)\ndef geqn(i): return f\"round(n/({n(i)}+n))\"\nfor j in range(2,N+1): fact += f\"*({geqn(j)}*({n(j-1)})+n/n)\"\nfor i in range(N,0,-1): e = f\"n/n+n/({'+'.join('n'*i)})*({e})\"\nprint(f\"round({fact}/({e}))\")\n\n```\n\n![](//codeforces.com/codeforces.org/s/30864/images/icons/paperclip-16x16.png) Tutorial of [Codeforces Round 1121 (Div. 2)](https://codeforces.com/contest/2264) \n\n* [![Vote: I like it](//codeforces.com/codeforces.org/s/30864/images/actions/voteup-gray.png \"Vote: I like it\")](#)\n* +133\n* [![Vote: I do not like it](//codeforces.com/codeforces.org/s/30864/images/actions/votedown-gray.png \"Vote: I do not like it\")](#)\n\n* [![Author](//codeforces.com/codeforces.org/s/30864/images/blog/user_16x16.png \"Author\")](https://codeforces.com/profile/qwexd) [qwexd ](https://codeforces.com/profile/qwexd)\n* ![Publication date](//codeforces.com/codeforces.org/s/30864/images/blog/date_16x16.png \"Publication date\") 4 days ago\n* [![Comments](//codeforces.com/codeforces.org/s/30864/images/blog/comments_16x16.png \"Comments\")](https://codeforces.com/blog/entry/156680#comments) [26 ](https://codeforces.com/blog/entry/156680#comments)\n\n  \n![Comments](//codeforces.com/codeforces.org/s/30864/images/icons/comments-48x48.png \"Comments\") Comments (26) \n\n[Write comment?](#) \n\n| » [AksLolCoding](https://codeforces.com/profile/AksLolCoding \"Grandmaster AksLolCoding\") | 3 days ago, [show](#) # |\n| ---------------------------------------------------------------------------------------- | ----------------------- |\n\n| » [ ![](https://codeforces.com/userpic.codeforces.org/2948677/avatar/f15474cd5b82d030.jpg) ](https://codeforces.com/profile/AksLolCoding) [AksLolCoding](https://codeforces.com/profile/AksLolCoding \"Grandmaster AksLolCoding\") | 3 days ago, [hide](#) [#](https://codeforces.com/blog/entry/156680?#comment-1392481 \"Link to comment\") \\| [![Vote: I like it](//codeforces.com/codeforces.org/s/30864/images/actions/comment-voteup-blue.png \"Vote: I like it\")](#) +9 [![Vote: I do not like it](//codeforces.com/codeforces.org/s/30864/images/actions/comment-votedown-blue.png \"Vote: I do not like it\")](#) F can be solved in 1661 charactersSolution by ChatGPT: [390658725](https://codeforces.com/contest/2264/submission/390658725 \"Submission 390658725 by AksLolCoding\") [→](#) [Reply](#) |\n| -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\n\n| » [RedStar\\_KAHA](https://codeforces.com/profile/RedStar%5FKAHA \"Pupil RedStar_KAHA\") | 3 days ago, [show (+1)](#) # |\n| ------------------------------------------------------------------------------------- | ---------------------------- |\n\n| » [ ![](https://codeforces.com/userpic.codeforces.org/6201707/avatar/1424f28bc0f8a6ae.jpg) ](https://codeforces.com/profile/RedStar%5FKAHA) [RedStar\\_KAHA](https://codeforces.com/profile/RedStar%5FKAHA \"Pupil RedStar_KAHA\") | 3 days ago, [hide](#) [#](https://codeforces.com/blog/entry/156680?#comment-1392482 \"Link to comment\") \\| [←](#)Rev. 2 [→](#) [![Vote: I like it](//codeforces.com/codeforces.org/s/30864/images/actions/comment-voteup-blue.png \"Vote: I like it\")](#) \\-37 [![Vote: I do not like it](//codeforces.com/codeforces.org/s/30864/images/actions/comment-votedown-blue.png \"Vote: I do not like it\")](#) Deleted [→](#) [Reply](#) |\n| ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | -------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\n\n* | » » [ish4an](https://codeforces.com/profile/ish4an \"Expert ish4an\") | 3 days ago, [show](#) # |\n| ------------------------------------------------------------------- | ----------------------- |\n\n| » » [ ![](https://codeforces.com/userpic.codeforces.org/3955333/avatar/b75406e855497b18.jpg) ](https://codeforces.com/profile/ish4an) [ish4an](https://codeforces.com/profile/ish4an \"Expert ish4an\") | 3 days ago, [hide](#) [#](https://codeforces.com/blog/entry/156680?#comment-1392483 \"Link to comment\") [^](#comment-1392482 \"Parent comment\") \\| [![Vote: I like it](//codeforces.com/codeforces.org/s/30864/images/actions/comment-voteup-blue.png \"Vote: I like it\")](#) +1 [![Vote: I do not like it](//codeforces.com/codeforces.org/s/30864/images/actions/comment-votedown-blue.png \"Vote: I do not like it\")](#) stop spamming ts [→](#) [Reply](#) |\n| ----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------- |\n* | » » [qwexd](https://codeforces.com/profile/qwexd \"Master qwexd\") | 3 days ago, [show (+1)](#) # |\n| ---------------------------------------------------------------- | ---------------------------- |\n\n\n...51400 bytes truncated...\n\nThe tool call succeeded but the output was truncated. Full output saved to: /Users/zayd/.local/share/opencode/tool-output/tool_0acba1182001nFcdaRF3VDhIUC\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_0acba1182001nFcdaRF3VDhIUC"
            },
            "title": "https://codeforces.com/blog/entry/156680 (text/markdown; charset=utf-8)",
            "time": {
              "start": 1789604269109,
              "end": 1789604270468
            }
          },
          "metadata": {
            "openai": {
              "itemId": "fc_0b56105da475c7e7016aab31ac9ad087d2893d901ed2a13146"
            }
          },
          "id": "prt_0acba0abc001D4E2sEGVatAQB8",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acb9fcd4001NQGCF9SgSrwmBu"
        },
        {
          "reason": "tool-calls",
          "type": "step-finish",
          "tokens": {
            "total": 9993,
            "input": 9893,
            "output": 38,
            "reasoning": 62,
            "cache": {
              "write": 0,
              "read": 0
            }
          },
          "cost": 0,
          "id": "prt_0acba1186001fdXZpIzS323SSr",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acb9fcd4001NQGCF9SgSrwmBu"
        }
      ]
    },
    {
      "info": {
        "parentID": "msg_0acb9fc59001xmWII3MQGNNGOn",
        "role": "assistant",
        "mode": "nudge-generation",
        "agent": "nudge-generation",
        "variant": "max",
        "path": {
          "cwd": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-QAVEE5",
          "root": "/"
        },
        "cost": 0,
        "tokens": {
          "total": 32009,
          "input": 14840,
          "output": 117,
          "reasoning": 7452,
          "cache": {
            "write": 0,
            "read": 9600
          }
        },
        "modelID": "gpt-5.6-luna",
        "providerID": "openai",
        "time": {
          "created": 1789604270474,
          "completed": 1789604787519
        },
        "finish": "tool-calls",
        "id": "msg_0acba118a001dA85DnOVmcRFYA",
        "sessionID": "ses_f534603b5ffepk70fESEdRYSME"
      },
      "parts": [
        {
          "type": "step-start",
          "id": "prt_0acba1bdd001aBJAcfYdIqs95B",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Verifying DP indexing correctness**",
          "time": {
            "start": 1789604273118,
            "end": 1789604280226
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31b10e3087d188a7af2f1ed7494a"
            }
          },
          "id": "prt_0acba1bde001TzAdaAEJqKhwfa",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Planning delegate solution verification**",
          "time": {
            "start": 1789604280227,
            "end": 1789604282683
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31b10e3087d188a7af2f1ed7494a"
            }
          },
          "id": "prt_0acba37a3001Tp2HuTleafZjh1",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing problem operation properties**",
          "time": {
            "start": 1789604282684,
            "end": 1789604282803
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31b10e3087d188a7af2f1ed7494a",
              "reasoningEncryptedContent": "gAAAAABqqzG64px79vOPcg7Nlvj-9VZ4l0fANUIqT0ax3waKzCJg6I1_-z-kQsHuJsHtGbLFZEkS5vHBxx6sZjihsWzAx6s-aa_7OW3JkAEJ9CSmhVJ-xxZua_FvNOlV9hmQmWrIdJ2f_1y8H80nVHzVQmUE9EUDq7JK2N-R5Fyy2Mum6aaMYucv7_CgbQMLfc0q93G99Z1SE-pPKcs0YRvZOx5iP4wTZgPtxUtEWeH_ooXo25vOAM7ku-yRQqNtOoTnEcX53TZ-hWFoZ_QEgWN3rVOaMlWDTeKqhzUqOSiM9CM3m-XuHy0Ki-PfhYZuSBuOXLBah8lyORQCCOu6BBFaLZq4Qbz7WUjY1w4KzX5y2YMnVl_rHISABQTcY1TmYso4HZ-o4r9KdCUpcgtXVI2yPuwV0ZEXUMkbGECFrzHXFkT3twoROIYA2ggQRMSGTqqZ9UG4N8dC-MePiGAO9g4Exj4oockoxrpYCndP1GRUoCIAWdTvJrKxhxzXG8UivHaR7F0wPFox0B6R2uwEJShC_4GSly6YPh0WyJCfa4ROtpupGlqCjcPMujwWVYmgj7_kAdoEdcb1fx0CMK1P0h1GUVydy-2p2CDcsTcWbDGFgyUDUlg_evka1qj4oPmGhgg2asaoMGR_JIXeQy4_mub5s8jKAzWE27mecMJ5ci9AUU9s5RgBLrUaCXnx_Myg7kd754syLQuSfMbeywg2DJwW_K_IOMcrfPvq2AIP6vUpIumX4CQHK6oGVgVvDwOPFw_FZUn8Dj3C2ut-ev0tZ10qA0YC_Am9bhAoFPsNqTZSSMVvQLxHqu9Z0Q4pu3JoGJce5o-lix1wAyYsC0LIB-nNfSwsuab12y02QkzE65qXmXIZulcuHwHhrWvfPaYCKZqyTuJERyUzz98NToJM1FB9OYqU2hIE50A8l9_7cYQHwCEHPaBlcrxaI_7OJE9rqBmaIA4QWAZKwEWz8llsawrjMYi2wc33X45c6M-d8AsmuDLNWTPPlBX7aoyb7B2t3GTyfcxoM3127zfZ-EEsKNgxM0KcKNka8Q2mrmJifquHu2Hzug5ARkbiAY48v3NkBWnsl4xCsfOBRzcO1jp8eEGeqp9srDAs8ci_MgVzxy5GODjOtlrrteCFYRf4Je5DaUbkBb8sJw79e2a-nN9at37tdCS4SDaYj68YLG2Q_VHOCjhnHRBT6Wf1g7rJyIEHlzzGXvSOkx62wF442bYBXV6YFxnbzDwAhAt43FeN1mhNhNwD0LSHzty7XlpblBrllCpAL55ALIis8RYr_2iseMYODDGRowfQ5y3M1xuWKkXKeDdmumgHJvtBD5wJ8Ta5FE_v4Ewka4jWUB0wuG7l6a7KBOrwqmdqpQ3KmVTv4sLZJFO_9aGq2F5aPiH3JzKitbi5Vs9YH3x2A5ChEJHMbS2KfyGYXmr0gVuxLWsNChnsmgf_wALb1QdNlNmDUjAuAiwFSI-1xhf2kQy8hwI7GxK2-xzYd16Ea7ZfTHXv6e9y-lOqCySNh-RsCsNEs8rx5KU6LzUzp129KYtqzGYy83kjKK9oCDo0XNIGjMgNY1ZO9XNGErke0Hj9xUMu6LKif_O2f20dRxVzQsVQdWmXpWCgSkVwgNvp9d6RoLf3zHVEOPl5oJkro8zX-2pxtyTJ3841ZDb60nyt-rwyoh8Ty_gg7hcbMvxdjcN80TYqMkrqct56etjKl8oBHosTVqsfOvdZeEXvosp66CpKdiW1dJIOuBMbUOjemdV9YDL_dk1ZXbd0PpYRXXOAoqp_1xcx23SLhx0rFtBMLL4VJ7c9D45k0kjVIdT2N_JKiEt1uKE_7LPebRGIP00TjnkBQqAs8TwKW6BCHkNT4LvHodPccsElejXAct-xZWl-Z4W7k82vgwl2Vt5abIZXCeg1STHlAF84xmRtgZAtb_LB2Zn4u5hI2nf1lvM13DLx2-ZW3YPqAAEBu0oI40pMdyAQyY1w18Dq4SgKDDiN0-GWcfmCGe04AWkRMqoLm8jOvpHcJpkgWsZbafEbIf525aYaDRbRv9laUzPuqbzaKYKX400wQRNZ1AUNhBGmi8V7gJyTAwIZdrAdQ0D_OhFGbpe11Jpr9R4VEv0ZHjo5YGzirINoHT0hAuXp1jq3kjnvoHRKW2t_EULZFFx1uUlswd55VqUalq04sPZiyxULga4Th5HZymnx2pHIpYgQlRzUN3crRk7lDAJfZTI8_dPRAKxySlq8qU08t6rYXGJ61pM7KP7VV8boybjXtYNmA5jjEMtzr-AS2cBDZK1HPxgzAzraukbAbfPNq1wPgLEY5FTlEwNDEzx8OsFD_nhrKGc8a0ce9yQuJs9AmCjzI1_bvLrSX0USuU0AxxINygy4a2OsnGiPbHmrY8pkgdgQ2MHgfIQFz11fe5TjcWbxH-YFU97v8bTFbk9DEElMn7esCgr8RUd6X5ZFpIwkfeDBd11cWfEcRTCYLH3cIM5NL3EbPQvj1fZdB_QyxXR0qvcjmaBVJaqPzPHPfbFsdOfKaCv8k-LB059-zjk4JzdE4BrchIrnboX0RapfHvRfGfchTNl0qfz_UxKYAqIjmJ9yqYgZXzvjxKu1i88JL1avRttgF8mEdsVbIFjiFfnqyODk7fYzgsUQXZG8tsc6roXtPmkpi7wL-dl7Cwk9LOwyD50J7tHcc_iXn_SOxgwwpBHk9_G-liw20nujMPPPn296_gSe_DZhrh3jB89cdWbG6P2Ml6bTmS6OoHDyKpoEape6GXnxve8mfbGYRwS5YjrJbwqaMS1JFOo4Tp5KKT3mq62tCAfpW66tYPsTIsEiQFBJy_bwGsnYm6DDcD3bbQ5PkBMbEfnPGJbWNURfGPo1JVrVIt4EkP4Om5HE7naqt6U37VRPNPQw0HJJ0lPcWgLhUtDDI7aPafhzNQPK_shJXNWSuT3Uomkewm-fAwyXUT94PHwVlEIqMcd6X4HDAICBcPpcFTjSZJgNFaIW4dzO4mrfHfsRN0nPvhfITHvU6EnbMh7XQ35b1yJzSjqqOU26iTm-yE8OOMTOTfP6VEn5YhbXbG-3JkhSII_9-rMyBbBCtEc78ArBR2xH06dgy7E7hfFnD1VOeDKVmNFYXIOlpHxRvNtcPcshaCdxcG3I6mAnCWK03uq63QcW-r1ThVl_6HzvF3TNGWeth_0KDXCYNlKVq9L0vuM_FDDm0lFAZEcHF_1rKrzSKPYzMYyvd0pTc8CSjE1LsH6Mh3_Hx40xPrvosLiBO9ra3O9zl_508eqYfNUhfs8z2J_vTgdEewEdWLVUZwdtrKMsglmjzy1FghD00TYO1bsGkfJ1VQQ7ZE7i_AOhBFbRnP7172hx5CcxCd1D4fve-iGlOFN8EP5W8d7ReBtBRHvZ9mQLvXB5F9CmXVxipiQd3cD1gW5sbDHSF4etu_B-TNKbU4yWBoseFxmDY9eZrW5uuNKEqLldbR8-0ULt4Cl3B3RBfToqMWzDdg6QqtaNm2Knnn74-123mLJKJUKXoH9mhkBIi46P4ouhAgoQV34RJHIgI6XAn_DvWCakZqA7Fj1HnCKIVbM8UKrcclnauG0VXO7f1x54KEBfyxXvhf4VJH0mdiesup3-kzktwvoFWr_0yKeBYg_LYbfVihOSfaLC9bOXIeySqeUFnwA0_nUjgLoWaEZ9kLG4BKUhYkeSLv4WQhLlSwaOkmwiPNa1Zkz-GWz3TvyGjQ-gd9IdFvrzLS-pbQ2nA8VTPyUVTnYmRH5H6COf_1lYtKgE0mpF19okCNzHaqz_g4yE06LDQ8t-LbQtFPBjbNyrICAkCPCK5yG3aIjobVj5ge3fN3h4RlBH2cLiYjw1ROZm74ZSVENLfTELSKa5oZVTgMve8po7fVRxDxpT9sPmc4f2v8Ts0eE3g9fNfVPqk3yg9sO03fqP8KKsU1K1TGWjCHN0APSpY67BpMuI4gajDSIBbgkOSRlH-hMR-sWxrQA-Kww9TjfE6J97s3YBJkMYF3FeMYXfxK-Z00mXDHudyrxdqGzlPEN8NIGcYkFn1kz3-KB8ZnhQ_NCPHuOw8j-15hKzl9wmje5TQTzvb3Yc67Cc3oD_kvVxw9hHyVEkKwGkmSuAlAq9A4GA9hkxL-rqNfLYIUdQQj5qBQ0xSfIwmJXMNf5QomZqye6B2DedoP0aJO_cX-DR6w0TTTz9q1IqUFX71utvqdPbl-MaYvPNLJ5HXuGd7INM1qbNrScNPbNfcGF1XSWsU9tdOYnNXePUZXDmGXzaxUFt7-oNKJJjzCvDUnyoMAzUJzmvkAVBim4BmfdW3GhL0CtDkBL2iLwB8eyVgUw8HYitt2s4nj5AaBipbe-KC3a5GInsxhehikDd1twfXj0pmiiCPmlKECw3rOd-XBb_AKSF9RmoOk3TxUe4qVrs4AunUWonaTN9JC5e9ogSk03q0E5kvXSUS3YAkpubYzFILGVyV1JW635UXsYtuAfphuLWLHNAB-_uf-0db2AVHhPHE-K8_ElfSj3n1ZYbMy2U1bgVjOR83o5bhYkR9sw_LHdxVYceL0S-5gP8XWARWE1xUbgy71QDLm1EAl1H8cLklkqxn_rfcp2ELLp4UbJ88vrYNjbJREIZTJYJ7K7Fe23vohx68X-4Zmwtsg=="
            }
          },
          "id": "prt_0acba413c001FuWYb1B4xX0nzP",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Verifying order preservation under decrements**",
          "time": {
            "start": 1789604282805,
            "end": 1789604290000
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31babd0487d1b07fbf2ed97632be"
            }
          },
          "id": "prt_0acba41b50016uQTBgjUIy1cWL",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Defining DP for pairwise maximum equalization**",
          "time": {
            "start": 1789604290003,
            "end": 1789604291919
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31babd0487d1b07fbf2ed97632be"
            }
          },
          "id": "prt_0acba5dd3001Yy2n9pvvhdNJGj",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing prime divisor effects in recurrence**",
          "time": {
            "start": 1789604291922,
            "end": 1789604291924
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31babd0487d1b07fbf2ed97632be",
              "reasoningEncryptedContent": "gAAAAABqqzHDwK8qN9LSlGW23mreu93RzoCU3NBVU26NFgqSGUjdD4j3f7cPWEGlsVRZcvmOhe0HHGK-OkJvS3VylKs8MDK-JJQNVHBkqL9iCul466gUpfqbgkbeluDClxDxZ65FDWXVnGIWvs4oizLBcMHDNJk-CNi6qvUDKTWPW0HpDsBqd7xWc0opoTgCGO840onSk3ZbmhVRuRCBQUpDjC0oQly6himgZ977Kv3jqga65QMkdZiZHYnWSKanVWOYhA6P3BH3XAHC1CipeoqnSYOe4gdc41sTX4FlRkxlk9IejoFwGIWAFPds9w1AfaFA0nGczI45vTF-J6jRxgr3SldiHMHR5rr27rYLXnEZvRJ5i3fdD94vXGWJwpA8le4YGFVcza954ijGjVPZGnd3EJQGUq8ErDwWttx2i5Jo8OZkFzZiUZ2XMfW5pK302c4VhCiJipZSgg6IPvPSk286qsi6Xf7ElhZeRqAj5M-6hhUDRHT2U26lvG9ZJqogZiM728iJKqomrkTjUi2J5-JIOqi9_OjbCPMlyzZzsLqltzCwbp-gEqWRZyC400-WEXjCH0nd7g-cPhA-AUHvaq3G9efPOsT_k7VglvpuyVgfmZUhRJ7SGS7Asiqi29DCe4P6UXhPjETCjGCYuQwzBG_RQIXAROiAW-EPUWe497GCr718OdW4giCQ80casorbQrotPkG0giTzLjEa4KcVFzgcgrrblMjMT_UlgC2oVJsjJD8SkZkv9deFbZ5aeroxFPTB0Xi-tGs69e_YYxXHpCYfu1ZecZcWVyTa1B7wxBQk77PiV7tT8o4DpItNngIZrmhAnFf3xfcc25wuO379sihAHYRLs2QLerovnJmJ5YrdxP1gVO9OPRbPuaycbVDrkwiyEX5rw2ydozd_wRC_5oKhEp5odQvvC5RUa4RArMqvcKTsRKqVy1Z5cvA5UkomBxmwa3MdQldUbxCZvjgmr-C0LUOz-L83I3wvfDRsemEmqrQvC4AmTm3NgBWl2Kezf293uKYSi8OXlQdSFlmBmyZ1jYqbtJEymBg8V75fOZuW0S4fDRayVDlZOVEyfZKAVEv4BXN0tB56WsrXiSSCFCJDm-is9V8BrZgC4WN8vyWue6FubNw6HcSp67751UcR2RxRiVPvqwQlfsB-CBVdwMzp0aWnzvDhbPLs1cVGHYh34KTmW2TYGC-2tP2czV8xi6x9AZq3uavl012SSYCt3zhbE_tmkXwo0IfMMTS5K58LfQlBgrE-fRamWHKOJTAbqaQkBrHy-_ODJxjujEnTiJIUo23lPYVozwCRN16qS813rjgbmvhOQTbn0uAZ_auk7nRHu-EnuLWbs5Ig7moaIXgZpqP-Z55xgfE-OaQGEP4Z4nMQXVo195UM1kXkp3gZrhlaVxRYZx-fUT0pZGcu8gcEQl0JjXgNQ3M1zbxgimdSpUYgyyJqaYH2CB2FpSPblPyw7JDnR4zCKMYQkD6sUxt_ovaVvuak8q2Azf1GMcc3WyaKVCGDoOMmlIZPWzaLDcvY4KjT0u43Ybm7oYL6Q3nBZ8pFYqd93GadcD0_3nE2rPRgGQiMrCd7Ghg_kP7LRvxI3TXROs4_qz2QMH-4V5RcJbOl45iz-JoscKfhcHgpIl3FzGHudk8r7GuKSq7O383JUMRs1AVbOqpaFoHO7CsNyBcIB-jg5tQtfKFBLzSNAgfCogA_GKskRFpY9ZRiCOTq7oBmR_zNZUAHYCZ_RkvglULV2FgM79bSKQfOp2jOmwjt6bfnNNMxh3mYMYh93LKwMwOePoYo4Ttt9oCHNWj9v5wbrHYvR5h6YRq2Xw9A2s8lZXsRVHwadWm2JrHm-J_sFAIvSWC4jyLTyTDar1hyL5vB9-DeGJTUEMcW2znMJuWBw0W94EcTOagTQItc9tIRB3pfCNbfYmavCj_xRpUsQWbYvaj8cZHazWWgeWMmHRofX1OdMs9c-zoxDt3uGdLKrUyZdQk8X_DOZWuv8ieWcGCDb165B0wmAveeJt_EOxM7KLUft_ZO4x3Ox-1edQtM14H7gmMQl_JKMLpJr0B3GfGSL3qViSLV-vN-v6hrZh_uVO1tID8f-6H2-cInf_6M7cRUzhomQPhzaB8oemTX9M-wTIe5HD3GZNS00Kj0H7qJBEZv8GlVkwQCdInilmqhEs0SfxxM0qPF7AJTZRacu-yOXOWAzEH17MKXfBmvltAGcCY0kyvgMXQADm8v6HWYw7gc_BEOYxG9uplquZmVM9ehOQeuubCwJl6xADmCXRTntYYvWiVcHH45dy1ouzzzgkJIq_7g2dMTOqAAGWA_b026m6r6EHrii1_OjOOAw08gb-dg3G1-JUa4q4FZe6pBzN6GZcV9_R2i6YaLL636qEygR2KxEwvTLqFQcVLgiw0iXSWBXWmSjRnot_B2SE3okDspsi0uMHd17dZHOkeN_OtAcKGamsU-kSgzWtg7vS0rvWLbc1KXxk69D4MyTkVpUpv2kNXRrRT6rllykTb8DHl35y6VJ23ujiv5Eusu78orlgva8W_naM6lYdc4Cr7QzNI2Vj8Z4kmdDHjuatR85l_JhnBJRMcY1Skw007FzWoZz4wdhN_l2tSw1HPm-6hqH0zCwZRf9PCP82aAeWUqtCyV3y3NB2w3Kqc10UWaCnjef0vqtdICUJceEI1ZqoXeuHsWvWV3MRAIGs5FT0EEsj6Fj5Umr5en2XPBPn0Eg3Zt28ak_UQKNDjFOspQnEib-3-1hSk8YwC0_5tlYJtod-syHi2kT3gHdx5zoOnWVTADOLDlS_e7BE7uxuTERpASpMndrZbgZMESxVrhyBDSBRjbh3DZGFguis9JgIbyxyb7CtAlrZVGQUInl-NZ29F0-7hnd2D1DxLBd4f2K_FzZR4TXYQqt0Fu5DrK3JwMbMV8lkHsCv1vuxwrDo2e_gJPttKtRM8bquznXq1Cp5gcgYY2lc6VRqekufBtra1P00i1cakje6lfHIY_8ziYP5IMP9EpxR3WeCvTPqwRLaBb7nr3ohigXlCPbFp2X7_fnWLDlzxeWoP_-uM80F0n3KilfOUYCmobsnLXsLIF3-mt71MmJFKuEuewhlkdshmYiYkQvtJPqu-StUU0h3I4pag2SUAkR0If9Q_x8O-L9n6-5hnTiDxYv3jnbYS0mNAsu0g44T31_5lNcAUxhihB3-TTgbzirTq9wQUOGI538EH1JeYORaFv9VBFvEeeCq6qUqQLWG8GV3qbqg610eDhKku-doM9djvHduBHVlHq93My5WQiXi1BMZ3yu7Pmnb53oOm9jcCFzvvwU-qLH4Eby4bYlJW5P-7nUEse3SlZhpDfrjwVwBZ2E2tIjqDFO7Zq-FLzHmlIafBpJrXY3zGNnDGIorg31VLd9iYKrYcVWww6frN_1RrAWsQX3TQmr6k5-xSXjL5swBDBgTXdCRZ6XYtPecUzR2vPW9Im3nYBFn3ldzAOy3rAn5uBh6IhDS5MiqynnonkHSocgjXc26m_8p2dDV0h5E5CergwZUaN-zrTxHOPMDd8uOAIQ7t_OBJzbwtzqMl39NNYtkZb9OGLdrIFyTL_Ls2F_4i-Tdc0poiObwV9LxhaT3ub0W5xNfK0y0j7LZWkWBBu3F6LeS_DIES6sVfmZIbCagIdQtMgXVRDe88pX76Qdb3IZD2GLAHabOSxeDOZdEY3ozjl1w977o7fFinYk8_GIPBVKp0v7maBHHp2KAWjYKSvKHRoceGMpH_EN_b52SwenIVqCDHs7vZI93aLpZOLffgRNn28iKtk8EPC17WpZBhS3FJ4Is2x82TAgwSG1GPdsuj_waks86aJpoRL6KW6agIXmKZqZgEHrsjrJMazLYxq3KIJMZsii4qr70TWQr5qAq5i4UnqVtKBagt9jGapmvQS5GNRNsiVB-kR9G9Lkyxbrf5QU4C0gXk4G7tIzjgr38z9ng3vxbiRaCdmf-bqFct3cjHuW3tKca1m95PeEmZUPtxYk_TpCbVkIcTAXWvt14KVqgCX9iQWwxQ57O_xVpx3QOTs4rfSgSS-jlu18B_HxLO9Tz2yUrNSFWuTG-suNBmydiQVEil7wDvk5_f1q2D_EpLmb2PZ72MLcNwAi_9YZuGU_vBsDKJH8X59DQ5dSa3Be-9paxf7nDWRFzIqJQT0CAbdpMTSyyCSoRg6Tg=="
            }
          },
          "id": "prt_0acba65520010bljuTCP9SIQuX",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing recurrence relation dependencies**",
          "time": {
            "start": 1789604291926,
            "end": 1789604299699
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31c3dc0087d1a42667fded604def"
            }
          },
          "id": "prt_0acba6556001RCm7IT0S8pz73g",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying dp recurrence monotonicity**",
          "time": {
            "start": 1789604299704,
            "end": 1789604301185
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31c3dc0087d1a42667fded604def"
            }
          },
          "id": "prt_0acba83b8001xb8syD4SGeTgwe",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Planning rigorous recurrence proof**",
          "time": {
            "start": 1789604301191,
            "end": 1789604301209
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31c3dc0087d1a42667fded604def",
              "reasoningEncryptedContent": "gAAAAABqqzHNIMfvsrtLqLWQS-XC44RwiDfzBeDy_PGUrsRVW6Wb1lhjDZmxurIrRHfil1CrlJ1PSDGRfjbbhVfPIIYEQ_0MVIGxQg1QPj5V7VU-JD8-Gkqba_tersrgI-lQ1xp44HPg9gAKUp4YEC47uwntbGElh1MhENpQbb3GzJofY7bOQteSA4RBr2cBzurTmjfgtiUqSalM3adcqPkTHIm6EC_xm1b6YkdaskAv43o33v59-M-OQCHBblZBATD97m8dwjhYZ0qwjxTM-y21GGkXMF2bicnhKJr-top1wKqdyDxRsgc4a1Ettw5DTVbqye7A7T2zp-Z3W5F27nm-qO6n87s72B28357mJl7NowgmejW8o_d4i4JwChoaxAKbGcbHGAk-T1Y1CdEcKwIj4KcVWnlXDPyr2UKmwRf1WKOPYY5P-0CYvk940FV4K2YnFhQQMjIW2iXsh6IHh3HmfAIewx96u1xHSwEBZl_eq0AFxil_PXL9jFez4NWNkgZB9qrJMfH4p11bDFifv2pThy4EW3BWupnECDgDdxw3H-1KrtCje64KeJvbn91xakMRr6pvACdbdy6pbDMQdlGzQUYWNEUGwNFyNkM7skHbB168L1gVwo98hrP6DUDoQP-8DHWju14VJuOO4MpRmx58D7HpYc4W5ha3fpKUEYs-SOzfs54HmNEUz5_MAFhJqPuqawIgy9Lwnx_7e-eD2HG3xBUgvICRoOZrWqfCo3MakCU17sth7Ra5cJL2KGwXK-HV2qqAljQduUqu1zkhoSv1NINF8NGJBntAi98NIigbAxHBRMxQUMoGLCV2AZ0guOtBrQuoJ4Hqgh1vzKdLh5dPEY98RY7ZatoVqEHzzane0mX9ifMaWLrJgGNu9Y8RXZJXY_egV5dwg4byZP1hDDaiuUUjJACbevqTB9Bgfpo9py_AgEUiKlZ6GS1bUpqyaWcJNMvuCtdsQfOoB_2CfUuCTsSz_HsTYX1EEvrvtLRqsGNXQ_hvLLZ_xPmjLQvU2eQx2n6rf1YZwlVVTl3rC0w7hHveuBNsgf8N31KH7Wcc7_GXi_tC9kBYrGt5m6Y6ZBvaVirnkBYO6M8NDYCoEFbs8PHiaMN-98uFVssB1QPKzTHMHl4l8A-SVzf20owYT0hzHSXTdWG9oEAqNwrNrtHH_pZUmwUgMt36it1ORp7MkPuMUZL7oObrRbm1q7LxTwV50q6IhW-1QoNkl7LlcRwq6Tc-eVZkBCrFv_8cgaI1MShE8k-sRYvcQ7yCz1LCPkFhhMce3kFwt3mRFwpp4h9_mlPYYrkr0COKJr5QxcrtYTJ7RLqLx4nwI2HukGMTF0kUT_BlqbhXdS5hMjWLSVy4F373JwEX7F65Nd-U4-w8ZxBS8l05AUwzqUVgM-V3aLxKGJ-4nkj_mNfITbyL-D3lUW6qBrxelzIwj3lqR1f64CmnjInp7HZVCZkz73uuTX0eaOhPViCYBWhvbOLCAF9KHfS0DMX27Dmw9qnNhBU3gQ9K9vnm4WHMovoocFQNQeoTfOJZ1IorDNQi9TllRO7w9-zcXUS8fSTWFwE6nZttxYvKSCCB7zJ75ZWvCYfzor_YKbqVBB3uF6PiQfGeztzK74Ou61EQ_V8wyMHHlroi0GuEsRN84t103RhaNeslp5CI5Pwz-UrHekzV3MN-W__g0VRuKXyTq24CdW8xCSlsehILUYjVOs_m6X6zDQxxD-ffuo2mkxUIUQXCiCrXigVFwiOaJoDGG3fE6pvJeor_LUobFgTxz-vLWw74h-iuo52qVesvdhuiQNCAjMIHZL4AnifmEAYalFzYlx1bsD-08ylhMvU65xwJAKUa7m3AdPFSpkSP8Onhyl06CjIZFqKyu3_2d2856V4_Espw8nKw6WCSrnYvOkXsO5dW0dDpEZkuit8W3Qsp1ygsTfe32MCRu5QUDgoaVX2Fwc4xe-4WpXqWtn-ZfHFJr7ncgQkk2pbkZOlz_NTYkObaQWezw5S7AEtem7HSFWcSYalMg8S4p55CMxcQjV7FZSZNEdhzPKqHpZP95yAvfVsUaUQ_ddpHfpRjzFoedoq6SSYHmwj9DLFj6B_qCAUBh2dDJpFKhjqGdmJ_GOYmR029CLvraqD3MjyZu_WBnKXsoq47o3LJvUKiPcFhFPh1w3A_LWdgdQWy9NQtCzuu-b-5lO7WL-Y5PjTh1cpGqNcq2-O5LMJyOsSq_S4AigUruFeJLF-rKkRdUctQvJwdp1Il3OPR2IHx7A3A9ZftwO162MwDDumrEzlHmWEFJJ9XzUzxTEmu70ZGfKIdelAWybAVTu35EjC6Hr7DKNa9bK6r29GTiNWM4GBQc9BG94oDiiPrdWdI2kOMv9QOaavR4MyWInAXbqAdwMkv_KYLbdO8PVdFy7DrUl8TOc5kzukKjs7KEconqSIaCxp4qaxSbGNOYp9sYiKOvj868himSI1TlnBJdvofYfbjWTldLTADI1LAw8wptWKvlpfE-Sh9fFdDHAnmFVoVni7OlxQ1Ivl5cJUdH_0YFnPNCBGXpvIyFb4W1y61XJeIr8o7nUv_5LTjpQWFZlJxmO3aaNS_sV6V40Dn5D3JTQQBeR7G_rd3s014uiDigVYru6o0W-ZY0ELf2EzH0qYALS0Pi-tT3SAhDwOFhod9FBmLHiBc6K09kRahkoUnXAx0rd1w6dO0htUNsnC7yo5E7KEKRBayOezgUqUv0Ca3jl1d54oi-pXY2eRyQ3Xj_Ob8xghjKb4srxIOWuiaSe8ZqLip1jMvqI6GUqHzh7Hodnr0tnWd5UP7iEd6Sfque37QL4bqJqaMq_zlESxbSARKsSRXBKKMsXbEsWpCWWtY8Nan5tJKI5h8_4DlB2RIDKpY7NbLk8-PKA3CgHAmUToUbYwX8r82GgkLuaxtY8o1Q3Co2VrCeHV3PSIv0Tw-DyAEG_-_jO76AKK40jcqE5I3f_qdmEe__3A0ac4QAlomWtAdjuGC2yQYZwDFihsGgIHDCW-wGhxnOKz3Eopm1a3jLmMBFKaz2UeHZvNNgkSNqrkbsj0iBZZSRL394aDgn8EvaGyN3Ggg1OlsTQkn6ul4LDD0vFJA2Dd-yRJhzOBte-mVLDbkSesBbiT2bgzLdvDtLiLY8RMwrMCbdkLs8soytynPiBrWsMdgfUF5VI9T0qxVYErYnHvg7cByWGXQeMwj0-FmXCDNh3Nwr94L0JdKhrgmz_VCIqBlPM_UGRVAQgnClw2KI3YovVBwlVzG3pBB2cy90VoIVuL0vBzmhMkgHqRSmc1wgL9GkGJ5fJu3CN7YSbNtrSeIw2KLVvLo0zWzCCSgiHOVe-pPaBFfarn2nI6pQvPtlh9N1-B65miQiXk4VaqpmFE1TH-fvrjOaDdDg_bNaVHzyjRyN2vDdJ_6BsQRGdMRtX9q4gWfx1NNqQ3Zc5tVZn2YzxcDNtEnny7V4fM7WK08iHRUHtIPIZbAn7XYgkW87OTWuaXtJMJsjjI2EylxkKMfMlyQJ9Z6cpMcF0-Do7YnnpOFmMccpZWCFQKA7R4lPSiu6h7EKewuu95X1VW6noJLQe-YTS15XBTJv8fM0hbwsR9v__wJMHtLk4V4Q7wjHdLVrDuaZ71uQ0zjCL5myu0j_FeVj5Wl-M4smkx1og2J2VeBHNsK08U73yEid7SzWBaeVihg4tdiM8fGq4-9CDX3cQvs6N2dAUai2hWbjlGePHRknYwvsd8cjmMDPUaK0q26auxsitp25I5JIWjKnk-0Qra4Wsrvdpd1e2-wHGjwR1YmCQskPjrgs5l25fNSjlg4uMI27jpdiMpH7clHsKynPRgpXVBl2M1HpKzpg6m4MmsuDdpCDwpZxj2f5Z47QLZ8ZmkQboj1WvXhCsepxccIhftsImvyiHgYVniqssNap8b5zu8HLEd31xFhYkVBqqcaMNBE-KgLenNI5nOSqxgBEkHhROEISiuiiiXIaqJet2t4UdXnHzpEsCp2CDGpsZAGOo1Qz0BtGgPUN3aOrebiauMs9mtELBKxv99sX409MoSgTYI8KF_69-NXvjvtSFJQ5uHsDuh5917fLq0NEuE="
            }
          },
          "id": "prt_0acba8987001SZ5Ybespt65BZ5",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing sequence equalization constraints**",
          "time": {
            "start": 1789604301212,
            "end": 1789604310598
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31cd25cc87d195a4ef87ed986368"
            }
          },
          "id": "prt_0acba899c001gAC97RwOqZxRLi",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Examining dp recurrence conditions with prime factors**",
          "time": {
            "start": 1789604310603,
            "end": 1789604310654
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31cd25cc87d195a4ef87ed986368",
              "reasoningEncryptedContent": "gAAAAABqqzHWeqWPFVENbdQ0Ed2cGoWK4FKtiaJhEmb6OhHVrazTVY3iExRtwziDzmiVp99_fSxN89qW6-qUb0WpWJiV_knWpBtfNwr9yTv8WfKAsiA2Wh5Ayucr8Z64dnFL22PweRJld2MQwX-qlI0bD3DBJWW_9jbaNaokUFIBMhV-9HHFVKaNwQ_XPXyeR_AVe86oVm9qqxXENNdmU9j5Lpdf8Ee90ATlAnZTl49MidaUxxXircLSoJ1MlM-Wl1c_dgfrpDwByB-eO8pZZQgIbzKAKe_whwLwcgKVJRr6XwwBeLELFDM2miuHREtxSTxR5pNTB-0H8yMN0Xg2Pu5rleuUa0AfhmTTnf80IFUk2fgbjYhLYZU-nBBFbKiX8M-a6oEROr_bLG-nNklesExHsz2CK5nX_i6tR7IlePZeXlJehwyNtVqeOCTKV4XcYJFoTCbFRBcnfM-_197cNwPEXlepEEZbx5DRe_M5HUjp5pKkTpSS5P-nteGzFVkiXOB8o3gQ6TfAOHb59EM39EogRxN0GllJNtI9XcDU-sH0qMxytbAfPGo0hHVuzDEvvjjcUb9pfuw4QnCT6tSx8nDFOvGKIBolBlg1GmgCs_ER9lj3vr00jR2fOJlbwoUuVa2jKXArw6xQmQAonKQvM9Iy4IVoTzHKqbQSykHnARETkpXLGicJRZTSlhmx1b-4ixtqNFeY_fD75bf522lNAUo1fdZc6WU_FlpDi5u5_q5txvu6NqsRp-61I6RL3OUmTcW1a6fE6pRzwnRy_1BWOcGF-jAOE7HPfBDnvouLO-5fg45HvBWFE6TJHhB6O_zLIHrY53lZPjgnfV7weqVJC2-rFxFb6rFfh3K6hmyPojGu_-pnLUMYvijvKqfBz7YahPZ3kkL3n6VcZ6CNTlJH6-zDjtZy-MQP_5j9pFHMVwMfJpb_eF3ds0NTOrBLoKUMH5Tt42pr2x9ok9h0pq9rMOkIOjE0b7qwZcgSK1ilRmzDto-xeD-KkEtdQiH7M_7Szcwj_5hfjMgnE6ADhpgEuESLD331Smb9KBAW5251t53hqfGVL9fCF4As4-jYZR9gZs5GiIJToir3cWr343ifDEN1R6priVAkb-nhU9GsB62fnj3wJu06yfcDzwiXyWon_dO0zFDHVeMkhfW7iGxNVVFAQfJNOFTn3I-5fdZUOSLQmnsT2GJaZFgyuuSh5zneaOpjKaat9-CVeWAdK4qp8v9mwntHSKuMlv_IP12JMk5rPfZBA7GcIQZBD4CGzjZH89uz9OG8cFv7xuaAZ9E4HV_Ipl_3n5hExcmMe-vvw7GyJLPy95aSrnD3PlMfmoY-mLebV4yv0JSm4POO5YSasP8kgQozpHspraOOitl_eOL3MIMsLWnz7gKmPJZk9L0TVt7eOFvG1GRmFUDfXxjI3iIuHKOwwhQYACnR7G00aOmIzmNucEFwrbXlu6wI9kWxV6zO2tNjhwKrS5Xj4MoEjU2rhYJWBWmAoZUtU-St7VO5K0w0O0MVHxn8g1C6i2Z_MnUENee5pxQkaFRub3loTs8HGH71fjuIWvLsQ0BYDRj_znhPLJAdKw7XAFz9DUwYZDfaUQbfbkwytKrc_xrxZsgyITimPL-zgJNQIsKr4eAgHt0Wo1XW_-JUX5ptEeevYgMoQ9Vw_ImxFSPMLKsOterYB6EQ6AQUiZxt6FSMzmtEvBI16XjCQRz2EfrKJ_LucF66gVMneGhHs_NAOFX_wnqkVWs_t5axouROWG783lFXrzUH0Y5GGZyXlQlaGwsBpCpuKAxUsFA3XDn9bS8Iq9g-S--R6a2ekPgfhytWqvxvZAfFfDWXj3yCAy4XDsPyuSDtwY3GpASyEEWMb9AuttnfnsEM-xlFvK5IycbDdKbwp1aghvTIC3ysIwUoVDtBLDtQ57J7RGjbLQfv5jSPimpucYdBA4-ST4M4KCrZ-bXOwVxKDKCcW1cPd7yCgcuc6I5UzbwLEgHZ1uNZ70iHKvW9JmZW6grmSYdyfcjXfaKKrI9vI-3svoJ4qyTthWpz6u_r06G9PjH4WJD_CZCq3aNMoNkRXlONxb6GiPPyhs8ZQeuZ4bh1g8uBervJ0XV43DjlMOW8V2TqWbCbebgdnpea8T9jiPacRMCSxR8HMccI2FnCzmu-Rr9Q1y4smdCzrOMaBBUAvD3XrINTRKn8kQc6Ojk5-UE48XDFB9JZokIMhQ5t48e9y0l3TRrSrlFAdjuViJe_XC1ls_oOxx9aKAvt5RWERwh_7dGyKmRlJUN9mRYk8hOhXzqMYkoJVN2p7Wcr2vR38-f-UliVc3ns5rlVTulVjTJYu6biZ9Go-5nr1dUtr4oPehmke9EU4X0lDsOirr4BkkE9EipYLA9Tdg8Fts1mLTD-8BjIV7LXJ1pJ9dSCvWPqOmC2lICJ9uiMLkAPmimiQUpguPSYyYfNu-n8TuLKZ13b6RhK3yMx3Nzejbrk6FuUcbalxFXXjSnSW4BWf6KoBoVrgd04Cuni1lGshz99HjCAhtyty5GBiTtIeGrYgj-g8NFCzgghmYe4iCypNu_RoZhRbX7QYzr7_fEFZDzhJuJo7iNjB-ZvibObUKbXFaq2IaMM3ol_iV8uO0XR1oMSlA3zD4whHLr3APDkZ5GdUfL64jsXjL9-rUc000bufogNj5z4CC3rTLc4X7fr13eRnVLC7BQVUzCCamHs5JZlTMbiiWUvIj2YLGPdxNFc4QEk70cCcHjlcnCWzb29yZqbOk4OpBsu59fRr0nKUQD61BtTke5zkZk0RaNFOyShbR3XKpPHLWrxYTSjfDPpLSaXIHh5CzJvjZNNnv1PnSvmZhdpu86oOdeQwym2CZNf_01g_h7B62RIcCMh6gOJWOP5WADgqCFWKB5s1JkiNhrgyR6K-PCtGbiQAgv64IJuqUBYYj9xKKZxLXpI2SGiUnmLi8UrFJ7thMphz1Ox4wMn1MN__cYwKgpTWQn5oSziUQ4spij03tLta11fU2fGDnc4b0pd9BXdynw8IAMqFC_uFuFBMHCRRJygmi7Schk8YExi5NFA3TFe0HEu_eahCS-XoPYlsMvsa6tjOm_Qn3dJPQncPpBV0z_nSA2IRspLW_x21zdNy2uP35uTb69VTZKTFnrvEksiff_uKLkgnv0DU4_0cXzRK1K1KuzY9CquBijmJZuU3xDWcGvgExQDODFYRytCi7D6_iPHwUu_-wHRxk34vf2pK_HQ3EjGf882tRNrtVDYFYGckFXpEZ0Knqi57yL68umE1_dr3GIacm28SzeHSBA1w5h2J37mlFo5JZjJzjoAOyU1xOerxaKKeIWi8O2PpNraFhC-j0GPPVRtdiX15DIhepmGaUGQyHngr3MAqpAJYv67McG7a2DqtqsIzyw7JvrhteIbcf6zNAxyVmJ1L6pcfuDBRM8v-vEDBLUAWA_p184zmzI6QkGwzMKsEOzreNqc92V4kVcZyktlkIBqRf3bzygKTjnsCEc8If8IBBZ5RYRNGHZ8OUr5efwcNE0pf4f0sxD_Ggr5FPV22IlCCPK7GqMrNSh9AZiI9e_IyGNpDwHw0HmV0zsnxac1o2A3F4eq1jF7TiG9PvnjcRFY2sfAW_ypWhC152coeCKDuxFpZRyVxTgZE9HC0YTYVILUEEy0BOQAA-zW1JR_9xNqt5xYAAv_lj3RGVwu80NreBE="
            }
          },
          "id": "prt_0acbaae4b0010iELoLaHw1jBsM",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Tracing dynamic programming subsequence counts**",
          "time": {
            "start": 1789604310655,
            "end": 1789604319988
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31d6916887d19837dfd1cdb88e50"
            }
          },
          "id": "prt_0acbaae7f0011xX7Hns1lv6esc",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Formulating subsequence counting and sieving approach**",
          "time": {
            "start": 1789604319994,
            "end": 1789604320023
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31d6916887d19837dfd1cdb88e50",
              "reasoningEncryptedContent": "gAAAAABqqzHfoBwh16vBhgiiUATInFL-r_S0s3McND5lFc9uASykZXdJySb3HiZqX7tCDSc0YcGFnU6PCIbWieGuCiYYY-rHmCwY3U-AiOKSS0H4ozw19dQIHvfjltk6iybrEZp1PybFIt1WOWoCw6fPo4L24g71ZsY_3iRoz2g41CXoGoVpAFR0KbvGtgONLJ3v1KNW__aDO8n0sGPa0AWlhIy5a-nX51D0jo4TIzkfuOsohoNeNhvRU4wzMF3Fg7sFjgvQzLDuqyTvoIJSBU85XNFGufMU-HqfvANcQZ-HjoqX4AEIrX26sNstaxr955Zc2D3IAOuhG2Mh0z8OCLZhrwKGemKynJelqqXoGY_7uE6axwtk00RZV_tppyxGbd1HkKgvEUhilUB0RjHkhWC_vbGWNDOATslyPXQ-uU-Tjl1DjcyUGtmFlAHUTS9dWwFYjRY3YHZPTGtWMwUj08w6jB4BSk7ZrrEcLS2kG8ebmcr9v-wEEWhXdC4kOcvXpz2HxUfRywPw6P1vPDFRsxCw-V0Hb9kerM_yaalD44SpfYfIUqpvSeNc47f1fZVKvtU4JUZUlqCU5JGIUGOTwp9Lnr6XnIu3kCxAyr__S1XSSqzGOOb-mfY-wqs_KUbjDlDrf0hwNq_Wa_x5KaYRm6L5PgGYm7CzTAa9r1fLVL5SflCXFJg3zSdwvQrF88xBbXACneFYHadb2jnelPILRtapVch09bh3RSZLyj9b1UgJQFC59mLHh7uNp9fRwMuiPf5EDBzGCn0aAZ5XR0GBPrhcWjngGvylN6fxQHUREuR7BvdNl5h6-VYl4AMUk5OkhN5eRGNkjnkoZM39-Cg9iQuF0UgtVwXi07m9z5K5gmIRrWUQCCGBa9bIs_HMPYXBeZl9q6m32e9krWWZE762_TKZrm-0kvjYPeFrm9V3vzXOKiV1EAZnbH_ZzhOyFt3FtS9-yKMBmsiOI5aVUlnb2W50itVaD6REEIYdDHkFh6giZ-8J_ADqb0p9ZCB3rUmn9_b_IU3_zTRSSUSAXSRbYZ1mIzjANywU-ewHsEnIFqv5ISnsFw05L18z3bh3WZ7HvRQxpoPmaSJ9iQ1d_bWZkexYa5MBR4WxBBUHYTss4Umdog6bVWYXZZwOlljceC9hyitzwfId6A0L33QZWnU03pAeTAJdWHZ40Vr1IbFZtkf_gh2m8J12dD8DWgwEyQXGBGtTMCG55PsGsi3MWZsZqueRqdXGYf5StuOPVbSPdml3kMmGU9_O24n_DHXNHJvMGri5qERNf7rnpyT6Kh3FNoyDhsOW6VyH-0_l6n6OKk0NC9HfvmRHtZ49xfrzKNUzCKHGeeE4E_Gn6ghNHLdSv2XnMcURC0vLTu2q0bv7SqA0xP0rFqRSg9Y5zBMVh0aiwJymfUzVhna1g6hn0IZ2oTYIEmf_F7V2OnR2V3tEsuKU08yw1XhdcSxR6Dv97A7p24pnA004R4EBeCtf8HVcQwZEicWQ78qIsuYkpM90D3Us1JrcgTi0jFmN5rxrDxvG5NK98l8G08CQhDocLkEevybdrsfurQgTU07ospQLTF-JacYTSqr0RA31G_S_D9-6gaMzHLLlgHwJuAcG7eJIQdfBA8z3KnJhwXFQW3UP1yoDsHszvdMn2gxDldMkb_sH5FT0jM-yss-73o_5y8MegfVou0-D1IlGGaPGghq7dJewlkIbSV0Cln4vJsR5pIeHV8oVNeuNOTQhMR6g_KmDsc57CFw-kJNIMH5apaSX4jlaedlngRuYr179d1lD5ZJpqwmq3IayJrFphLl1_xYOOnk1zfcK-lQpQ8pTan_mygbpaG3dYpXNg9m-hNx5OU-raf7-GDRPm5wYGUGY9UkygzY0PJyuGpph3a8I_lK6MVnx7LxLP5NqqpK1fsqb8bCAHIYptSkxrsyzw1sHJ0o0ec4PCCUi8XWKc8jKK3lgXlTvjENGF3B6hXjv1VDTwfdtVwZGgXWTCBSLpwrt1ZfL4jP0CtnomDvAKOaq1gjxyADsmH-qAbCnjpEs18cdgOaRNpVRYuXXdQh0_9VFG7I9EzxAoT--UPZDmACHbG7LHEDP9tQhBCcdptefDYzbTgXWBUWqzqS4KobbOBBn1mj9bcoYFK1edVFzoyHIkgD9dEosA5c44klhd5CnxzdeymsGE3GrOjZ8NSGzzYzgaYTYC47a0ncJ_HfAEbWWlpccVJ9J8ZG9EM4q-w6fvFWrGUHc9meyEacBn0L5R6OY8HLRWIN2McTL6IszeUgoMgxanijd3cFxupK24nLgQVT-1mTDeAD9dmVJW8zZAnnB-VGjVDEwmGTtJTqTb-6zipzJoumLglUbVoywkSORI9mV8C5uU0oE8-Mvn79h41CfSoEqCtvv890J4P2kDEi-Wwn-3c2oalWk2B9Yp9ngIR0U_wfiO81fa3sVtigA064BbsxKZCuSM-7ksI8zGlcJJ5blNar0Zsi2OQysoICyO9YfHnzzPuh8emQw-A168K2LbkcAseMgF2ORI704T1WHRblLoXOY9zewzRk_I7LWjphcMpbw-3kw7nG2s0K8DNbdH5GEH0MbiorScbcbvl2IJ0DcYporZt34NheUCxGrcQlmrxXpXKavdyrgNs9Rq7h_xWErwM87GI3s9aj2vZOFjBoTCTvNyrKt6FPBhDLCN2e7q_2wOnIfy3DlEVQzHCo5vE9zul82OfWK4Z54vpOgIB2eqdwMhFN4_6-UcDyFzb7Jxvm8JZqJEjb00hhslOmdrcF3r4sYg6R7LeBHmc1wurLgn8zCc8WmNCbq6U6CgrvpahQcHD1GeDIjWPnrMBcRLWXphv9SInT_hMLaMnOOP_q5II3NVM5DfCyxiPNxhWrTWYHVmLEIeYbbOOwvXUqP8MjScqzgbGix2P3HawTL0V6aB0RfVWaJ1oxkLqswpTda_kYF-W1Bn2YN7DX3wzNZEYAsIK0agYNKyuBCQWMjm5UB4waOxFBKljYvqpE-uTThYdC-ScHo6d-mE-G7MZ7C3WxE9Hw_KWlv1Ia4UzeZxbuF_wibsurgLQlsr8vxiVda1ZjLtsp9p8fl9ARcOyq5xB3sTsHjJ_rw751e_9BpGvhlE7trqMRciHvTGvgDXrzf43b8ygnxQojiA1MM6IJh5GEK2Q9pu0H1Ivtw0OGa7n3biLfD8LMViQVuxEVpl6dXvpUii7Xw_UMgxL5JuTySn1usW5JE9YTVDsJJjHfMlyBlvzU_Hc1UMB76IljhN1nIccRH8l6dp8w7Yz7M3C7lxOxF9OAQt-AMKbrCXA=="
            }
          },
          "id": "prt_0acbad2fa001uZjZf2LxV8b3Ux",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying dp base cases and iteration order**",
          "time": {
            "start": 1789604320025,
            "end": 1789604329340
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31dff55c87d1bf8d3c73891b0ec2"
            }
          },
          "id": "prt_0acbad319001oSyDG0CZ45zs8a",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Calculating subset counts with frequency prefixes**",
          "time": {
            "start": 1789604329344,
            "end": 1789604329408
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31dff55c87d1bf8d3c73891b0ec2",
              "reasoningEncryptedContent": "gAAAAABqqzHpqCeWCOM_tlVsjMiIoiPnt-7qgj-23g2RahLZT40CaLeVGb6f6y7XHEIIxgJRMitlneuD4_25n-WqwwcanRW49n7-sifAgVj30816W2Bfh68k_p9m_8sUPNvFDrw8MIbkuyY5Xc4pBKLk-C79Cb4yje3nriaLXXtftP4ES1RB54Ro9Rvbnjn7_OkUZ1gIvKFMoIYbJmIDgfZ6LNOpob5KIIqnn_EtLUBbt2QnStKCj9Wp77uByXxOVkvsZPkM_Aq3RImvBUC8U17k4m4dhhNQlpozwqX7k96GboWBbFfda15S9BUsEA-W2Uz97A6dmHvZF62YFCsFE4m9Z97o4INcUfRReY6zC-k22zL7wsPRPK72Ab5gSEujLjRBSMwaKM2B2aL5su8DsZ4G9PW6AJUZ9AmByYGUQbAm3IVaVCJtSsrBt66eEMIDKjZHOx0K07YVEEYi6xFf5LrDZkPgoq8hhQePFTOEWNj_NJ2tDc09pSPE03pf3Gd6WXQLC2UcBHsd0nL3RlfacZr891TlqfKSEAdTXfhvco4LbEKcROSNsCNRCsGlOvFqpOK4jXxgBBX5LCdy11FAkJNZBOUX8PYsSeeTgcyVVy3c2fgCuEYqp0e7aBK1Oma4aZzlinCAEIqcUtPRMwKQUQBqR_Ai99n0KqH6dFzIEeexipMNtovTO9jap7kc-E85vkYTBsmk6Hzkvv3sI2IfhzegAT406G33-RuBRgVno_5kEQ6DNB4Ltqa_ZVYrDAJXkyGwCeYlXU1YJfx9ebBD4JbszHSb9UQsj4ItRoUzxEO3oQdBMs8UiraipBi1rL7sMxvSHNps-SMpH_KC6C1dtdIjB0lCNCQJjEsSxbOyW7FzkCrqpMPz-95ZnX-ruL_l8O3THf_eu2RqHIkDjfk3Tiuzrb-kZAxTJ-8SfZ8GTAmFUWv61PKYgRo4twgQzci2_iv_rck4wvcz-pbtal9KU8_WlFfDX91FpuKLVo3fHxSily1EuZ4JMvJSMAdykTc2_Zt7qso5IOvCkdEoA5VVz05PXmKmhXTumTxG2bmyq8KV6dsdWIFvPpfKARx-rE-FCMaWpCWWYGO3UGOKS1lP71y5SVYFIJHvWXeymDYrsb-FfR46-MQX0xXdeZpJNyiKjKFm52cvTr6H49SVSxGElWS9qWlaUf2Log6b45HO8SCbYHsRNDHkbIcFW3-bbz_a_gXTejgv3ByEyrTVhluCIyrBN285-Bzb6gChzuOnuvR-qJIpbYg2YNiCerDbE9UBxbrYDN7AEWolTFnaxl2AJXp4vY--dDwg4qVtupNZEFUnXbIyPOBwu3iWbmc_ebQuGslxylXhQUg36oxDxvNfmra7NNkUfg5AfDGE6gKEjQhRMWnbny0fdzmdexKBLh71glimWSEpsH6uvD7kCKZLzbXXnTAcZClFZOY0RpVdpBxbqGGb7xHl7874fjov9W7Ayqqn47jIVoo1EuOayB5rlTm-aBbNJN64hUAZgF34jBC-ItZkWl3nJT77_ZTaEozgbf2ODk6zC0AHx9fAGYgvulQCxky5tiDKnT_kMIRmvCeMxXMn-I4Alg1vwbW8foTNp1izxPnU_GIcDYR-UM-3MAt6f8uMT5VELtIZNHMPf4E9r5w9qloeGGwA0_r0OMWp7ccjMNuCkzdE8mfD5-ujDcxWgTiqQdXr2HSuLffDvt0a2228b_7tDD1x97F-1Rl04HBBrnd9-zQkoBzvvhff2MZj3oYxQyIG8qUIJYfdv2ySiyuOJHT5THEpJddFelM6Sir-lolD8cpeVWeVW38gkWC4sdcH7u7-g7oAhtj1t52UryG9d3Z0GZEnPo5w6bo9RGczaZ0ZUk_Svo8Yl4YuXd3ilMUAq_QXAzTV5OlymQEOT_8k6T_TEh4QL1nZwa7szfcfwF38m0egtkS5vsjslAZSaVDdKnWSvH-rC2oRL4c2rWM7C6hwDdCdDt0wBnV2qc-8_MSFqNNNKl_zrq7yXKOX2hMetr8w4S23EClraS9_b0Ch1kcrwxeF3CJlM12psxcnoqFSSNLWzmDQ7d3XwaKmzQ7AExF-UZr54snCk77gymJBSISXtwxE4o11ok__pzP1G6LzPnhMQvVMUUpprWBlMzEz3Yln9Rs1rqdult0-wHgtkxo8kQPvF6qUonC9kzmk2mQctHxhRt-HIwd-ZP4it0WG4BSRFyYzSeaux9jAN03EOf0LeXKjPrb2S_m-SOZRJpaBCSvYAdcppvKU2Y76DwBQRPKHQIOf_-itp0od7Bbc3-lPPmJUqwMhY85xL0wzUacKILTwf_LQG3t11Z44niBT7Jbklyy7SJ6k7SiA4Kflv-MjT0TSLvMn1JEUFDQPKMcNxnD_Aj6ad5VovjXVS_KdfC7dQsTmQIZgDGsRM8gZ56ByZRLyTrMOdwvevkHy-_Oyt76XxmB1Fr5U1ySGrd8psPC24HpOdnwcoDfnMRkqkRKcOqM2TB5ClZENuQWwNS6RIDdPzzPHwb9aUCww_w--n86cvuuUIdq4-rrJEbb3LWihoiFgQdYfUehP4ZD34tFRfxYPW4ya8g3c9yr8vDQptuNAtbPwQWI3gkA6dySujy4Y6bVq3yj9KqOGqLR76_YMfcqD7_6-1j6tOkMFpKnYeJ-fJZYXje3hcp4spfkOtkuAp54H6x6k-_DsBnEnqCLJKgwMm2v9aCFhUhj7u7ypkE1g0W-z-gEySTFJlwVqbzvTwLSHKYZdP9bzZT0fXNZdOUwhrmrfcuwbx1NoP_IHgQBeSN0MD1FMOdfsbmrcVVVtAgthS3VxzzAYuDoC7qhSAxcUPtybKf6kQ10pNdzxACUB0oAoXIegIb1nI9DRxUiXBqtwxr01sYnb1rzG49FKJeflpCBCPxYQs2sPGdS47hSPgwZg9x4tniTNoZ28KkIrd3sli2pdWCEiFSB4fKNTGAYRlr9EVOq_HiJsyLqG0mN5DpN6R2665rqby-BdckhCpijKB0xpBfitp1JjDk_xw8g-WeRhopYKKIywdNJT4gMpboORZ03SGRYo0hM-E7c5WvYfhpSA_0DixGSLtJMow1WK_ELzLEg3YBd4K4RfoWjuJVXwHduMplG6cXmxOuIXR0udPzU7W6KvVOfvVd_cd38s_Ljyo7I4IJuV61DRqZK7k7ULt7k32VluorXGGgWSTsU84h4iiL14VthStTUA6sCvpNqYKSqIPjl3VdlXQDH5Ig=="
            }
          },
          "id": "prt_0acbaf780001RT3vk2oRRsFfLl",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Formalizing dp recurrence proof**",
          "time": {
            "start": 1789604329434,
            "end": 1789604338046
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31e9591c87d1a101f2cb8fa5353e"
            }
          },
          "id": "prt_0acbaf7da001rkld87H04N4xKA",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Establishing dp equality with intermediate state**",
          "time": {
            "start": 1789604338052,
            "end": 1789604338499
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31e9591c87d1a101f2cb8fa5353e"
            }
          },
          "id": "prt_0acbb1984001p4aiV6wW2y3KHU",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Deriving lower bound for dp case B**",
          "time": {
            "start": 1789604338504,
            "end": 1789604338537
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31e9591c87d1a101f2cb8fa5353e",
              "reasoningEncryptedContent": "gAAAAABqqzHyvX-sVjJ6M77Vx0xQAzJ2uFHaRXd47dv-yWEd30Tn4q1Vdhx7KfleKpXsUyP5m6apxWOk6-96ZKuLi0Hw9nNX6pIll-0MgbEIvDOkn1lfQkv_5k-PyMesXf30zVe5uiyG6jeoQN_uQm4YkuOHZlNc3ugJdmcBLsN5IlA4qULCMV2oLNZgjQ9ZF_WwxlQpNmpSGrQWQQGnN897kipFA5RPASRfII6h5aF6pCvmqRi1r59yJJ7PQ8OoGsVXr1a0LtfzK6e18eW1zSKhBsw_2itcqvGadFqkIRXZl_2MtnqZVIgZ_y8FBwgCMTERnEqgnXefak0KQBX5mozdr_pooJ4WhXJd-WznoUigqGNYmkch0GCgbNCyiKZu7_Bd9dot9co6FpAm-8rNtAfM8mSSd2ZI8We4PblRNY89yvUYwjxaUDyiuKx9Cj1a0s1VFHVPpxTYG8vkquoQ6A4-Bk8mxJfCNweQVTbQC9e4GNXUYOPot1z37wim3IvUC6BOahupi8HuqIY5URQeqL_fNNPt0NiLDPjGZplzN5R6x5S839cOu98Bv2D0iI0Q0EkY7gSVXDdCu1FKsDAgxOQvcinzqb5sFYmx_Ijg2X6OrSL-SnrnAoPQbyHqZpVI4Q3ca6_fIEQRVsd5Dqjg8ic2zdvtT65UbVUL48Kvpeo6Q1qJEp3GmmNhjOOWno1E0g4rajvAUdrAq4gb-Yb7boZNBMRS740QCPc7vpPJwrZ3YY2Zm73-2Y0JxRq1YnJ2-zdnKEknTgcpsJuxahrAUPaU3mEzGYIcYUTladiVLa6UZsQwNxu-jw7l1_noyqtMcwSv95dYRDQlMO_Ek6oUpJ_opKFgKNb9U2vp1I9YJ6btdskmW5j3vZJyfLmK4G4r5PShbEx2Pgv7EmdU06tmTpPLUWwEmz6SgjTuyv5cg5-I7d6cpzs1IxPUEDJpaOGQyY9Y5BN7EqL3eSV373EXEwbsNHNHhy8o6KfJOjFQvScI-z2Eei8AqwnH4mcmbv05vgGw8hq3Fu08yRJbm4UEtiIgl2D7O0od1FHuhy6yO7TotK7vdPW_Y5JVCi5IJmFc0EfxjFu6kw_4sKD0tRcHunvU8bC-NExbrIh7mn-Ov1gdNRYdmpY-SaoF82TApGFYPvOiUQCWZL3arOXhNtHL64lC1oQUK9sYMbZom9eukOFjR9nV_XG1c_fKOcCo3KdMIH0vfDTybcjvuHTTKSO-2xysbLlpEP6hczDUsp9JMxDu2EOgJt3TjXT7dWdIJjVsa760k8vJ5ljDETH_1eD8zaF4ZWWgb1ezJC7pL-y3oOqL3Akl7ZZshHgBJQ4xrfFgFQDQKP4lvO1oqWogTFShVIdftP-klVkQk1Lk3GExhqANelOcaRFBkhdxE_YEBKz7Py6Jp3QWPc0RRYmHW4kI7PU-cKg2YfkDNKM9_6c4lhps7brFeewzpcSQdp73L0nhdzS7fL53bslXwLXY2nIYY0SsCMOsx-36g1k7bkAhE4G8Ex6eg9f3XZh1J9ou4W9WiMJMUyuvbjO7L_WIFCNplpoS6uA47iZFMxykIu__UPLcOnMk-JhT-C8pOzcwN5OHHPrSHnyZqAkGX7iT-M2ogarfyxmJMKr2JSXQ_gT-STUci_LtwYiQ1XFBZDzvfrVfOCuE3jJkC6lepbOxztR4829kCdyIVXwYHRSCMUC1SDwpkk821h4kWIPb1hFEcgcGlOBtm-vnkRLY0ubOmmtVVOREZZBSsC8yEwEbmFdIWy4430XashYIsVu_ykaWqH5_er5Ujsr6_4nZEMv2Aq3Z5p7koVZhnkfo-DUExh9w7liB2k6oCXviJdxQsZcz4MnLOvtSBnK9c78t_9O-YVM0CV6GUl4aODq-iMsT4l30d7Mjxc_uKnRWtWaYVk6zWB5bazXp3GeHSX_PgZwU_DHOnJQoEsB96FIzQjcupGF0cIyTbJ0bD7sViwTaPsEfLFELNcC-BPFK3lsviJn9fJOjDQW97rjzw8NhfFbMIaofiuzRSYhFc3KRcw81z-ChTtdMGyL5GMXUit6KT2_42JTXbw2l28U7yfFsMSvw8L14hQDfOiii94yQUYgV6JAW5WJtldhprWut1YJxrdYgNcpgZR7dKALGkfh6uhhTUugodrm4rSkvcq2WJqeB4L0qdawsH_Utxdv2PujQ_gao4zLXvl9VA0_fhaHutLsfW0cJOjePIbsUA7NDazAHT3yLpG02FDmyuXIzGdfjblODZKhqnwXErN2ZTFJ8h3vA9WHHljeAyXEzEv7SvGwUs9dpVnxH2X2D7Qe-0q7Vgw3B2NeG56zXVpXgE5Fa-6Zx6070_IdEfhYU8A_ft3ha-iLNhJYFOLaSARTA7PLGdtiXnMFg47S0Sjf2gNzfvL2Fvh8Lz1x_dg3tBmTaYXUHOfVkiSvuLLOo5z_y6LP69QqUFgxlrh-RyeYvAkZJ9ObXF4gZwLS7Oylu24j7VRpgVgvNDFxZWdBwQqRV0wT6ZoyGKruLQEXFMTqHGbrkLMJWezwRlEzUHcsoXvDdz7biEY7bb2OqzMLIYh1kbZc4qWbJoF4x3HzX7DmOgL5sbMbLr0R2-7GlCIhvLXiiFpGMjmUTWWplWcdzXna6eib2zowzReK4ty5tpMTa_VDXSDFpEQDlXpH1bRNHCLcNuoAO7lHcHvb0QJEwsp64cKb4DB1RxQ7szYB4k5sNbPKdE4iFtKcDpFplh9c_1yPUsbdWuQyU_0XQZLIYNKeugBppTEFjNKWi9T2acCX0Ze4As0OZLepH_BjMG98zFfIEYyrnRCFvuTHQQkcBZRBOeacsOMRnwK1_TODSRtTg_9u7mW8sTl5hPKznvZN53acHmp7l8qFxSDwNVbOsBvEIN6QjwumTqQUvLZge2TQQNSSZcTn9Cc6SnVcVYSdIzeKdhjAr_HbeZn7Jt_4eDSEodJOllxOL0RjozcUDqK3toAaBNdg-H_dsn7bU6mdTTXkb8gXKTG9gmL-27uV8YpXfm7szank33JZgGQ3hkjDAki4mwhraDxtQ-e1C8IgSV4Vfck01XU78UhEZc7V7QFIT5gloyfQqmQBTLvvMr0Oe-DgRt-t1RM-pftjNWufolDx5DMDTEQkjHMaFflpbPOVCt1O0jF3morqFcJF4dp5KrqZe28QQmUEfFxET1N9A9qOfqe58s22tKU1rCSvyc-gUsTAy3hb1vO1kCWDIWlhi9UuBX8-dP5D7254aLHXEUyqPzeLXvG4l4YiGiG_teeUeFWAq4y8X4f-pBlLIwho8W7SHnbohGkcZm4uX2BvGPavRPJ3nvK9nosjseI607DURworDS7bUkZnaFoXoFURTeYc34_GxFwPTAENoTVDQJMvpDXzeWyZ-VyKUSLV5q7oBMmo26eIw3-0ckulK8AoIT7g_A4qV1nt7PP6VMp3K3yWcF3ekm9UufcmhbcZrpv7B6P4eeBK2C8DaidMMXGHttV4GFuv8g7D-kWoNlGtZrK2Jg4NJDaLauHWdXbvaUzqm7fLkJ221CjToRAez3nOmwCQdKx_JU6_vt-r9ix6BoL9gmHUnWpdLjkzaaK4ob2jvm8ttXS0rqKPsTGtKXZGK6SSElZ9IvoznEHPVA-GQcT6UGyJ9K2_wCoJkyLYDH_wHR5eQgLZfCQiG7Bk2oyOdxEuFOaVfyTFZJO5AaAnJrQ8xVPaRcKF3YjDwcNPsKAEj7XQSIj8J2CCP5PYjFKvpoLkf7NVxBsSSCVea72rRbjclLxQjeDsTt-JHwPun2OFihYprLim_aqCsju-yAjrSL59uQK8Mtr97sokHsIXC9GBYM2RIpPtnDQveEzcUGT4az7kseE0XJ52P-7tYp92LlI4XrA=="
            }
          },
          "id": "prt_0acbb1b48001tTImIuVGHHZVOG",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing sequence upper bound adjustments**",
          "time": {
            "start": 1789604338538,
            "end": 1789604346765
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31f2758c87d19a0bdaeeb54bede0"
            }
          },
          "id": "prt_0acbb1b6a001ln3KWyZfSqkQVC",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Evaluating virtual sequence value reachability**",
          "time": {
            "start": 1789604346768,
            "end": 1789604348009
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31f2758c87d19a0bdaeeb54bede0"
            }
          },
          "id": "prt_0acbb3b90001WzbemoNCgZDCbf",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Inspecting prefix operation effects on x and y**",
          "time": {
            "start": 1789604348015,
            "end": 1789604348020
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31f2758c87d19a0bdaeeb54bede0",
              "reasoningEncryptedContent": "gAAAAABqqzH7nVqzpTkqCTIUNP_PnzkpClmk6FldgUFFQabMUBPUr-FarBoxZ8W8UVWxiE9CJuGTIZn2GqyKIp_lNfy_BSnF3CDrfNjxdk5WxS9uh1ZiBCiBTHss9SH1FPC8QZkL7Nl5L93H7gV1Jt8MOLjYPCg-ktZ0FFJnK1CYVooW53Vw3QRutlArje1Zlf0f2RJ_AQoTroSUkW_8M4hG2ksgjRJi6sDwR3oIK1F621zN1QpTDHpyxo54Ygz4o0qOVmV8rS4VWORKYmfHhAIycBuVickJGKkr1ukJVNzVA6TL-Tb9VpSw0OjZ41z2TIIZzYl1kghZ2KEmNOy6xd-Le8GEOQ8xhcMh8-6GCle77WwXRgyyVx9WJP2yYjrvOF-nYIz3oAWFCo2QUTJqycFwYEZzOmisErDa2TSJLjAtmS0e7D1Bb4Jitx_acBLGbeq44OXuHrJpDoLPO8JXzudfisGFIpWc6gkFHngW21uqwlD2YJOQJYrQlAcShODs9tx4yR9jtJuqvHBBLfA1WmuzEx8krL0Afjg235wA6sPcbQZ6aAcFReeYspuuFe6-_6XE6q4FU2caplJh9IRd0s9EpDdCINs95fVu0l5kz0arqJKSpDEubEbKHQ7j9Z-Q_AEAywuuiY-V7rA6G2qpBOkMpzI-W2O2UHBTBeznhKptLL-_UomZzCVQJg0ua9Uocq4RCznYINdIYkiZtC8ihxfrFA1dVDxF2XBNPYhaIcVKjWx5iMzdQjL93zkS1Td376zZVlrANn2ClItQfye9iIeAfWevyWKbMQQmhle5CZdzthptoSYCXxa81fOREbdk_bR-RwXSG88_q8p2YiCXy3AVhEKDKmGNICbHBUNGLF49vs98rohkK14VOHor-mNMy0p3JeHGMLQWt4BjytAeQCIMpo8kkpQE2WkLTLzSQoVAFnURiN00bZZtyE1D1FVNVcnJ_sb0oOLV9m4ytorO2bGTAza4uvvrzkeVboEBZuvNfqd4t5gPSPxMPJbb2F57fbB87igtSz-AWbI6HC4Yrx7BYnR26HnUFdFvNHRu787trTeCQ8LRpGVgMeFi4IBWQa3TW51IXT_2MDqfz03ko4yGwlUCPDV-s-r2hcvON0uJi2ImPePcLGd8z_-izDvW4WHdShdE7DeSSm2x9qvqrb615-ESoHwINzwb1zHDZcOALIC6--xaOO74FEMf2_S5PHAqJq-K5tUg5KZFFALOm4tOUhz5JW5Jgi_Wmqi0hublkXQfeoIXPOmxHogczSGyJwLed-rYjPXbJ72-qt6ezONgnkI6SuUiJmFsz-5FQ6B6A-scUnzQQCcLwtJAJx8IlZtmoiYTTB9hVQaRveRBl3FE4DRo0L-3rckZy_jkz1k1wiFAd3Y4jABD6jUq_Fv2jqTE4lYsf20Pd54mqrAbtqv1PPC1WSxfadyqnrWFPtkzBHadxzSA61ePUcyGzeakA3os_NZQ5Ci1kJ_bOs1O9tgTWUTSblepCMnCGBepx1EWxuCT63q8ka7MikRUVabKT8BOspwfJsaX1CVpqr6A4fS92EP-dPDud_ARhzoxeBDK_V7_8OAbue2aiaQ0r_jtnsTLHONkhTgYYJ2KvqInmiwrZ-z7AjGKtsu98XdNBnDh7_UaBNiEVIfH3DaZDaMP-bvW35DmKZZnEl6tmhPOWf58pWCzEMtV7nGgi5B2caJaWg7ExfOte5bfuGBndC0I_9d0xJ1NBtIjWkY8vyAkQbiCu5D4d6Kax5-DftgbNuaajuVxCUhYVJs8PexoHhsTJLeAWU9jl8cjQtGzQVjMxsZWB_6iYHn6-afLLZsPeLUYKuQ-3cmuisWl_J-nnfPLEu035Dp8pLMODSjz12SViHEIiOfg0FQNhFw1GJmIVprZ0XXOyp7L9XQ-8rzz06WIWleR5wcj15qrGmAdsxyLLWZFLZFWCKNBEhBE5YberBIbehLeWsD7o767_-ljetXOHztY5Es42IYwJeeN8THX13ggfFH86QgtW-q6fRMeSiLGalFPYdELWCNWRf_WqPHO5MXqH1Z87HhmfuUC_3TcNeMyzx-XRymuVIzpoTctsBJ_FsdcvMAF9drsd-mXUtLRmnzkC4XXYv1C9URKIK7o3vbOLAC32Bn-CmxxtBfpnwfP_6G_YPz4hqcjif5PHTccruyhfCfOF_s86qFsA2h6YeuiJgUVYXOan4VB4GRZoH5QJLL-ozjb133cyM1R65JkHTwjcwG_Zwa8NNjyVOLGeu5FfKiwnCQ2PeWUlrbGxobhbUR7CU2BGeCVYR7piUu5L5n_OAWjtLXuoQZtEJnjxHA6vWlj9LzvdI0qE_zQgBgbt-4zvTLEIbNXSHqQjEnx3JwrVC_bLrfeakLhmY3N9eVNPdVhyf9twh1cMfOEKcaCOCCgL2bWnYhRIVM4t7h_u4SNekO6ObX1_2e4kiPSMiM0Gj1mwp4YHQGSAPJ273UliihiyKWgN3KvqAq8aDd0fms4fa6pLrusFMV988kVWyGmu4N-zOIR-LqftR4WJcHHrGh3BRgGpnv0Ma519Neh_BP3A5xh4zrPPkZHBc3yZU_IcJTN1COiAY9V50DMIrloHGkuCW2rutuq1MccT14VL2Ttvk_WUOTQCCXPFySy8V6q8j5XtHzE5w76FaUBJbSvFj92G4NuxUrPIL6IDGEFF6-SnUXKLPUzB3gIE6GvBtv9-vbmLCSDPdKFJBxMED-CstgDpT-mAREXtGD_yCjLvNXw17qSPJlB3HYXbEphyBmthcDzDq25O_y93C4KpsrQDxoNLtuWk15XjiF56H-cETtf0iewZ27RqcU2EVLOGTMUExiTduiKSgn_RQlmrzW_4U21-W5gq24lx32KeA75fIot603OtdluJ2feuZw4xXv5MilVKAWZ4rNkW43ka7q4rzOyKeWSTjEnc9F0T4YVlMAHCPkLtPecMU5TVe1bGrXRL9lRxaMvPg2VlvVDsfnoUHUzB_RbuE2YJwpsJ9VULll_IotngKNNyqLaphtWt9mU_nGV7NqRAb3ZrkIC1428gS2s49P2F2jiNM6Uo92rPHEs-Tt8JBewAnBKNrUeRwPVa-DbvoDkrrfRMjCqMcIdRjiK3VW4hFGcsZcS6z5Grl6XOUhLdL5hcCmVJHSe0JfB_XDJs9oMXUx5IunKvb4XePCe_ooV_AnHoAL-3Hu_5HMn4j7wNA81qymLLwh-6U7H0KB4pPRuU7QoqG7ordiLg947ep6Idgwq36g7sZB90u-uWmYHs507nZRDdGFZcdoMq3m2Ekzl3kM56mylEZqrsaMR5rotDwJNxZ36xn-SEadubWOv-7RdIIsqRiHHI9J5vGnRS0TL6HgO9JTdtuz9pYJhPLUDRtMiJjBbLa27d0L5aCg6zpFJLsmq5liKePCPBxgpDEnhUj1BMxQiZAf3budU4yWKt6pZ7UhNexZn3nOvB4qBK-Y86hvOUkUQIUe5xSkvebY12MQeOC8S9CtVHPsgeZ88Vsng7mBtR6C7kpnaQ1pue6sm9MsIcKb0PmjY20_iRlK4AA15RYHddqz2_FyWsTJhXYtL1LjRM28fMf-sMVa0eYTuQFyXAPM3B3MZ6aNzVqqF65OtW_1fNw198tsgUmylrkoWHdxpM05O_lfiulSdQXstEX4h6FQeVJsV_3BFw70KJo5qS4IC9iiRoSUDeh90x290QfhdUWAD3i7ImSvi5dDMzz4LJ4efJYt9otF32DuChZMUO9LgH_y4yzj4gMRW02UUhiRD-1GXVvTR_zzVHznxkIhu_pvZhW3GkIhnhLe_DdPnEVHjBmarpOVKAgXO-jGcciTNd6ZMMddkrvg5v1xZJPVYg3XU_kzvmo2DLKkWleCAn7EPrD2kux_85lys5xAOkACvvoJvNXsnH2pKp_yM8NHmyWBdoaLmxmETBiEPzthlgINU8qRPwgBMY41QLm4QZXbsN-AI3zQB1_xCM4KJapPQ7kI2vTWbHd9FK2Riog=="
            }
          },
          "id": "prt_0acbb406f001lZ23267wpkcFy0",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Formalizing upper bound with virtual values**",
          "time": {
            "start": 1789604348023,
            "end": 1789604356471
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31fbf04487d19b901bb0f8ca749a"
            }
          },
          "id": "prt_0acbb4077001qrw6Kv48dIs5N3",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Validating suffix operations on virtual pair**",
          "time": {
            "start": 1789604356475,
            "end": 1789604357718
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31fbf04487d19b901bb0f8ca749a"
            }
          },
          "id": "prt_0acbb617b001Xwb7uPfIMTBEFJ",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Confirming suffix equalization and divisibility subtlety**",
          "time": {
            "start": 1789604357723,
            "end": 1789604357731
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab31fbf04487d19b901bb0f8ca749a",
              "reasoningEncryptedContent": "gAAAAABqqzIFWckfYGiiYEBLEAg5RPu0_cSBuo9Aslgm2KKLkM5oVnIR68zptqXWwvJe_Dk1VBepigX2ijYY7QaQexCDS0FYyPJIWzIJmW9oWKP3AfRIVT0K8x3tgtRVeZ1ZeEHnDCTu2qxLgEfWRNb7MVflwFgD0rT9hLIdsKkUntx5vtc7LtdW-QKUH_wZ5P0pASlGC9TDrnqISLYPwsjz00PsWhdGv5x2b470jO_l8eujKkzOtZ-oXZEDVRXZx1Ud1okXMxDN0W1On1vzTgYn40jbIzi8UjpYfsqOWPth5D_M0LW4DQPJ6J6NFpF40ye_HApZIMUECzp_K9glBkfmVgIRa7r551xnmJLlqBVq7LDkQng-VRJyL5kFgMXp7ezf9Ru9h1AbsTt7xNtL9gir83JH8MTtZTko0A0brvqdtDwjUrync4T1-OK2-W5e7WiaWBwK1dV7GAFI5D83cd1AWcvYCdO9xPRfGo4hcyTNkPOv-C9K7ZLB0VCRU-t8qZLaFWvdaVq9XuLNp_PnTxPZT7GE6vViNhrXaUcM-d24NWBZHgtjbLkGmBKt_NIMIbrECh8TrZq4UgUNM5FWyoi_f3X-kUxJ6cLrgEFJoxwUQjNMWXk52iWgpPYRnvNuINhkSxh7DecAW2l3kkI0DPRHdhHkcodekUX_lZrLKp9vCv5CrJuXVLwh169DW1xEPCqXkELfHa-thTlIb9vQ4fcx3ZyAKx_MIONHWa9EvgNz6QDSmt2GmLmrpYXe6UGQJa59CKMYcXqZaE3LiYhHxQIbYWsUdJgH-ZrpHyDNP1sbHXHREDZsuHMWCRcMWWchUltaXx5i_OUiWQeB_bt8sXyBpfAIMVpdg6JE-Fd8-ZFccMBkMivQZ30I5O_hGhALTXSr8pFqQNqh4cWz7JmxTH1waIokZ-GMJ6hzThpF5BUqkr3sSjD0uHuU7PS41SodVLnh7lH7M__1erdBjcr27BYg6E5sm8vUK_StEIIV-GVpwZNcK2wwMyXNWIN8hb61nwA_ZxUlYLxjltQ3CZ80b8o-yRpVLAJTMnIhgdOL0kr8TptRn0wVMOi3w2sxtbSnp1n8PmkiDOwTa3AjC-usyy4jloESgtS_sj9krqZvRu1hc6cdTAWBipNtSJFg5iqLrn22JW3tqvSMDFGAN-ODmZQoYrX9pUXqyOau3Wl5OQ7quPLZuFL7htfhoKkLH6-em8mh0LgHyhzx6SxIUeIO3tMQtVCDpmjLGopz0bOo2dc1P4o0IFAHki_QXXChVKItqAyzRQssxxlqEIq8hG5brd7EQI1-mEH3O_GP0Y9v2GoP-zZUcTrI1tfTZryUn9zEkTeUstO-8pXScuhCAll9boVI0gnhpI1Verqp6qcj2s6VBdOgqg6P1TSVQuLbPsf1kcuCA2cSm4CBpxUAFkTjvSG2_K-RQYtEp3i9DAXmpaS7yIpGmCv3WaVxtlRh8OOxKdKSlNQAo4NAnx5Pw5uudfJdFXRA6gxVagFs8tV4IG_rgGWBUF9RWqth-gkm7fBvqTwNVq5a-RJHRmx2CddvPYIDnRJaKj-RjexRBfI3vh4hKuOI8NkBnvVjGArib3TD6TkfO3x7REDpFHS5VOY-V7XOUuzt39LfnCJsqhga0NsYxXxmMS6sR1JIVGIETPeuiHz8SdBfDGk6tfTh2x1u2JKSsj3PIFmexRbrH6Lj4YZra1TAFE7jnBT8ZeJZzNq3NDJ-7dLEnKxAewYUoIbHx-ZyMy1ydACJFYe05hG_B9DuhXLAnCW2gqE4PLKKjodAXkqcALdwIGnYC46qCwYSsRwOertWZGmXTPNu6nMsbbxnqkL-m3YtwE1eQrobJ-5JNR4ZSxbzG1J5sgkrFBkw9nbOlZpk1aoMb_n8gbXdqdyD14D8oGwQMeHjLTuLfC6jev_ys0J-oCvVHtyHwFz2chxgjTSCn_4Lfy2aZ62xfCUv3B8US-e4nEkZGFTvngfOHRCrs5ZbjDieYsPwIV2gxj1KGwWVDbiYa4K7wcjEGrdRnYCC7Ta9VTFfPe2FZNYllXB_3Xaz8fmukSrHNGm9ybYI5DHCpNUB5UFMfxWOC3GDPiHaPGMtdFeHajIPIJe8vgaYzn10r7C2RrdJcP9PB2tsb4xFCF9sBENPHXIHME65hJ1CtUjg6ML8iNXtEWaZZ33ZlyyEFs2_qN9FnSFzb3yZW2JRJU9g3FrcjWSfoH5xoXjKDCeUOsgm-5HHSn7QalyXvnswBT8qbZZItprizGTwvjfdow0_ebwDrcrFz1WvG5hTTTivtpxzYfA_TbcQgUJmR3AUPNXAXJPZskCDpweAjNKBdc8WCKqVxA7N1k-xEnYuvutzmR9bAYs-EQCdMocLSfElZ5olnEyFfHzgvrrm3PZzjjEsuFZc22njdh0HrzQ6wRkvLnceP_6USxjnQNByf2y4zdgqBKEZaL0cF9CZambfSJ8SGYz8CrIt6YTAuTb-AuuBTKm7iTw4RkO56FQpFiMt7MnIkHNrq6AXo4ztouHwBEXii6vBTPB9GvqUP0bUpxfUP6_oUhlNRgQXwwGkn5e5nmGgwlPCc9c2XXmjGG5A4maJrhDDYSBBMuu05kmmbi-GbwVrEab1WuwFoXJN1Qz4rZrbiYmya276hoNQIWHj1ZeT1ltRusYesHeTZuudEvuQ2pzD0xPDzyzpcA0SDdGL0I7QpT0vOn09q9VngsvUyEOlUIcJs_uwKacnLviKDYd_uhGcbp_ny9oHa-nrsSnGenogEUeRY4pz_t2RfcJHeyTj2wKn_oBkhwha35rk5oC9VLYDzPF6MMmC9KdLNWYDu9bZWh7Gg7JyYw4kXlVswtR597oUfmZasTlaEhL0VUlaOUK80qEKdWAMexyqV-uAnECn4RS2tAcE7xT6Nt3oyTo4EZuJf6QnfXdNSEa7UnpX2L3EuT7jxgTeBi8RI7av0PHROTuMt-VJOqY0kd5q4_OGCr4LvwaR5IowH0BgSV18LbSi4KQRCHSRHTZByPWPN7hCq7jHPUtJnbJhGdtFd-qxV_0t3o3I0Rr-hknRrmCpeIqEKI-fEEEHMV7NAlOQL10aIWzLcWInKnLx0jVv1mCXwyX7ccfZgcN1gX8vI-epJZ8Uiy7gD0Y62QO70uP_dp2XAHMXeosbnOuYzWk8DUZHbyj2HkxE7dN81x0zVLL3KcT3E1yK9DnTvnGabWbxpnSfDh7ixjDRu9xrlxbXtMFuZaJWknV04SOYsDQvwV1qwvI3RjmOLFhZC4gC581VHnzwvOvgEXAbR4R4SSkrAoMgY_BsFY4OMxAeeSA3EEBF0D_XGTSYmaAoiev7yQIvhHFCJ7C_E9J7rTN7haiQ8Lzy47GHTVr-142ATfr2JjC0p1XKPfuy7BksVYEFhR-bNF35X7Bpat1SXV-SH0Pw3hN42RXXLxZnPa_bFnC1O1OHjtnFoek4k3bkmuGFNASOfhTKtpcEn8wWx6qs_btAfFWvha5l7zP5mOZoDdoVpbXodoRRFSIY2ejhG6N3HKBdCVykShGiOiBev2NiK2tiszG8qN8bsN9NlF5DJrnA6cmt4xiYcJPBurNt1EzL5FOvFnDMrx014boYD08t-S3Id1L_v2mYd49isNcYTZ_g1BcZhBNxWG5DC0JolZeJ99VrcKO1mqmsTn5Cz9oZtISobs0MwtDGV89eGt-V_L_VYf1DWcHOLoMJLs5HnqwbFWmOJpdDehVyxQ1VUI-4gHubbfbsetY-cgtepXDCsX55MleT552zvi6_6tgjrf_b8NhIFovCQ2i0pf7xHeTSknUQBGbBqIpbV1FV6aKuwAhkktrlhTAEQmrfZL8InvE5dnJ-cBSduQquFNXRoQvMw8JlFHX-C4_3Rr1V5xoODsqcdvadw3C7XVuS7X1gXhfkU7ayc-FsixoVKJAsz2Vr9whsG3qDvA=="
            }
          },
          "id": "prt_0acbb665b001VSNG0wqj5S7m08",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing endpoint order preservation**",
          "time": {
            "start": 1789604357734,
            "end": 1789604365622
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab3205a58887d1854483170193984b"
            }
          },
          "id": "prt_0acbb66660013WuUOge6Ok47OI",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Verifying order preservation under operations**",
          "time": {
            "start": 1789604365625,
            "end": 1789604366562
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab3205a58887d1854483170193984b"
            }
          },
          "id": "prt_0acbb8539001s94lfLr9rwZCr8",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Drafting progressive hint outlines**",
          "time": {
            "start": 1789604366569,
            "end": 1789604366632
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab3205a58887d1854483170193984b",
              "reasoningEncryptedContent": "gAAAAABqqzIOSC1ncL2snhLp0Jqs3obPPTprvvaD2tmWRSmDY6FQfjvlBbrVFgKwzBWQ1easnW5eeIKNYJXYvQ_fAJUZTljPnU-FJV3AYmIcmfALKN8WfqNbgmlsIcQQg8vXuutEPvbJ4fCksEnQaQXUO5sPKiQGPZWom0oMGpiXdDc15p-pP8EYyPo3DmaIyae4yo4O4tQQqlWm0ye7zUJNoTTlep7_Ag3Epu7_rhaackXsd8y4MMojXMZThlOiTIF7_5Sl-mk3TyWTkmKEoQ-MIURSMqsSVb8PIWERwUlTQwQw_jrWZ4_LOf7GiFMqOrcGpsv_wOXEmQrScoXOEi-f4bsaZQozsF0d7KeYDlhwbOttMjKi_B-R_Tkart7ORGO_nvp4rDxqIwbN3DrCnsaKgke-1jN2bB5lUoBSlKfVvcMpl03tGJffRa5dk6hBBIBz075-nyavY4d9eXiuDZwdotfaJ2tCX1G6iccBoAkIHTUvuQNpRe1lu2wTlTXvw8IafK3RrEI5ks63kdsM1ALs46D5wutN_3G1uhkDN99jQ0Mi8H7mOybhOhP4NvR-NXw_6zDiPNm5PO1V9ZF6rvCMv9L9Qx4DXzC4ash-QzjWjwdmtJ97HXCyL45G3mhiwt2YytF0vYU4H9iEAgttzYVftUoMPAwkGgn2aWO-W4XuXNHvZH-ZbJDfjrCiFRrZ0OGnAyEW5YZzJsT1HZCARD3rPxzef4KJHv2XB0UKFBeqZAzEnfu9e_R51Vy1Z0PUxP0dqAmPlhI55HVoT9l8A0A9rkqzoK8CEQe6CYZffGd54HP-P_UTP3U4YNODz6DkY4olby5O9FlJy2BWYwJdg5onW8UpYxh5lJz1V3329bquz_RHf6uvxDCG4KLoWEvSCV3_uPn1XEOoNRYamDVpOazmJ83sUh9WZJOHgp_ZBdnbFoHBi1jCMBYc_sXFsDDtC16S_QS9Gy6AsePa9uMs_Fj8oe4pVurrcb5vhracygpGMfSmOpoka-D1cJNrKRrWR5wtzVRM1mz4c2L5c1OfL8eNY1KSVeKv61ux7-cCiE1i3qJZVhAg2wT0yayuvbd2gmgrXPYpSaKtNoLBGSbZwjBLx84MqNum9M55p19klmCiSMO7MgKKtkEmf1HgJ3m1skAbS1fI3Ik2iKsOp2CFQn07aIlfu1xXKccjZewKrVnCN_L02sbFVteOkR7vWrCE3y-rrkt8EYazmHraaS3UnLYjDto9uR2Pf8ALJOeevUeI9SlfiDWQitZIQ0GjWuVclOW8CBYRAteewJxSGQog44gZm5AMtbDioTBVsFGC19JIQn71j0ufVmL-ZEpgoYGVGt82TvtHUqqDfuWNNMUCQodPiJhxHS-raYuq3NFHqvsU-3LIuxblRkALUhdOahHExbMFQBk9lsIQf4zZ3KE7Eoyo6hZerqMwqt9ARNKhdw5sC1-jkmLbCLZB9Vt3JlMypUfHELuqYjZJso3MR13oLzd3cvjKwX9IfbmCbwzGcd-X6YH1NKTUGR-YQ42SJVjgkTvCzxBQTDTmRGIvxIYcRLIa2MBSzb8Jc9EbKrwVhnzgKx5D8SN5F33440nnCxcEIfghy_sYV3_8VJODUjCuRdrz9WhOfw8r-YvAkd4MwV3DxqVVK6w3We4ATklF1dQgmq3gIz3dkvOl2ThVdNscjqHbP36oTXJ3GTT7610AEJwjgx38MNvE4jRGdFQ1q9d7h66wytA_hf-yrxJ69JHIgRtc3oiTgktbQf-XllN-Ve6P5kML3b23IunZYlvT40ZKrNAycqEgpX9aVxnW05j9qkgpJIZvKcUtI6HH8Ypbr-ST-tmw8rxBXav-kcKHqM_-U49DUYI1LPsG088mRkHmMeYDS-IMZZZY5eaMVt7jc5h26BQpjhZJRQQtvhKGzOkvPUTsD5xSgy-qEqdx_GoHam6TJi57nEY5DmkxjHEXexSQbHjj9_2iLY7jlqy7Z4pxtM3SYFa8rjmajsRbTcPMDTDK0xA9oI7z0G4v8nTg8GjQ-tlqBVX3iH3WonqW5909ENM7GZVvi6adUXyG0TfSaFhAJ-10NXwi9RsavA-nail9YwQHa1CoxnVxcEDh9D2KgUdOJaprF3fvH0UdLaeLvKyZ8nzUJmYPjvNilamffnMexM762G9M3x9RndyKA2h5T4XGCqVN3au79LYeZW73fbdR1wfDZfW_nPU2tQM4_EipzbxWf6z4oPNp4jIXnPI354rxZPucawbSHSfXVgEuEKCPryekq7A4EgPb_eUg5ks2JTYNylAgRqx2wWObht_DuWyopz46k3f0IoQDq6jl5v5n03Yk8kZU0p8PHEDmaLHRWGWf_u-76OVNMQ9AoRkX3HgnmMFEDZYcY0i2m-8V0Ei6_issOwPvQ5mlt0mexRZ1gGtTCCgxHiEl5nzI5dpL1xWyVEfK0tKMlA1m431GgnKqhgMO7XU94os9tAgSVs6Y9nnrds-pPGnCh7QmIJpV1acWDb4-sAjZwub2pcqfFq0vzoTofbt5l1PhboVXtDjoWXqj14u77kbHuGcvafYh99VOL_9UuZ7KyAZT5LeCumsSejYIGmVi1MDbnVmmaohYcZPcz7k_qfcj7ie0nW5IFVHPhe6fZve-BvcuQBt0WpZGG7zosrblXxYAAXh24LX9MRxoHTAh9IGTHiojTjl2SNnxVD94cEuSHYBVF4ztHMeDbkv28DkEmZT5KRjqEFRfqHob7Pn0u2yvNIP_y7r31iilNNsLYxKW08zJV_YJAK_ngYMp1P3VDdiwlqmdB6risJdjf4l3vKZqPPodwavIi5-LKpjSaDDlawnO_23YDiiSrPhkuM4RUwSmNUSRLbk3vCdt_RVjxjuEbEtGUKRo1wiDQ4renF-wveoS3y1vZx6mfqa0ju8ZzeCUr9L1e5psPRNYa51ic0w6k_xFa827cj_At5KlfupuDb58a9S43gKKrM9WS9zF8fqZIjO5bZrKWLaQCaR0kNZsaOt5k5awEtUU-Ku3f93577nL4RKUd-PO-t0BEvJ17Th-n7rThp8Bcb44KC1bSy70svQx_Ztzd8ADATgYkJaB6vYhS1RChrhc7gRQahgn8U-IKK7djHKM6F3OiQnpb3hPXYenMPuGuRsg6H54ferYIXhz7XQXGCNSA33ZfmnEEIQhvxulXI9LIuTHyP6_27eNiDQX_9OlvPAzGS-VB3HiObzGxlGo_0NXZIK1ca6PxQZKqMJN-tAXD6ggrYQx9eeITBFXHoBsdPSVT7kP18J-ihIBcstiNSGxYFtKASu1PajMzSisoUO8RsWXuoL2dgvt_PBmxNliRkZXgxSrP7icXkpd0OmD79cahZzkeHhzgg5E6hhC1W2jtDyXMgPK8VcFh5iy7RaYV3o25e1nFuCL1QXe4FPwJQmXXEW3wQ3tjvwtRQ-V_D9rxdkIlSqAmGtg2yl1FIvomrv8L3IVR4GGkJ6U-39FHNJTi9rBr_-IkpQaEUpRj_SMfzeneLC0L1leURRE-5jCifHrOSeMORUcfL5euwJ_bs-sOImyaH9LRfVuljT5kCqcxl_RKg-wlzeEbG0usV7jVMhFvvnZ87B2LbrXm7xhcIXSTN0a6LDeNswTsMHrQabuzBDFVdoxskixZ8l2sQk7RoxwnvtYjgussYVJq0NF-ujomjJoC0_y69wRKcRLA-GCt2892z56DYeq6uICxJmjlD6vIH_L5bpi5WHJQzGOdeFYftwAA35BZj1HyaDoU4oG2YcF8GaSoH8HsJs_2yWr5Pw6XTGogO0PWRgio-ATlhKaWfLx2jdnwEdY0-vlFfwZfMBJGgRtQKctsdBDFNSVKszxlNH6sQFo5Rwb3GUz42mmvCtKCP78coQUbCMOEngVLdsUxgvQ3snqXNgV4B5WBX6kyGJazFkk1dLjRowfSJEy4vUPMFoIo94RYebRrbR-RwzMxjiUbGXfBVg61GnFVj7xuBqV1R8M"
            }
          },
          "id": "prt_0acbb88e9001sVx13FwArLhuBK",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Outlining stepwise editorial and solution plan**",
          "time": {
            "start": 1789604366637,
            "end": 1789604374940
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab320e907087d1ab4794f9500e8b03"
            }
          },
          "id": "prt_0acbb892d0015dMVfL4AIFMlMJ",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Verifying DP recurrence and template constraints**",
          "time": {
            "start": 1789604374944,
            "end": 1789604375658
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab320e907087d1ab4794f9500e8b03",
              "reasoningEncryptedContent": "gAAAAABqqzIXj6je3xlH7zWgkfgnUzIYv_ZwqO9eLQ2ZJeqLkZzMh5RpglaWDJCoTeTx5lnLVzJf894resvJKn8k_ucwFc-lCGAbBWtDUjXpcJ0sXymrvD3V-cft300FDwAmPDXIFMsRr3Gcf4vNY51lYLBQO0JqCJD8a-WKUQCvJ1rI3o0Zv544TDcl4ixxFOMrrUtf1eVineSHvONMaw9pQZ7es7eVlIORzMPiruvdSIoOdae0nqMS1IUImOeOh4v__wIO-5hIHycJ07g47rAf1BSZsma3evg4fucFaKrnxtmBVfC_y2vZsycWaoYiIHaBtzZnsE8nKZynxT9mCNaAEhZoNW0VUFT97xVIbIYUiXYLlld2ZjyytR_Om969Rf4GGnejgEDKNHbnx-wW___XedRnDlei2MlRTVYWzJTHq6phBxp5UAMIrnCTObvMQFcM0IQiQLxDR3zJTx3czYKwnrKbAmj4jXxJnvQGaRWvIjPXNgMgc6WY6MOvO3JQXKfukA95ZkbD47VVOdV4o8mqKBLaV9xjIQ6F0-uDej7zMKAuUmMnc3mjkTFIRG_rMv0tEDU1GfxlfOMN2HXJJhaRgB58j91zd4AL3FV9aLazla0UJjIzATQdCQ2HtA2If0H9SnLvsOUnSx327_7XfRp6hhdZv3nJzcqjusWdRa7tYv4JAUrC-2ce9pY90p_QgSnZZx1a89qSih2afDGWwlfiOramnHwrVQgx_AXf7apYebGJoRzmzPrGMT5YNrfMjD4l0Ze8VFlZY2cVlD6ZOUNWxHIt3sNKc-sMBwjMmQ42Etv6vpLRNqJt0PMhn3ScxmtQ468DSQUUfDXrpDEwNqqKt6Ot7Bb5nkJKrFGGmL8Ne-aa53Sjz97Q6cSV-AsfBDMwazxiaw_Ye9so53wgIf6_Uf1QJyiqfhw1P6qTRQY58hAqiEEcjiClQzl_kaxFv4kp0dVxpbBjKHrNpxKWQMX5vQLJ1I3dwRyNwFnpi3bKSQ1S1hntE2kP0C8o56DZRgo9IA1oCfpcwRaHQENeD0J4kSAtNH0A5awUX3bwI8dTgV5qv_pF4VP815sshPWv6qq9pPZf2OL587k43a8ZoGpzAkzZNHSSFfDaZr-kOSJfV5Hcehn9PZKbRA3wMeprxXLuO3_8pMKkB2io-8BHBS-iKHluuQKNOQC8ilK2bWJpDEwQ6hxVbecMKhrd_EZgiw0MovxH3nNoySFFoeiMMdov5vqbUqhj-_20Wjcy73FabpSjPEHZb9RZ4bVGLMSIHCzkFA1dewTd2LeVxA9TuLLyR4cn_2tE00rTTfMnRTJuhCEFNw29bpknur1WTaHweQuDSQb9YLmoTRt2d6V9tDZE9svprJgpFG1xD12OHxRn8gWFkIg6JRyfCOuIrKPTVpqnm6jPByNduu6qMvlZm0dCx5XLU6OoyK4Rfm-pX6VVuVn8Nvien3Kxf1BNhxKUXeyjHkuw-0SBBYrDWSgmjBfMaSegN62dzfU2qgXB6K5tDmRJbqmIfMIFOUNgFk7pip0Kk_kHSZ8eVSJ8CkUnWHpYCwfpQ2XD2Zx2eAAqlEbOk18fe0eaPyBgRHWjtO4UEa6sGPFpVxKab8om7WGK4IDW_WJFRzBlOVTsQ4y3dpQFJYaROPKYiEd1J69iciwIdFL2Q2sUrO8zjhcShayceKNSgBpDoWYWLXOAKMT3Z99fCvRjpP_QDZybbiTmQ9MIJZxn4msomtrmxpB5DkS2N3ooYO62lFKoJOcGbsHaTRN-lDOJGz1EQwuLlRwXFR86bCbcDs7U0VcnbYlEFaW4f-wqLuax23nBhI-sVXU7RL2e8kdNLZzano9-7GPnjWXrpx8kQQAetiUycTJdKhxAbaalB6lP3WohpUT7QXIe9n9PjRWIoI6TNVuGFetAlQVLKkeJmv-4GRI-62IL8XBDsZ7_Vx2Xee9WqkdSY-8_K_l_5IFfUx-Xp4JqCqYEKacJqF2kdjEBbXVb9obK6R2yjQiyTOmhctEq_0v0eIu5EDIwzuQDAyhJCxiHeSa7VwyU6cpEmX2UHED5bpEr0s5WOtUy85SAUHnODJZHwG3D_MEKjFLSIfBYguWoTlcZNa55vvgHCmGHUJiJom38XPn1llbEo46sU33Itgzpzu_r5alyL9qfM-kffNv8Tt4L3SpbaHo9uqKUI_2cZA2S97uk82uRDqEXuxEQ_FF9MR6r5pMRRWYHOYs9xabIyXT5pB4s6Fqf8cEldBLeZbQa9hrVUqiqzKA6sTsteZQq805P7tcFarl1rWvn8TQ9g3mpG8DXd7ULMtbmYThD_GNxQis1gSp2YCSh03NdUbqbDkdMz_zYWR8OlqV_FcXDHOmg_zQuwdkEU0ZtMokl3tncxMdGc0_7OVbTArceX-fAs5SI2IZ0V-bXkUhUtsv0MQxswJQZ9TA9-crr5zedz3D4VzPpIf6dHyx03neakUmRr1ijAsFRCmRooo7a1qr_kYS00h0TyB2RDBP7ui_mZLAD-r0U9JkxY8ScNWXfDrmYOtK8m8NO5pJrqt56WEreZ3BEqyK32s9fKWanFli0a-142t7Sq3V9PA7FBx9I1Vds1o3ua2lxwzcfPrYbD5AfHqc8kRT5baMimoGPUVVMa4elnI2bKQc_lzg1unZIf4VxtAYfwDjUAC3ILRk_cCynx8E2SiZQFtrzPunKbACkHEhWGfymBaZs7-jitGpAzz-zZcEI-ebRllSndcI-oscCSV5JsoEIVj2qdnEi_nVTIG10A2GKijpChuL2nFd5OF4IZSCMsprpYOn2RlXIdC8OKXPZcPBDUK2yZbvNKdyPoPjStN_XC9Pq_HuhlWN9mGtcwD-CkeCNt1fNaltpLiLXtZTIdAdC02CC5x5UAMkUupgX_fUuZnpFBcbT-dmi0TEfo60qATlbCGPF6A2VHxY3Kg8Nus2vmtywV-G4itLXeIA-8EZrKnxvhJJF9NsIJe-VfVWaekjJdk4J3OtP9z0BGOLh1BvL90KRgqPN81nDPPBOAAmF7JAp19exmPF0zN_WwWrz7yolt9QyVax9poc6b2TOHjt_NAvOnF9Cr3pJ4goUy81qTzCo5Bi-S0C8Z_QJDocnQ4a60v3yzzs-82wOITqFGj9wb8EYmsMI0xU1UtDGx7wB6fWNi1vhABHMJUDHVXbQ6Sbdjjl2ZFC3q-ua5q6BwlqjXqwsASGB_45hkR3KOYp7CQAxpbuOF-RXNwsLt3ac3tY8idEl-HX15TbVc_O6UY3yEmn_sgLTb5iM7dTGI5LaSq97DBTfrhSUph69OAoA80sxyx5ns00UBt8ln_YbC9TPC-EZWIaGJMm2p19rDAlO7KnTNZDquQgs0aAOo6ENO9KqK8c3aJpscS89z0iIhMcoygChRoZicVX4shc9sQBszLiERX0mwNisdWAAQHSkK8RJ8dEnIcd61Auj0pADMNevh4nC6jqYP7hO9U2uWhOUOrOD5J8hB0aEjjw8EW_N7jt0kMUTO7NLn3LJrCnQzL2lweQo1GeSBMkcXtGXmy-Io72RImW2XJB7WyWmseHJSGlptCmjhVOrklAZHmbcAN1hHdw9daDifd0nQF450aiTL504uoCInQqikRvwEV_0-1R6A5RmzW3hBN5Ojy2F3jBhIQRiX5TNmaMuN6V5svQhuIfr5JRxuRwEbCOL2tJivOp2vb6MUJACVf1nG1SH_XnqmLpzKaHh5QLcliOXvfr-R7_pIqG9WRWd8kVw0vndp8N8ZIFPuUUjJK0rPWZPfmlQwxhsUOQU6fxXh6cW-FYi1WrkGU55C60N1N-1JpxQuuLEgOtUlvPpQorf9csBufW-azblGG-gwUsrf2lBUBWOwy4vrLRbBXi5a2nn1N-QghK6sCPneSyUEAqOVY2bQRSPCh7uB0R_kOZkEhLVMh4Wh7YrSEZe3LXmMsDyEhx3_WfLUEyMLJR_dQtXo_muz8J1oJW_NuIiqGb41qDp8vPCj8FSXP_6tsebiw5OfA1hUvAUjKWhVu24mAbDyjk6xkB1dZdCFsauu17U_g8c9CmmjuOFtu_W-38ZbA=="
            }
          },
          "id": "prt_0acbba99f0016YOHw9HN54RgFx",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Verifying dp calculations against samples**",
          "time": {
            "start": 1789604375664,
            "end": 1789604385223
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab32179b4c87d19724979fe881321a"
            }
          },
          "id": "prt_0acbbac70001ZhW3bOcKx1OnFY",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Planning prefix counts and complexity analysis**",
          "time": {
            "start": 1789604385225,
            "end": 1789604385258
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab32179b4c87d19724979fe881321a",
              "reasoningEncryptedContent": "gAAAAABqqzIhfwKyDekadtEgqiPvmVQroZen2BRqcb179ImvrlGOo811tq9BMyO3I2xAKtCIX13-81QGhStGPpjdurqaS26vz7tPLrp5_fZQJK17CH-RG0HjtRwBAu44rKYE5VmqblJVrmqlvbgSuJlQP-tGXIshDpwutXUU4vVk279Omvy-0RDJrnRRDnmXoGuIfuYsMtyYhJ7Io5MjTf7sUy8BsLeWf-uYSeKfroHy9H5-XilPHh9SmbLolKQ1kTgbYPu4S0jfaYdDdvkXJqKfH9Kl_JZUGlWkhUoBEjYp6sMgN6cH4j7RRMNQXm527j9ButnlracrtUjz0WMRwHWbd_LCxCObaWzOI_x2wQLqnWNc_hC28W_1Eo2VlzfHGHBU7S62_6KzcXGrlzbdqwakpwa37pKBm3V8PLwc6Yk4jRi23qLbLVVzdNoGBRA1AptGnkkman9Z0pnfKkt3JJ3oegtFcMcJ9PYFBsMcEZqb_2fHL-WNvNz3MRTyiNRqBmTkKND4z6uZz4yNLqlqqMnvDe5ykFFu5ORVMwCniw2lNsDcXrH8tSumXLMvIVYkXiCDNHchstXLtdBPEb5-VEnWlTsRxmnJInRE7DnvT4JqUu93uRvW9Jn8OC6AtLaSBxL3MyjX8CJqlhAZrMkOCihNWlKgafiiwigTPuJD1aSDp1zaffI-LpBtZKkkOg6-6H91UX87b0kKqtGrOenidJPk_fc5aPlhpnknFZ5o6t3d0k4xjjcQyHrJEwXWJOYcVnph1N7irIUhfmZeQQijlaLaxPsrn6tZfinyKnroiLi-IU-4deOofYK8AigIS8xDX21xftfLMI97W2Dy7bRMjnS4PmSZqKFiHyltyvwRxO3e1pgMMkrQMTSWGNCxCdeoiGSjonkzZT7dtc3Cytd83OV34YCHUnC8Puoh5X7NtwOMXzmFU5krIc7jJWTjtvnZQA6Uvw37-xq0nzyH_ymFxHbps729lmuVrj590CUgbkE6a_8rLaAqLNrhD3Gvft_eVU7zPFS23pC6MjHFfRnnHefCqio4E1wibrY9bGo3yxumTPIxu-8sIVArQgGVLmEdkfJ8zT0gegOr5QyOSUFVE4VedPtHpvBSgN7CRGZCYRHftLcwadbU6R11pulYlW6zsBtRn3K9QbpgiQJqqaFMUDF1HfPelba0H3_sad00Golr3VlYLgJEFplA7MQ8RpVWNK-wFy4i8p1-NSvifFTGTri41CP31wT-r33eSx7cysZkshGEWjwUw-W190GVnCQ8VsQ8xTPkVYoGgy02MK-f8ThcE98oyFHepesvqSjnU1nMgcq5ovOVNm-ElB9zx8vjCuH7pg-zHJJTKfREWUW2fpXJh5nHu0DAhNl1szbffJgI1R-6NuDDeN-0sKx9iuWWcANtMiQdZWs5Q7n73Xa8konuNf1YNsjoh3inwWc6FtnBQikyrc9LDQR1ZUkoEVQOTApt0aSHwl1PxnW62SOWaWI4HcNDawK2EMPicWtyz8Q2YrAOHTGBsol2_i0t-HBmEU07nNKZP7W_R4rMODXRUW94Kvfw5bIt1aCoAq8ZbZVDTfPDwFjjrQ2B2zzSjYmPz1DSbWRY-Qea7OXU0Bn_HRFRq2TG0_bjXKntBrn9Jc5gwKRjJDgtJt7qss2PkRvZ_Yc0KDiw38283U8LQOzXqDqjBGy62S3xMHnYFxbqP2HKaO4SxHSvpm_PH__2lNJuHoAG4bn6ysmc1E_ZxSaXC-mbwFqAB5TKd16Co2RomsQujZyLjWU6i1Tex8Cs-kx053BZEGe8Vy2jow7lhnEVBnJoZi0A2MfgYY8bQMeKPCReHFXATmQ78cHqlNwqH0G0H8_Q5PANk85BAHJwxHhFUBzt39OJOQl2oq1JDxhmdp8AbcWnrwXbbEbTvW-135m49-vXiby4290IVUvClw2_bMH80AcfnB-_kLAKdtNnvCTjs8qs50_glpKCnxDKSUMzh79-_0RCS392F2b6nIQacA1JP2jlqY5XcutkrXIuBjVDmLsAe6dIPuP-_Yyz7xKHDPxI9NQaG_HktgyybyKoURTmkdDBRe22BGztaGqdcRG27cUatnug5qUaTlqTOjmqnji5iSlVjIaeGCkXaBwsVA4hY2kWMnrKPRay9LaDuQOfwU1-3Ib5Tl_OmU2K1N5U4CgI_lQAV3ZEMA6Kx78tT_MOM_1lYG8A2wKb8Bq9DrRHgDMy2Rcuol7sq6x4Xy8-fIWI10eCQrdtmE3eyLhelJbDmsIGKe6PnToMcXlZjln0Z6QyU8BwVYjVSt0a0hdUT8BCV7ycldp9p7laldB-5nxT9fsbSO3DpIBNlymurXm0xesJq5xZiZpy5MPOX1q7GxrYYgS1DZUueuZXuyjmarFd4JbkxoncyicvuKyRfkHztxcznWpN9QBwiLlU_ktLshcQQ43Yziwd3IzaELM0JhHF3e0AG5iutbO46TKTWtF_U5LZtB_D2bSSJSbLU9h_0WqNtvJ7DYSdyO23CbFl2lg64tVKFd9mp0NkWeRldeeIpDGMynPBCIdlr45CjNUTXeJeLgM_T0JYQQnROSG89c8QSFgu-Nrj7Bl65HlTJ4anpon71jdgiJ9kyUXwb1jFRZpRXFvyaUuPMsXBt6ckJbfghdA6YNegPk8uV2_MwE924zj7tdNQt89jO8BtAlxM-s5uHaMESoQO60Hwh2c9kqElIl-peAfSc1tQ2m6cVdGvwQB5Ru8yPgM0NeUgJsrh7jYCwXYvOEiTPr9u__EFom2-tHC_0dCUv-RndEgdEej8ViFWY5cOHRs1GxGUOOPWbaSRGr8NDTF74JFs6w6wpk-U4JqMXikpWFeHup9gVxpVn9lhttx1UjGhT8oozx3WDS_tUjk0PfJMiBM0OoVVYaE8GCV97seHnD_piODMC8zjCWNPiQ9FCW0hPXVSRrRuL55LfhZ-hpz5p5akvdgZeiQ1wWh-vcesWYMjk-2uvLXlb1fpJ-knp70BkxEM13Kqw4RFueKNrlDv"
            }
          },
          "id": "prt_0acbbd1c9001Jm2Rv83srEnxBt",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Verifying dp state conditions in recurrence**",
          "time": {
            "start": 1789604385260,
            "end": 1789604394597
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab3221336087d18a7860a377cfe6a6"
            }
          },
          "id": "prt_0acbbd1ec001QuQhfA2KtVKwUd",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Reviewing precompute dp initialization and data structures**",
          "time": {
            "start": 1789604394599,
            "end": 1789604394629
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab3221336087d18a7860a377cfe6a6",
              "reasoningEncryptedContent": "gAAAAABqqzIq8xfWmx8UJGD7Wsz4ig_3rpCZ7kIBlVKNWEqKi9-mOF3pa4hdlic9G45dMDJBEg56EPG_phVbY8AS0kYNOBYG-2RPUhwWpF2pOfN6CbAbvxEOuyJ1dxknig4_W74R0kH64l4tZAaOzoDUCm35DYNyG5tmMcGsvIQkVGsUhqbKnenFcurpL4iBkSPbuzOXv5OPmbBreFjR_mWN7Y42FajAkdwXixQkbfAq8666Cj98k_fR5XPpqMCdp9oSkRr7cy5e36fq-8q4M5GjADsgdFauWCN0bIC2_8dMDgn43fEzVOvbWZzyplqTpRj0YwEC4OovqCCZmXuBS9RQErWP4gc172WlUayfPoYqigMi0HFeUtu2qSh82mIz3pS1-9lztAES2JE_t8zOG_z-Io8M_WpLj5FyjnGxrMITcRigubMXOhKtnkNSHjbYbzUcT2-OTBgh8U44zCfpmks3loWPPQaDgP0PloQ7CCFdWk6QV91fX2HK_Qhw-JFSavI9rciI_KdGGKsLkdK5wJuU5v1UQGc7ZwKWiSX8JL6EtrVea7DKhKOdrxAXRMbgfdmXakmo-Rs1F13sHxmBDDp0ezJiYva7pIBWK2rg7gPeeUCEQjGwxm5eLXBxFf9tH0Y0z5Xy2DvtA4hhfiFbvEI47i8oq3Z-isl2ulfIS2Awd69kuleyoEGl-4lj9I5ExvBDHY6RUQknpIcCXv33cx3RrFGoU8KM2m-LnrsfF0omnmkwb130zWqJGv8vv0KwpigOLklcOm3O0QFYeVjhw5ygT6MWuk9mzXdZny561Cq8FVKbnTA6EmAuse--Lwtvb11O0jHNAj1ufXnpoNtkynDLoycONbEuDf19NhvCsdMfw3B2FJLOoJ5RDhzkZOxFyq0HiBKADTq_Sp9XzUqNtKw3jP1pG29Z3oW6pJBfvujhFhhEtX1cL7JYA9BS3WUfWha5uFEJ6v9aYHk22tc_dlO9N6axBMUCRrZvi3vW2CqIk5XwynuN_lTLF0ATLs3i3RDVevZbRNBzy1TsC8apWtBfrd0nmUc4lZjhZDa0pITCgpFWBwxa1Xw0WrBaHu6R_w15x37yR_6cQXNWFoNBs6W6JdLLZv0r3lpiilZlDsubNE-_7XRocKb_XayxldXu1saOjBzWujjCxR1LJ04xFntvVUdUJNYb_vH0_jThro02e0ybWwSUqWiFU2ppn5WakiXTd6A1weiFz51JrsDKWJbmAPOjeLN0HICqZPvTsC-ys4V6CtbSNw4uS-bqL_CSQqIUJO3X6RgYCphYPpt4-CL3emoo94Fzl-YQ4sJS5DxPRxyPOlpsBkdyiFBUrej6PKqgnNetm7hwSZgmZaZTL2bUnsTQGqaNKVzkRoLFuTjeZoaDPCQDKGsLOnVbe5Qb3b5l4SVK-EiiKvhM5tnD3TpVlWYSoo-O_M8hq79PsbF2i5QQoDIQrkYR5NzdVTbM0XXs6m2b9QVkdOA6UhIL0aL94Rb_99DfcYQJJ7s4vmhZAOgPVsphUvDMPG5hCKWZASoq-7VJ_CN0PtoOoKVFbDmS5AEDTyEG6PaGPPBmfg7-Gvkiu8k5Juc4NsCEWrmnlRRpMhb_vknNnggqypXoESBV0wfv_OcxfKrwtzkmrDpOLEVSwegIakcgeA94Ngq6TinOK75MZl8Gsek3hi6qSLvNiXpkaz8t1XQPxKEnRCC4guwbsc9a4fFxAEwLJhz9iheeeS0MrmGe14fxbxFF5zsG8KQ7vaoKAU3dyyJAmgx_sAwEOUzZLCiPeLAlCQK0ShjrEOuKSoXiCqOYIGTpXgCOrRidECNvjcy04feKb-6FngvokSEhWTs1pUy-V6A9mcidO6m2b-OZkestKNuohti4a4YDRWthYQJbldcXuxA4TJs8XXgHNTgVSSQ457da55aGhzvBjCjLwBqaE-NWjgJA7xch0h5ihrutAIMi5eycGyImKJCsYNi5WIpfY6IlQWj0LSayfSY5zc9K9AnF-lLNqUIjKa-plF5V-XrAIZm4JMqXqMYdYs1AKD5qmwAx5SOikFJBGTZm43XrXUYoESXWh_BeKBPAxeFVS92DFi9EGjOpd8mWS0ZiagyTk2oY0L1KcyttpEpQmQNIDXUTkDjjpEDBqeb4TBCXgNMe0hJ7z0vX_jv8_3O6mM-gOrPrbjTX-hyPgyvXESgut1yarinqjIMZR5EsCJvQ906lsKYpeXMKOLZuRO558Ltyqe1nkL60efYKfy4YwTOL6B-fwvktix-k_WaTOAOyvbJwd-H44gsSfy2_kmrHokNkFWoaWhA67oi2OqMtWsHEke_TMA7D8om611jslWUt8tmiBgG_-GJyj6Wqr57klO63k9GGJR92T0SkX6MxYc04g2IvykGEbsOcYVXYAXBTFV4N6biXvbuhX7X46wuo1GynB1aa72yH9niAcmcQhm7Sx24ljeSe42oajyb7cFUe7fPf0ZABIf0jQLoox5b9svpkGDcgwnLv-0hW8URBGdDG0wblQhCsYCZAGmieyPwKj6xa4ZFi2Ue2X_qeC5wkCNU4pLC0ZdADabVoP6WWSZas1-ujuisqGA6GWo_C89Mi4YJtYdum48wLqO-GprogY_GXaQPQOXiVcrniYlrxd8hpp9uWYoT3PmY6O_D3q-l4ZzAJ725CznTe1_Ui4YJM-sXWJPipeXALJXV4V6VYDJy75JiAiMOGFE3ibjWYgs1q4pydXCS7332ZGa_g7P_tQpzuayuT1xDAz3TYLFEt7hFTDlWGbaQJHCObWh-viRzGoRAkLrYgJmome4IaEONZDJOJ4liS9Fj44SGvtm6JbUZjP1jknROhzd9N4tYAGs5HUp_z39vJ1RtnXS84XFISqryXa_LJhgfAXTHoC3LmLW8rXHWnVnHaCZSKILZmagHnpdFzptmZXL_gDfpvSlFpXteDXkQrBBhp7FcD-7RS_C60YU25JHruaSfp3Oqi9p7D_MEL615M4i1j_fETgftfUgsnoZ12VNq-np6DI-kpskdbmExUOL8VxENhqpJT02graFFIxavFyx21ygZjAY7FbzfzQNMKu_AGFVKxydG9tJfnFngfDo6fVMUVS-BUr6YmoAcPiJvQt7BNUnhbDJMm0thQ7ZlNs5TDpNmfX0AuurCYGPCoWy2j-QU95wf6iNNuUqHUdU2jc1Mv_HUsuCQ="
            }
          },
          "id": "prt_0acbbf667001ZZJe4Fdm0o13v1",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Refactoring frequency handling and precomputations**",
          "time": {
            "start": 1789604394630,
            "end": 1789604403942
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab322a91cc87d19efd5ac204c8b34a"
            }
          },
          "id": "prt_0acbbf686001GO4iV1FssD0klD",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Confirming C++ template setup and output format**",
          "time": {
            "start": 1789604403943,
            "end": 1789604403977
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab322a91cc87d19efd5ac204c8b34a",
              "reasoningEncryptedContent": "gAAAAABqqzIzmhZ-CAP6ZvASUs-0VIFTHbHbywCXuVFVRPaOtqywhIPzzKAq0m69OJDXY4XdARfj01cmiFkHqYvk1JAeJB-yhDjBSipaRkjzUWh94vScz45c8wBfEivMAB4DurBmqbdIRqamO_cYcfg4DRv2iAVE_KMDF4EnwTCgxUpowT7uRTp6HStG4S2jyQ1m-jT1kVfmUhgA34T8ywP2fAeKxRtQbRxxKDNuqTzsEIKMLy-XBfeIeJva_iOzZ2wXIwBuPHyQIsmGp6v1CjqmaoQ6nPegpK9lzUiiiNq8QMdWb6twjnLWBW21t8-YbSfxJJi7mOmFWhCbeWxWGQ5syAjcK77JN_zKRoXB9MSg7KI9mWhY7Poq0cn0LTIyaKaRO1XfpGQe4BTHYhTdabvCUBwpLpZuiEKT9hXjOUsToPtDfQTdCvKSlgunY70EPvFGkQrgbVWM3JQU73sQ9ZpoLKePROyBA29pcnEZxlETZed5JvdmRv4-jqjzqGZg0MW2Pajj-tj9N-RmcfoUEP8-VG6dZ9RcTWZ6rIOuKk0DSgkv8dlgBQZVQDifbG2VpPTAdWXqFJQDE6_VqvhikhN76AKNVrw0Ah6opxyYttt8toJlIyVceein3OOOQqvXPKZs35Hu_TN8z_nn349SskwNtKag-UgEws17rN9aK_Mhy9Sgu1olPzh6nDzpe4jdU36SO-qgsBEzUkhFf1gAg6XsP5KJ6Q57zisCjy22Hi1MIaLsTrKX712kIQkVsr9NWq_5y2N3qn1-DMPvUzmhmN0FWDffsDhRTmY0tGUZPwqEgp7XgZX3YwzSUz2rKj0reToNUt4U59q-33pLCuE87kQY5cF5f32UtYWZKdf3uJtYKvvmmtvypdXRCdZDSRWXDGFrOsKl2TUTOFgrO35_uq1jxjYQVPtzCndZ1TkW2dkZg3sfXdb7v3nYDnMH-YbflQHdal5MU3RJvorZVHYLWaMMv_c5JVpQeZ7wd1hVFlncHmSf5w-ptVgIYqtEa_DcNCKBN4JQ8S2UZcNWl0Ricr7SNC4YuQ6SDrnU_6JD9CjqiPpJCmeRE0_PA3wZl2jXUyaUhMCePWBPU00DC6CthRFc9sgP_oUzF1CKx4weTq4a8KCRYO6yFvROzJb6AY9bPveTR5RrkTXdH7IynyOofE9b_Q2RTbVXYS3UGdREnuTuqtwCCHarf2qJjx-0CwZzE3O0J-v3XcTwQOFeNMmikBTOlWMkuR8RgfHdeU__cawokE6LrHPSDeafLkF-fxfI6QKj1_PC87iA5IW-VByz53IC9kx2ePwi7iAXZBvumCPelvROk0FQK6dOh9ohjiKiLmPyVPEZmRQZ6ctQefgdKxN5uL9PgXA02_bSKeCOnbLIw0SFG-4zTA-yxnBAXRmrqZ89PZJzhIuPPkz3tayEoXppvD0jfptm1i5jEg4EqBeGQevAV4bXAxwgHtlPZ7GcRNMmXJXhCcO7jS3AFy2q-jZC72HkLVmbeCsmxOTnr32mOsLHcoWnZePAgXnfw2oiZ_mRoQCo79PuSMJEMjsdadLJBZE22RixmAcUNMIKwxluAcMG4TY6-z8q09L_4o7okjnNIiiU0Ggu5f3OHXmfHgU9w9AAVZXre_JsnwFXK9TwHvGEkdmy43cLLvtT2TP-0z4dIkhYzryMaP14KuBNYgJiH73Q8RP1zMxsJsNDEjQOD1Lk5cWqdA7TbH7xQSBxsg4RGvz2VI9JeS--5EE9PiOaqtx8XKCB1pW9gjaTyuwN0KEKxJTTe9IVajSs-c05BgWPYkjaKuKW7GtIhbVu3wElHu8qf1Jnj5zZmSfTrOPSSvAtEI6EZGYvldh3uD_akVv3XxJqFaGEwgI7rMsBjrbkisGspo3pg01iVyGGKgDLdTRbcyX8aiM7IHDDWkyeycYhfs62w84zjsKdnc0MUYd2lm0FwEt6xiQYoC5H1YOhPImA_pJ8wDB0l6AvxI4krWudKLqEHlmfHvej0uMS3S8NqQwhHMXnWpNs2wcjTXXcOaRuqunt861VRUjOePOMQdpO7CA_k_IwF5FZ4_rsdRRPWYhTHu3n887PKNoxruxJ8tVfTr4s2WPgwm6tZEdfteuthXN0QK8OtMnqiAQDUpruRFargVyM9kXTaycNwXp-bVUugd_MRoO7qngpDtOmKKtJHNSZwWANreNhpJMl8XqzLuT7RGYKz4y2TNWQO7y4iRDmYBy138ViaHvykwlliGJICNs84iTfrMdslG1A3PhxWZ76_wUUqSx3qQpalBISdBiWh1e4Rpp96w5-i-g6wPe5A5ASLTp9lC10M4YipQi8JkFCKqXao-32Ekm1sD0eEw6RERk0MY1DirbxNT75O6BULODMUKWbtspnIaSE52g_6e9PCWFTirKnWsgFGxUkbwPQ-JS6CFYGztBbnxqV9YFlIOfhYE7LoNmOm3x-GdnKBoIlv-19yrAB-JQOyivrxMuSrTSW1xSz9zpRcUoDPcLIM13hxpGuI87elwUHhago15FEE5bgZ_Fxgg--9kzq2gvMhAC0GqpWsXknEBgGB1xabDGL2NMEfw1GKcvwiOHsv5z1StpHyvptV8UxLcsoR7gbg2a11OxEt85_V6lbetdB2clqwOJ6Z92pvl7t0zBIVzvj_esY5ZVPI3kbWZuBgt_EQGo_nP-d-Mq6SwQtHj7pQI3ndVqCT-aRQxxsotBJPu9IJzlZrgaG9dZLS7kO2IsElbrQZdvNkFHWFvvc5IquWHTg-6H_P-v713R-FeicXs62tojhiv37UeX1VmBRTA__qD1t_sASzgR28FGuC5QWZ6AqsPy0x0UtMbnCN60EMhutXMNgRJrQn_i1gcbw917m_a_j7bZD74YcfVT0B24T-DweY6DnOwYbvIdRfLli5FetC_nvLuaA0voKgYEtEGZfJ1xZED7YC7Yefk_U2feMuHVI-3AZekbHJraUKkOciYnZb0jw711rAqLGB9RsQ1It1venT9BeM51m_RQXVKsDhgiMbtFvBZ1RvOhD1WVgjuXVyPM057rx_KqmF3IpVLE5i6FtN5VyKbTFZeVpQ6uoCdoPZAxoBk0BVg09iB724OCU7J0_oeGkLakD1jOZhQUmMsu7utuyWDp1O7JwTDeKjGlkaz4EjFCR4xlIE_UCotr_Fjcdy1K1W13GKX3jlEsR94XYbBAFuQi0kEoqo6b_KDuJhfoxFJZV0YdVLoxLYyb9GmJ4kA5KHvkCVSlEVXO0KGkN6DNdiNBAAPMS3ZeF-7ITqL-XnrwVyGU2gXYvHFJ0qxWAm5vHQtZhlNjy4pFbLIg5QqC6cg2zLVbqV30PcGuRHlzF1mtkA3CcxTlmRPJSLt-em_sCjpojL9hewZJLaGvyKyUFAKeqpbk8ruWFhGbn5uhxpVM5EF6z9hhSTdqKQ4WuHHanDRHBuStOgOA_Hbt_OwUwkzPcKWes-Wq5xcAQJEBns76jxLXeAjCgyLQaeTpCuu553giNSE-o5YJfCkBqSq3Ig9mpa_9tMBKpJTkJHTfUqs0BOBzrl_os7if75PX0D-vZ4GnJed2sS_4iaFPpO9GHaiJ06XbTQpQneBWLMfSifvhZMzVpkKTl5U5SFsuqI8-t_6qO11ZAyoU0ATCgEa4OOuopiTGLonJUzCK-WiUl"
            }
          },
          "id": "prt_0acbc1ae7001kHhagPOcrT70pI",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Planning delegated file exploration**",
          "time": {
            "start": 1789604403978,
            "end": 1789604407540
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab3233e6e087d194d1203921a60ee7"
            }
          },
          "id": "prt_0acbc1b0a001aSGEvck2tn6HY4",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "reasoning",
          "text": "**Coordinating task agent file processing**",
          "time": {
            "start": 1789604407546,
            "end": 1789604407874
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0ddde2ca17e79529016aab3233e6e087d194d1203921a60ee7",
              "reasoningEncryptedContent": "gAAAAABqqzI3-hu0Kz39huhgyL6kvRvnxqzLx1_wHblgWQFEyIcbzQjVdXyMb4EPP50oAjz5Q7MXolE3_eaxvg6-KRD1i0j3Pcz5g5Bm6dN3pIzurZYU0JSZ_mWdTGRIVEv_X39jjZH1onhhxNV-3loTUCDjXR8F9x_wssAZDTJjaohwfyqK8SnVUcjNrdwSWwl9xhRnluRM5D-WlhWqhsa7o2Nx2oD3xF0z1n4Ltl787gqK4d91VekJOqnQ9scNFPGWKSzbGeDWZhlSlFMyxFyt1fzBY5lqv-AEQHTK_-n6jqvYAUc1PGU_foAnUjQkbSUnorCXLpGG0entD2GEVhox27dTGxccmY0M01vrClw2evMYYseB_zx4BfOzbZpeyOFM9HD1CnvcA0ex4D0fkOZBCdXEb6ukpNYvc2JIEd08Qoty7M3SaMr_400Qk5GiSNvPZkD8xXoF84piYZFBZoJ2skBOh4i0gLGfKrOx24qVjEZHFKGu1b1gDtJXvl34TFe6xH77WOnk1m8O0FAo7KNLI3VFB_X3ECkQqs6zkVOB4Tpnf72RiMLqZzkOZCOvrsWt71E4X8IliQfwZdaiXK5Qvd0aevNKpiAr5eQnM-ZBrl4OPL5fNiJhqjCVu4Wv-RPJ9trSZK5ILFZ8CxzalUdd8a29rS1j17n6Sup6y7iG4SQst4dIzAofdRkLJQFHmkINdDCSTsdtSpj_r1BxJvQVvMc15aYQGUT67tzsuc3IizkcoDJZxHlmhBdBseaS35T9POk_nIA4z3nbf8NXH3fHEJVeqXkfEhMaiK5tLNjs80-SqnQoCNcOGjK-9bEJxgtQlBzg7_1BRLmjoPMPJll5gbMesbkCbiIQgLovXU_yDbkiSFBftNXxamO-5SIRV-YPFARBXsfU8mHQkkqRW32wDsuESp33-vTvCo9fXrO0D-Zac-9eC1KwOCfF16hlFM6QamWAidcQvC1SsDq5swTSDgfWQV-g1wTI8pBsbgupiV0fCfRqU7d7G1ITCb_JL1qaPyU7LOzDSlYDQNfVM00QqZQWHLLTmsgJtpelSqu-qvmVX9OCCwk1ba6DD65p8CHeDqKKULnP66EQoM8nyAMrv12KPjyo19fgd_pGmWEbZtu-2IiDHL4GWm1CrORr2k6JuIMvZHt343zBTlnwdVOwg-05Gw340mmwzRqps4EL3FqS70alQxEVNMv5cSRVwSQFoM2yYl3CUDYWLfdF2nL1UGAwmagkVGhQT0pHupEwEe0JlEPWolnT9pAgNkFznCA_gQoHv2Aq3Pq8Vm2hA3D35fixFPH1RojLmXPMNqMfzgOkS2Py7EarUpa9LQZfDavOuEgKsYyHJyDwzAHMyzpJZYL0EZiy-ktLsbhWFHBWD14lxeg2tWzf4vHsQ0ZWdPl_y3zUxNJluh7puwpx0hq89Y_EgVzNurnPo52SlVS5xgIYlFOdwJmPgefeKdH0AU0TBXsX6bmECeJWdmRLFe3FKp_n1Kwuffy8-m6pXqO8GLPrXr6_AIz8lAzlBXxXrV4otwEjfbP1o2VKQHvAMYSCkyAJCprrshES7XCG4V7654k6oGKa-qtDY-BbAjYFXm6A8EzxrGNf1wTzCzUWLHPCMThtViojVzOELqzx39rRc32AJHXTDx5LEhbxpihlG8nXhv3jLWgsspJxlw_HHVQgoPjAbhlpKWcc7OdIxd9AljRb8PlGYxHCN9cZPNhr5zi3kYC4g6eD6U4jX-E-SzUw3wabMwcqKtDQZAHbmm02oZ7xvUbTVpMxnKmEtmnXstrdUuJA4LHoXHB-L31VG8usf1c-kPmLiLhSgkqpRB1wXOAQgVQAst1_wft9uYYzZhu6N6ZenyliwAOFBbcvDexCa30C3059Y8acpIFYZq3LsgsNEmemLZ6Y9GQxkB4hriRd8WMJ3vQDo6wjNmyEZazbvcBFWAcpQ04GPmTz4N1ze9JcWPfMOJzKUGmJeDVofiV_YcDUvASfiRpgYMiYQhk1THCBjr8MiLZjtd3_VeNclaR-Es4rkhf8-3Zh-ohXnSYi_DYagjgOTrN-eaFRpCag_92I0674_2wCmyNkd38HygCUo5pzqCUwDPqBg1ThIV6H-1_b5GdHIks4gSyJ4_2DhfkXq9bvnAKgB6wDQSV7TjKmKC3hiVbjhKj3P7NEcBXUpqajz5NibsJlrLna9R50JhTgzgscCnCrkVnKra3KsM3S-FxRor1N_NwNqYUkvtliTm9-b_4udb0csGeElW95wukuMbGWhPMfAH6JsmhI9ZRyhDs0ID0GAe-gVPGlX822_tqxxwkK_XA8TBsY1xI3ZhfhJQBCGsZ_NTVEgUrtB9YF9oXd2hYXb-jFkmU25F2C9TroUapwh0tx-hmKSHMRkG-UmZ8yq5B7Ianekcbzoxkph1m5vobt-fEfzEFFwfP-Qu_4kvrqhkRVfOO5eh7kemYrdbQ2na7JHSh4Rig4_g4qD_yliH6iuEyGA6qadYy2zTKWLwmcgMmxCUlSgU1A8XwQOOD2iLbXbP0EYda2UGfl3c2bs_t-a7DXYVX6T66UJfiiWcpYkYU6RPobUJ8wupwOZGBMmA=="
            }
          },
          "id": "prt_0acbc28fa001oUDiOBHcwqcbPI",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "type": "tool",
          "tool": "task",
          "callID": "call_3YjxXnXD8Ul72hfo4Zzdzq0J",
          "state": {
            "status": "completed",
            "input": {
              "description": "Verify E1 solution",
              "prompt": "Review the fetched official tutorial output at /Users/zayd/.local/share/opencode/tool-output/tool_0acba1182001nFcdaRF3VDhIUC, focusing only on the 2264E1 section. Independently check the DP recurrence, subsequence counting formula, edge cases, and implementation bounds for n<=3000. Return concise technical notes and flag any subtle issue. Do not edit files.",
              "subagent_type": "explore"
            },
            "output": "<task id=\"ses_f5343cfcbffe1QhLv8jlnxxG3e\" state=\"completed\">\n<task_result>\nReviewed `/Users/zayd/.local/share/opencode/tool-output/tool_0acba1182001nFcdaRF3VDhIUC`, lines 469–609 only.\n\n- **DP recurrence:** Correct. With `rad(y)` equal to the product of distinct prime factors of `y`, `rad(y) | x` is equivalent to every prime factor of `y` dividing `x`. The transition\n  \\[\n  dp[x][y]=\n  \\begin{cases}\n  dp[x-1][y-1],&rad(y)\\mid x\\\\\n  dp[x][y-1],&\\text{otherwise}\n  \\end{cases}\n  \\]\n  is valid because each operation is order-preserving.\n- **Counting formula:** Correct. For `x=y`, there are `2^{c_x}-1` choices. For `x<y`,\n  \\[\n  (2^{c_x}-1)(2^{c_y}-1)2^{\\sum_{x<v<y}c_v}\n  \\]\n  counts index-distinct subsequences exactly.\n- **Edge cases:** `n=1`, all equal values, missing frequencies, and `x=1` are handled correctly. The apparent `dp[0][*]` dependency is unreachable: for `x=1<y`, `rad(y)>1`, so that branch cannot execute.\n- **Bounds:** `MAXV=3000` matches `a_i≤n≤3000`. The DP uses about 36 MB; indexing and `p2` bounds are safe. Time is `O(3000² + Σn²)`, acceptable since `Σn≤3000`; `long long` arithmetic is sufficient before modulo.\n\n**Subtle issue:** The recurrence proof is slightly compressed. It must explicitly use order preservation to handle optimal sequences that reduce the minimum before first reducing `y`; the lower endpoint may then be below `x` (or `x−1`). This is a proof-exposition gap, not an algorithmic error.\n</task_result>\n</task>",
            "metadata": {
              "parentSessionId": "ses_f534603b5ffepk70fESEdRYSME",
              "sessionId": "ses_f5343cfcbffe1QhLv8jlnxxG3e",
              "model": {
                "modelID": "gpt-5.6-luna",
                "providerID": "openai"
              },
              "truncated": false
            },
            "title": "Verify E1 solution",
            "time": {
              "start": 1789604409398,
              "end": 1789604787514
            }
          },
          "metadata": {
            "openai": {
              "itemId": "fc_0ddde2ca17e79529016aab3237803487d1b5b8bf89d0669144"
            }
          },
          "id": "prt_0acbc2a57001LRd4SsVD7cSebO",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        },
        {
          "reason": "tool-calls",
          "type": "step-finish",
          "tokens": {
            "total": 32009,
            "input": 14840,
            "output": 117,
            "reasoning": 7452,
            "cache": {
              "write": 0,
              "read": 9600
            }
          },
          "cost": 0,
          "id": "prt_0acc1f53d001tg6YbNvi7HV5eJ",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acba118a001dA85DnOVmcRFYA"
        }
      ]
    },
    {
      "info": {
        "parentID": "msg_0acb9fc59001xmWII3MQGNNGOn",
        "role": "assistant",
        "mode": "nudge-generation",
        "agent": "nudge-generation",
        "variant": "max",
        "path": {
          "cwd": "/private/var/folders/t7/b_w5m78j2mbb1ct051p9sv500000gn/T/nudge-opencode-generation-QAVEE5",
          "root": "/"
        },
        "cost": 0,
        "tokens": {
          "total": 38738,
          "input": 8544,
          "output": 2541,
          "reasoning": 3717,
          "cache": {
            "write": 0,
            "read": 23936
          }
        },
        "modelID": "gpt-5.6-luna",
        "providerID": "openai",
        "time": {
          "created": 1789604787525,
          "completed": 1789604901811
        },
        "finish": "tool-calls",
        "structured": {
          "status": "success",
          "reason": null,
          "hints": [
            {
              "order": 1,
              "content": "Start by ignoring how many subsequences there are. For two values $u \\le v$, check what one prime operation can do to their order. If the minimum and maximum of a subsequence ever meet, what can happen to values between them?"
            },
            {
              "order": 2,
              "content": "Define $dp[x][y]$ as the largest common value reachable from the pair $[x,y]$, with $x \\le y$. Try to determine $dp[x][y]$ by looking at the first time the upper endpoint $y$ decreases; a virtual value placed between the endpoints is surprisingly useful."
            },
            {
              "order": 3,
              "content": "Let $r(y)$ be the product of the distinct prime divisors of $y$. If $r(y) \\nmid x$, a prime can lower $y$ without lowering $x$; otherwise every prime that can lower $y$ also lowers $x$. This gives a two-branch recurrence involving $dp[x][y-1]$ and $dp[x-1][y-1]$."
            },
            {
              "order": 4,
              "content": "After the table is known, a subsequence matters only through its minimum $x$ and maximum $y$. If $c_v$ is the frequency of value $v$, count endpoint choices as nonempty subsets and let every value strictly between $x$ and $y$ be optional."
            },
            {
              "order": 5,
              "content": "Use a sieve to compute $r(y)$, fill $dp$ by increasing $y-x$, and use prefix sums of frequencies for the middle count. The number with extrema $x<y$ is $(2^{c_x}-1)(2^{c_y}-1)2^{\\sum_{x<v<y}c_v}$; add it times $dp[x][y]$."
            }
          ],
          "editorial": "The primes look chaotic, but the process has a very rigid shape. The key is to stop tracking every element and first understand what happens to the minimum and maximum.\n\n### 1. Operations preserve order\n\nTake two current values $u \\le v$. After applying a prime $p$, each value either stays put or decreases by exactly $1$:\n\n$$u' = u - [p\\mid u], \\qquad v' = v - [p\\mid v].$$\n\nIf $u<v$, then $u'\\le u\\le v-1\\le v'$. If $u=v$, both values have the same divisibility by $p$, so they remain equal. Thus an operation never reverses the order of values.\n\nNow consider a subsequence whose minimum is $x$ and maximum is $y$. If some sequence of operations makes $x$ and $y$ equal, every value between them is squeezed between two equal endpoints, so it must become equal to them too. Conversely, any sequence that equalizes the pair $[x,y]$ can be applied to every element of the subsequence and will equalize all of them.\n\nTherefore, if\n\n$$dp[x][y]$$\n\nis the largest value to which the pair $[x,y]$ can be made equal, then every subsequence contributes exactly\n\n$$dp[\\min(b)][\\max(b)].$$\n\n### 2. Computing the pair DP\n\nClearly,\n\n$$dp[x][x]=x.$$\n\nFor $x<y$, let $r(y)$ be the product of the distinct prime divisors of $y$. The condition $r(y)\\mid x$ means exactly that every prime which divides $y$ also divides $x$.\n\nThere are two cases.\n\n#### Some prime lowers $y$ but not $x$\n\nIf $r(y)\\nmid x$, choose a prime $p$ with $p\\mid y$ and $p\\nmid x$. The pair immediately becomes $[x,y-1]$, so we can achieve $dp[x][y-1]$.\n\nThis is also an upper bound. Take any successful sequence for $[x,y]$ and insert a virtual value $y-1$ between its endpoints. Apply the same operations to the three values. Order is preserved, and when the original endpoints meet, the virtual value must meet them too. Hence the same final value is achievable from $[x,y-1]$.\n\nSo in this case,\n\n$$dp[x][y]=dp[x][y-1].$$\n\n#### Every prime lowering $y$ also lowers $x$\n\nNow $r(y)\\mid x$. Choosing any prime divisor of $y$ decreases both endpoints, giving $[x-1,y-1]$. Thus we can achieve $dp[x-1][y-1]$.\n\nFor the reverse inequality, take any successful sequence from $[x,y]$ and look at the first operation that decreases the upper endpoint. Before that operation, the upper value is still $y$. If the lower endpoint was already decreased, it is at most $x-1$. Otherwise it is still $x$, and the chosen prime divides $x$ as well, so it becomes $x-1$ in that operation. Immediately afterward, the endpoints are therefore some $u\\le x-1$ and $y-1$.\n\nThe remaining operations eventually make these two values equal. Insert a virtual value $x-1$ between them and apply the remaining operations. Order preservation forces this virtual value to end at the same final value. Thus no sequence from $[x,y]$ can finish higher than what is achievable from $[x-1,y-1]$.\n\nTherefore,\n\n$$dp[x][y]=\\begin{cases}\ndp[x-1][y-1], & r(y)\\mid x,\\\\\ndp[x][y-1], & r(y)\\nmid x.\n\\end{cases}$$\n\nFill the table by increasing difference $y-x$. The first transition uses a smaller difference, and the second uses the same difference with a smaller $x$, so both states are already available.\n\nThe values $r(y)$ are computed with a sieve: when $p$ is prime, multiply $r(v)$ by $p$ for every multiple $v$ of $p$.\n\n### 3. Counting subsequences by extrema\n\nLet $c_v$ be the number of occurrences of value $v$ in the input.\n\nFor a subsequence whose minimum and maximum are both $x$, choose any nonempty subset of the occurrences of $x$. There are\n\n$$2^{c_x}-1$$\n\nchoices, contributing\n\n$$x(2^{c_x}-1).$$\n\nFor $x<y$, we must select at least one occurrence of each endpoint. Every occurrence with value strictly between them is optional, while values outside the interval cannot be selected. Hence the number of subsequences with minimum $x$ and maximum $y$ is\n\n$$\n(2^{c_x}-1)(2^{c_y}-1)\n2^{\\sum_{x<v<y}c_v}.\n$$\n\nUse prefix sums of the frequencies to obtain the exponent in $O(1)$ time for every pair. Multiply this count by $dp[x][y]$ and add it to the answer modulo $998244353$.\n\n### Correctness summary\n\nOrder preservation proves that a subsequence is completely represented by its minimum and maximum. The two cases above prove the exact recurrence for the best common value of every pair. Finally, the endpoint-and-middle counting formula partitions all nonempty subsequences exactly once by their minimum and maximum. Summing each group’s size times its pair value therefore gives precisely the required answer.\n\n### Complexity\n\nLet $M=3000$. The one-time DP precomputation takes $O(M^2)$ time and $O(M^2)$ memory. A test case takes $O(n^2)$ time and $O(n)$ additional memory. The table uses about 36 MB, comfortably within the limit.",
          "solution": "#include <bits/stdc++.h>\nusing namespace std;\n\nusing ll = long long;\n\nconst int MAXV = 3000;\nconst int MOD = 998244353;\n\nint radical[MAXV + 1];\nint dp[MAXV + 1][MAXV + 1];\nint power2[MAXV + 1];\n\nvoid precompute() {\n    fill(radical, radical + MAXV + 1, 1);\n\n    for (int p = 2; p <= MAXV; ++p) {\n        if (radical[p] != 1) continue;\n        for (int v = p; v <= MAXV; v += p) {\n            radical[v] *= p;\n        }\n    }\n\n    for (int x = 1; x <= MAXV; ++x) {\n        dp[x][x] = x;\n    }\n\n    for (int difference = 1; difference < MAXV; ++difference) {\n        for (int x = 1; x + difference <= MAXV; ++x) {\n            int y = x + difference;\n            if (x % radical[y] == 0) {\n                dp[x][y] = dp[x - 1][y - 1];\n            } else {\n                dp[x][y] = dp[x][y - 1];\n            }\n        }\n    }\n\n    power2[0] = 1;\n    for (int i = 1; i <= MAXV; ++i) {\n        power2[i] = 2LL * power2[i - 1] % MOD;\n    }\n}\n\nvoid setIO() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n}\n\nint main() {\n    setIO();\n    precompute();\n\n    int t;\n    cin >> t;\n    while (t--) {\n        int n;\n        cin >> n;\n\n        vector<int> frequency(n + 1);\n        for (int i = 0; i < n; ++i) {\n            int x;\n            cin >> x;\n            ++frequency[x];\n        }\n\n        vector<int> prefix(n + 1, 0);\n        for (int x = 1; x <= n; ++x) {\n            prefix[x] = prefix[x - 1] + frequency[x];\n        }\n\n        vector<int> nonemptyChoices(n + 1);\n        for (int x = 1; x <= n; ++x) {\n            nonemptyChoices[x] = power2[frequency[x]] - 1;\n        }\n\n        ll answer = 0;\n        for (int x = 1; x <= n; ++x) {\n            if (frequency[x] == 0) continue;\n\n            answer = (answer + 1LL * x * nonemptyChoices[x]) % MOD;\n\n            for (int y = x + 1; y <= n; ++y) {\n                if (frequency[y] == 0) continue;\n\n                int middle = prefix[y - 1] - prefix[x];\n                ll ways = 1LL * nonemptyChoices[x] * nonemptyChoices[y] % MOD;\n                ways = ways * power2[middle] % MOD;\n\n                answer = (answer + ways * dp[x][y]) % MOD;\n            }\n        }\n\n        cout << answer << '\\n';\n    }\n}\n"
        },
        "id": "msg_0acc1f5450015xSA0MvUaFfUEx",
        "sessionID": "ses_f534603b5ffepk70fESEdRYSME"
      },
      "parts": [
        {
          "type": "step-start",
          "id": "prt_0acc1fa720013dfLA7DCvSUNe1",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Preparing final structured output**",
          "time": {
            "start": 1789604788851,
            "end": 1789604796942
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33b4cf3087d2bd072c8847dfebbe"
            }
          },
          "id": "prt_0acc1fa73001aGU10qG6w7JTfV",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Drafting detailed editorial explanation**",
          "time": {
            "start": 1789604796944,
            "end": 1789604798380
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33b4cf3087d2bd072c8847dfebbe"
            }
          },
          "id": "prt_0acc21a10001VQpuobNrXZs0pV",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Formulating dynamic programming transitions**",
          "time": {
            "start": 1789604798381,
            "end": 1789604798506
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33b4cf3087d2bd072c8847dfebbe",
              "reasoningEncryptedContent": "gAAAAABqqzO-9xyPWPpTHKvNfz3mfEfZLjv6NqSPmfR1GZFeLW-_tLj9QkkFsAl9rcAfnjJye1SJSv09KJ2uRlpaHqvd_lHZWwWFeCZYtGOzto3IgKn_uXninstG_rEiOh-THfRAVvZFoMyRtIUbmD4abnvMXpFI5Ntev-lHoKa_VbcfWzNr46i6xVibUFpyxb2qyciRXy1mdu3qpQ-9NA2HtkCMYqG4Ru8m6686LH6zXPtFYWeHiX95dkKhQlLrKwoSQbsu41N-oksP5A8F6lhcdMpejHQ2aX7-GYp23GeBuu-n8_-UmXgEL3fDopEl1KaQ-tdBLgsfupkAIBpE5GylJItkxg7OZnjIIakqJVjV3BGlTt0beV0oa1cl9SglP1HvpzlmY7zZYg2NosXXYJDd8gbjXDd1LJpOgL0AA0wuCUsJvqGm_nRJWLWfDs_rEvQa5YTrhxYp9ocVyU034ODxOAMmgW8jC6BZWN9eOBqfZxt15pWwerVZJo0yaQSOPvLkpKcsvAWA3GXhHYtGt_CoyHk2AsQ0-mtpR-Vp5MwpBedmXr1cxKDoSK4JEwCHGOVQ-9PtCbVg_vkw4_dlFQA9D9lergVP8c1gbG_oSCTibokb92jh89v5JMB3hHINQA0CGieT4kgPgVUl1venMLM8KaHTDiisvfmsMsQsXjflJUBR_4nJAd2v3bOcqspxfpV8MzmVDtIa_xUc-vF2tnRV2V4qPON9web2O9j0rBmI664KSyJCPuBUhYpGj-BgG0BCqqchhTpWgDQjVxVrX3soZoo69y-KXPRmdxdVrfj_uWwwtOudnFzQJpyI2OYZLriU5cyW02WgCSiAZoxQ8feJnMBALgGGRfGtxG-sVY7F1gViJz-XmQ5zY-6j1wfc4uD5QhIYgmpv0w3l1xTjGVO3O9Wq1r5tfMCOX3xt3dh2ovpvxP-KQoQhI2u0axqtrr6CvsgUGe1LjG6UUK6r4X9bxd90tYe2PB2MaPx56Mze96gwEZfJ-19nSYFA7yfx5eUlMmC1zbmnAnfTZqzCYUqwB8fzQS9zrxkyEiMK7VcPHhJvLiY4IIH3RxZrDIC2m4avvo0hJPuorgxi11KP7i8x81h3G3kI9_uXxDUuVzmDTkxmHM-I-pjMEmzaoKwkcwj4k2Avr8X4fGTlQOR74BnJZlIDFnLdqloQNuz2ywqD4lcgMakrgQWUHyahFY7_Y8uOrq2C3y91q2cNrSYSyUEUBbf4mfO8ibYz3iwpM0mgOg3hb8T6wAqIj1p5VdPBByXgdk0b5WxA-M8Upio1GZ2DPKvbXsaXWHmQiM1wfX_HY4qSLnOAKDCAgFf-Xj_b_ymj3Ep12gj-2ILGMszUgKkU0ff3P1UPV8FH22dInb9ERAMeJlBQ940oqxpvT-XmYXerDQQbwPDc6Q8cWsqYrTUP7KY9DI7l9ywnS0fgxe-bCYEfYvehEpWs-AoVmwyurT-JX6w0ggN3UJ-7fGA58Wtu2CRr-IYsY1L8ErZ_70zmQfQ_vsfiTAuBQT3dTo3yQ6QezD3ed1xPoIVHh9X1_5iu-krG-unpcABBnnZP4HW79V2_SUAse8FNCRTqWlA6xwvswGwZ8n_x5PhPcXQoOdXBKnrQquC0LKA1SUQ0Bo8fRhS2ZhTwzOBgSIJUafqEo1SfRpFedUDUV36y46uN3dUwHoVS_tRxnSANSVlQeeAT8uOSmdgeOvRfO0dGfoy7TydqzgIZbAnBGCMJKgMH4PUXmPLuhVgIrw9L6Z-1vRCKzkodHOztDlQTzbsIy3to6jRpHxHbiP-P5Ads8YPmJGLJGvcHENFih8D-djZvQLHFCFwuzbLTXRdB-6ieM2V7KseJVWxfnmCnSI-2pyMl1MjC_zDBr1SZA7rNwo6g0goAEcc3umc-EGCJtl71yU1HQuGvp7XHe7eNPzWQ6IQbAGJ2k0qQ_0Y_vQYX05Od1T73kf5ioQJMu7zD1Jdmvo7DWybuK4Ph760Tl-x-a466wuo3LWcYJirw5CN8Ob2TUFYvyTYc_Twi6aWa4V1J06xxvlypsVbMTYnpXR5ksA_9vsw9O_VKJzkcyPDuzLBU-upPx1UdeOcDGbM8tyM9vuO_Quo9WDHIVNvn8J6xEO6ce8wcwOJiwwg5pMG_Z4hMKvqtLhQCyRbTAFvEmF4sra7w8B6--VcTDzVGZWMY_hCOBTow_tIlbRgausRm1SX3aXtK-5vjhyQNyPKHVfMFOCIW0qn-9UWGtF9ICsClBDQlwK7aXEQ06ao0Za4uuTDuX-YPEwAcRRjksxcs3Lwmqunvi6mh6bv52_72KtwOOMnfYWTa01-IrPpCUZrlb1TEdlh_79Bp7XsAmVztJIeoSbtpA7cINvnWURMGiLnEW2dhEzzpM-dX9Ysv8Fy3Fq4i5RXilk-zvk7eoFPOOjMwBsbZcmHK_SKleWiXjT7jsHtx-hbsA1hkOPjkiRCkFzPJp0DS5gFO2M4X3jfU-IVdpwarJ2XRvOBAVKau8RKLXvxzzT_qlRLr9zXhBTiu9C2mC9pYqAhfckPVdIKNK3n6m7HKonsn-lnfBtZsGwzeDquWEJ_rRh6n7jNOoLt4RMs2FnudIxok3YhYBgOBA7N6ApfXG2gxldVW9br1SMvwrN879gXo5xoQ1gyDQJnh2cJxoCfJ6KNZ5J7mPqJvdNdQU6ZLeHRR2y1-fYVcU29WBj8l44SfLS6z6VpU-mQkEHwscU1ICZgM03V-oKmHbGd0aFCB8b8uZBiXCvr453vPLDrd-CIzYN4TvTJIIO5PErNsJXm7hNs2ZneGWYvmq9D9HD24Nq7lBzwPojTOXlU0kp54mujVuMhgoHhHjwab4wHopXsAxrh0ORRv_16f5I2fL_YFEZp95AtwLyHhGbYNFRru97OlRsbCV4CjGLx-ViNKA8fKXv3LFpMIgDrFiuhQEfNEkVxfJI1SysvFppUDSEYB1xs1ZsY4GjGJNkJvZKZTQiAk706_iPFYKILWwE7sgC1629g99rKnMeqv42yjxajqPzrId46fOyUTYwQGYRlv18AEyECf09nfPfuFW6HOnbEc0Jae3mrbzixT9-jcWFNuRb9RJY-cUi8C19EQjxZ7hXzSGnOAIPeTRXa8CxWJLTeHVrrSr8NkzD8ifgvFprOmKSL2KBbAIPNoFu9OdDiepUzgXWRS9ubFFEreAoWqTZ1vCGBxwJ9vrwBGTYvYshfJrTcK559_FPZrVZwhb-EUrQReQzCpKlSwUD5eZXzXSApZ2SGKKGHojIioCM6pN8ItfAk32ykYThTRJk391G-CRQ6ETwutfmpGYbJ_HCpzcjx_6AJ2mnvF_Q4waWjhvRGW_YI49t308w1oZeKE2_7uhGV6zwB7ElVG2B1u5N1v2F09u6ecAXvtlyRqW0I9-3hHJlh_1nc9Vi0Wnd7LuZDobn0iiXWY93-XDqjiIdVxVUPoPjxpqmmNhAqTrNc7hlJYOkeLoqI65A9-zH5apcih_l3uByB-30z7Mnucc6Nmxtx9YrIHimBVgEEvQ_UOA0xkZ7txzN0uj0f57XnXMUnLZyLQDbsJhXRNsFMI21i5OEIXTC5thmtor90IfYrhfIcO8qnqqwU9ENDSNvWB_Jyjlx1j3LFL6O3rJg3vAKqGLlqVoRa4MWKSznnPMu0Q6FvkYJY3_hpHYOeWoF1NjIkXKNGqeS-UaHI9Hyg_unaXmYAIAphGRx42EiY3NSrZDl1_EhTyVAAnXJ-P2fQY82hZhtBeuVmFQOBgV15ttdh_0VOs2a6TBHJXK3Ums9hiK0JNzNHYNMN0QMcGNQ5fHRoLXa9Awv5fQJHg-GUibnhlx6qG-etl1lj4vf-RrwCijIIfSX1r04LaTuSL14UImNsXXntVVNguazTJ2zQ6Q-tN80mCPZ6mudrFZt_7fuw_d6_Y-LFKWAZ7X8psh0rkP-Yw7fqes52YBn8StZdGWZuk7FTyrObBKY_U19G2Wm9lNw2iFxNjrekAhamAZnJ0vUiw8cwsY5RihAmfKtinOGrj4eF0txJUzYjLG7HfOZTYW6C1y8upRsZ1YPecFUy9OaBfWA8ObreGYc67tkNG2fBbEYKEhcOiOpIkG-BeLnrz6JVSPLmeNO2CPJCpO7w_OKTv39xTYEq_MP0jzr5czKn4BwEuo8Cx0Ig13SD6Qxb23sxVsDFfVwvTSqO9bGKYS3YC4reVslEiqxlP6CnWzF4zQYXU_F1Kj98bcGy6lutPBqEjqjjpOeQvPnCaR-40yQfls2Ee8pZcJnbYEHW8MM0M9g0sZ_IlQw8ydLp_"
            }
          },
          "id": "prt_0acc21fad001NfIGJzA097K98y",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing recurrence bounds for sequence operations**",
          "time": {
            "start": 1789604798507,
            "end": 1789604807400
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33be656c87d29a409df38e6a1823"
            }
          },
          "id": "prt_0acc2202b001c36tTrNCVc11dO",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Refining recurrence processing and count formula**",
          "time": {
            "start": 1789604807401,
            "end": 1789604807820
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33be656c87d29a409df38e6a1823"
            }
          },
          "id": "prt_0acc242e90011Zyiy6eQjJIjNE",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Clarifying endpoint constraints and sum calculation**",
          "time": {
            "start": 1789604807821,
            "end": 1789604807850
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33be656c87d29a409df38e6a1823",
              "reasoningEncryptedContent": "gAAAAABqqzPHgOTZIVl70-RNVCESVTrkEf5OrX8KRMjH6G3b4RE8i7D96F3GKP1_0bYUl4MzKg_HHxNGjEbYTqBF7OWT4fBL4xMHh5E-zcm26MB9bbv6wm0Nd1TDq1sO-yNnFsoSfutIGaqHZKLday5mHxQVQIq4vezopzzIXOwIk5KHjCkMkHaP2UoxBwS-jF7H60yYRdwpencANm-cxdGhnWHZL2xGYaXGOnM78_L9jcCGkfUihhhtPAuWj9sBG1hVrPjkK66ueYdzh6WBDwtJz5uSJ4N5l1u2DuJWcebHsdzJ586ADIJN5LHW33MSEQ4VbiyAUevHtT8B9Dv8vIMMSL-y_HoIMsi33t7pDIRlO-jrqlLc_fdSiQ-bOwip3bHXbfr_nZNQ1QK6bH9y2LhDwgCoeLgvD-zA9eNCnlqCt81xCZd9vLo0cCv1rmLKm3SrR3poJSn4Wr19Y1sCJ9254vJNrcsbLhjgy64Uxow_8DzYkp2UdBFiqppQgoqtuOmSWoJ9d1c3auvdS8HjZjFuCDIoUC_Gy-z5ZZJN3uI2_NRYLzsfvjkoHjQ9KfmM2SXCtvKdql3YO6OlJZ6skLG1I_taGlOKRIyMNqjjH3Bri9196okh8ZuiTe6adrvrMpQiI7AMOgQAM1S9lXpW3B6k1RrQPXrkvjaVUoC7q3HI1F9PhCz5-f9GPsV9OiYOLmZ8kAhJJEVTcw2RzerS48SOLpgBrvRR02Z56yv4Jzg5ZBgNZzfKoZvYS7Rp6oRK5wDsjmhfVGDaPR4vhnWnlT4_AwDrYLYeWhPkRA7JCFKupiJiNMRTy-FKoDXVp-Oh8XBH-3NUtsSMHej11Fn0vhaAoTferJMMz0V0Gec1yfz-pzJiIBJXMU5h6whi_sJvKFQ9XfvUTzd0myJ1OUShH4akzqwBneN2wk1ruFpEwn4OcFdN140bKXm8UNoXBJuP_TIGNV0GrFnkzONvpxVMAh_xcVt_Hmvbz07XGBA_sX5WGwME09m-p8jwItpStk1QoU-CNe0UCTORhaek08XMTt0QgBxWYgQsFwceKFCYHCRUpDWu7S8jP67pHrZb6QpZfykmYAkQvswdi5un6Hqv1ZixuTWAliadTCaxKJ0fhpmbx-UYXq2FKkGz8hO-tZN5x2ba2wx2J34kfwLEedKUuTn0h76UVf0kFinZgh62PVtBO8Oq378KwLlnZh1boGhfZIj_9HggpIiUcYbwHojuSzfP20I02mRe7SozCda2UDoPdf4ZhTxg7vlpMjt5CCZRJ43facH15WAgRe8Lc3SYYoCqXZ5KXQrhKeQPXYwA7p8nc6C0Bh0l_nEWbbPc2k3jtsSls94ub_dtBwx1CY0nRfTi18G8Y19JOdKvEjlGHfUx_DK8CRr13CyAK9VjfjqlFCIX_5Bm4o3nQGGE6L6gxEzyrdbGa2KNDJHWLY55-WxhnMxtaA55GrW2r6I5ULFEHuts2_xQ2mlqicWTScEm5n8uJTk25EMjzyO8l9jkbWlcGfeXqUuDBv414tI_MlTUO3UtdXEGo76S08x71Jz9QnOvOL3WnUtWPPzoS_JLkUmofyBswWOrn1ODIRVA_0-Iz1qZB4Aj69YY0Gy6GlDeRGeftGHsEYUlHblDAcWeL3Bf8lqnFgnO8cN7CBm7GlHLG2z9F68MFrOt_PnVeJgNbOArAax3FqSQ4umYALLr1kiq_mebjHmDVnSZoNSYpw73EOXr6ahW-UrzUM-tY8CV1rHGz9j9FWn82LQ6fODafHkF8yNb4muYql52cwPVewBkBtrYMY_4KDS7sBxrG9nJRZgVH_9qcD4X5qDGLsnqnnbwsVYyJSxnthL-Gwf4lO5aYYipGcbJPSFTWGDegMb1PDogFuGTUS6yqi2do5hJTyl2h0Ct7lv00PBgNd6v-H7j6SwSp0Ip_Sl-CP3xuLDjX-cRblSqeQS9lDWvXuoTRTaPctuSrLKbvBnwBw81fsjTBen_DigkmD7wJDZTaXPURe5wlbRGg4osB0gxIBSea5G3xBt4blgNHuMYm1S2iK0kbmbClj2MlmSNr1_33LeM_7dm6UInMGwCpSVMEWp2m4gdZW16X-Yv4UL4PskZwfZUWsNQt5E5LfmJonDrz2Zl7V7i28cuNimwXeJR6ZvAhf51Hwj2lV2tceAiAx2q7_uI_ofF-13U34DggDXD7LDB1Q-kfdm0LE44qzrk2kZcH5FJqPAENVGw9uTCH-0irVyM18a3pK61_hCmo2B3Dgpv5EPhbbilgvyu95ZzPUC1vs4lWsaSAphM2tTxb90_6t5-95mcrhBmQNSFwqvhxlpWUx6-NJRJtmkwj55AH4RDTpef6lHy9J7KyH5BFYX56gP0EbkkRcWknAsg3xlXSK2bFYDLa9NXY8yebDJ3vQ-uCwynQ_Mel1HxqoPXz2En6G4D1jwZsYP9f-HfQ_qdOSSGH1y0DQU9rLCS00mEzLRr3VUL-SddXX69Gb7xSvJycpE3ycFd_mNp_fcTZ76u6GayZwWiM07Y1IDAe0kZ0TsCT7Gu2KoilKlN1XWlhJELg7L1oKof_m7YrJjH6O6WMFYNjFBf6AJtGkpVzy2vzxdJjJwWxoDsw9_JEPJohY4q77zj1SCfhJjgGbE4Z5O3vMSfNBFg828Ttjj4Yh-fHjwS4ssTuxCJ_j8mab8dNkp9fwCCi1rvfRegafy7VqMXy9Le46q_Wzd1oT6WvwFeCrYRNpYjRcRD5Bq8NqayKE3UbqkDn8LOAEL20aX4AxUIHGSxqxDfoYNs26E9Bw7dHtMfPfwgsQ_7RQm_u4-eXr8FS2sSbP9QApy8FnmxJbFizBneICVpfefV3-QBhz2oiMo6wF_yusYNHXXauLSeA6vmzoVZb6_Ub1dpytRg2hpWrXOZmtbgWHuGMEL9frIWcu8c3djX_y-s-NgEO1x8bwYj8V70ET8SAQaOf2Bwyqpw-E1NaFar479IGKR8eHKrn7mgiJzRAtj1WQCEGrGSyOxS4yb0wgmUFHxKanHUwUwFFN9x1_5H1Ruhr9xvuMx-A6vAuU4lgq330MkSLEzKU7gQPjSgAK08v2gfXHFIBe2CkIlDygGbcfhCdOghbkiatDprym7k3ZoELCg4DQKAHJGPOOpkICCo_ApYQh647VDmhddvZqyTgU3Ed6OBj_zIwRHmS4ku6j_luKPCf6xeFU1f2KGqH8m0YJ2gC6Tz6X1w9xs3aDunRJzRbjSmeCTFJ4-kRU14fqi-QTbXYincG2hT49jSHspYhEo42sDMNzU1DEb2nRTnfu-yeU-IdAvihP1mufOXt1SSjA2PYxBFAYH-_1MxRbICGN4DUF_veHeSf1Nek_xQnjc5Kdm3aSBX42RY8oquLe7hx3bfhVZmmM_K7dikb5ps3osC4V6c0L0F-DaTPIHWZX-L__Jgnpn5EyAAUAQSDX0KmZkj1dSjrC-1O4SWflrgiRz1VXc5sdHzXH3qkpt4Vqe-VGlEjZj63gFoLAkgZF-QterC587uYEacGQjQ9odlg7BgvjxrmLdMHm-ill5NNXs8P3svm3kj5bkdqYI6BrnpGu5_kT12XdyHCbvqsSSY_LqE-EZ3U9HqZavD5qTTPY_L3R-bHXMjD_wbkqJEm-znvQ5LOj3eLWw3krmu8AbNAK33ntTmEHnZXKH93sw2pLxjsfJ0j7JZpNPVtzXUagtT1kzviIt6waGHNrbQ_oEtAR2Hgi0GVq_cXbTnt35ZS4s6LktChMZt94QqccjI6u-JNgUvtROBZijSSxFGFqoCURJCybhHZAtpi2Q8A9-I4iL0R0Fqkcv4n8gB6OYA2La5kygBaPtTopSNjjLQY5d_3_jqmIAOw6BdTpyjmT1zD5Pll6bgPJ_GXteUpCtXEebwuonsSc4="
            }
          },
          "id": "prt_0acc2448d001grYyTppGN8z0YM",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Planning correctness proof structure**",
          "time": {
            "start": 1789604807851,
            "end": 1789604817095
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33c7cad087d2a3a54807a75597ec"
            }
          },
          "id": "prt_0acc244ab00141a0hRLo4lUaeT",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Drafting optimized DP implementation details**",
          "time": {
            "start": 1789604817097,
            "end": 1789604817141
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33c7cad087d2a3a54807a75597ec",
              "reasoningEncryptedContent": "gAAAAABqqzPRwkttFJ9EvRrBkHhRzUIcTN57zYK8oAWkBZGDQuwvd4ZeWiYsbtgHWmGRnFh-sc9RxMcAoTSJjdrVsNd4APTA9WyPl6d5fLlohH7atn5slYZjLQ-COqyBodS0FsccBbkNIOrHmFNNoCr5t5R5MHoMkrBWtQi8CPKrgy_2VWNXC2Vb_ukshjxO4ZRNSfS0qe6TYkUou458J2k93v76Q6zHbDDMiK_bjb6HALfch8KJYWmZrIeocEn3pl01l1HQQiDMHiZi0VceM4kNp_48VknkbrjHJzLF1l5bXSimScz_kiTGawZAe9ez9LP4_ZZ3NFMWTlURTPfm9ifV2ISa17lAZtqNsRN7XDZJ43mAVrdowA3srITrEOGr-z2tKrYNs-zrDhbBUGsB206FcV8I4SLiIomXPYhhK1kvNIqq_yW0APwPpOx_3TUIoCAgmcqm-_5SzM9fntZhcRni6GSqga4V0AQdtryyrpYbl376rjL6zzusgDDQhxnUK94G3-SXsYHJ9h9yk9Z3_QYFgAAm1C8OLUTfeXMBKMuapXafbFoHPsHKpzzEh-EB4b93e-PQMGSsSvxBr9xW1IudwesxThq4RK0gs1Pbocxf9E9eP_03mbiFADDsOpbqpI0Pryhxv0C23qap5pajTRyv3PjwTlywo70tRZDhJVkt1WtTv_X7J2JCpd6KL1ka4b3aSffnYoVY0XcsSdQyRGDfJpJtm7uzY2e6fqsfqcR26VgB8XDLyeLVSgKw9MXQBteHqHeCFJvj9G2cYRgNPWO5EtYsRMX3wMDaHU3youemC9yfPSi1-rrf3IB3QiOd_ZDlIscmVUIVMIMZk-M4mGplH7XAq8S22oAXuZKQHf_3kIEIx-scoUQCvT1kgI8dleYsNHNshYNFp3tBawmi9x_uiAuphbfunlBUGb0nuxWWfjp-Wj_m-BwkhJl-v00U6TnyL8pPrHT6QZbgK6cGSBLx-W_dWey88ufdOjp7S9EBf3sK3bXJtpTFNvI_CWq7r9BKRFAIoK0vOf0J9cITUOy4UV-vF_Y3DXthBn-gjTXwuKcJtpHIPOQmYNwRYKt0gLu9OSrhdIrzZ8ymg7vaemOH2xYDvFjK1bG-Fixenss6u1vUZLI_lLQuRO-Y11228fwFwvYTikMMBAAECBPkN-d2bOxLeGkKWtusafdQQLvbZw4cR06jGF-P53nNlZuOaWYJduymJ1pqfus6TrpC6qTKCn9ep2Ah4ykf_MjAZMoEJmVSvVkVLr7dUzkiXu8FjZCoiCjR6YCZvK9rSH1c7-Y0SkfNWLKgsNJKItlDtuQ9ohcvIY-8IbK-G4Kan3lncJDaFTYANpU135qkGwKckn2VIbK9AWz5Rpji9fc5wl0ex7THIKEutUJdDKz_0LqqDzTJvaAoMhErzxqLVUtdpPLWBZ2ecy_4d-eRgD9wwbL2qGPhWVMP6GCraH26jb5zuIWaK65JYH9oaAUtQPGpJtdSyEVdagIudxilxlQIGgnSVpbteh0M-0vWUiGJGURamvF5F8s-wJeHZju-gPsP-Gnrtl5MYTgIpbPvLg5wvl9d3cac4cEjAr-nXQmi4yzh9j7ysXCDlrk4tYdCOYGdy4qhdySYczWrnY4JExwSFX0QVDJjzl-KUVhr-r7iy8R508yLQOIyTI-_w-f3rInKUK0dIZvcNpQ37YPw7fTjDfJXSQYjVL0w44OnPQcxsEfvObfFWD7M5KaL5JfFsc3IFI5jN_n_nZtDyjgGhjAj6b3xIaeePKthI3CO6wm5Hz8vy6DJjAuNbqvd7odTkO9lByxe8hHmKWtx5XfrXbSZv5ijea4awnnFjMNMwO86bF-kluoM59eYTcDkK1jhmOSqn0meHHSCQHa-X_AcPkRZsW_Y9SNIBqU9vzrR1Ys-Xr5VnNCabAI6fjcGqeCTMpE2SoKinuwuROPIpe3RXZ2Aj2lWDfG7QK2vBF3FutVx8Rze-c9IT-r-PhEEv0CaoDePmhHNJMrW07sCPq1tKv14zAMoksiPm6zZ8hwNECfhF6msSAfKpr0NU0_gyYShQyyOxlZEdGzJTUqdChYu8oq7u1G5ThO6pb5ebe6c6VFpANCHnGIiF2QGyU88VWX5REEVJvUPZmFIlRsDa4UDtvP56RAKniEI79p1HPOObmXhw7bjscDrvkjfRNa79VMW8c461-9bYaEkob1i5_hs1QckETM5kMUOqrBuz5FN5GFz4fhbNrOjgLeLK3GYcX_12HO4LVMISzT9NRPmhPBJzzEwtEu7UIUYEL5G5rklWNpp9ynSmGl6YikgtvWOQFLMONXAowCfCsF3TqHoSHOXVCdyNvmKGwCxRUdrXFDCJzjOvYyeaNOCquBbuVF6EdGEDRb_VoEQCbi_yHGX1qTa_XmSTVrtawQiyhXVSZmaHbxfDwVLtbvAFR5WyqUIDGcseZxW_LARfhTZ_LS4UyPAKhQ5IGb-yXf0hrNNu7nb475UZc20Lh-juX36u_dWHOQ7VttdcDHPFoX4kB2FX-03iWD8YxO6Ni9CwS_CxCYCqqXccMPfLiOXoDUlZLnB7TaWkGF7Ttg3sA4xzPSOe9L3EuqnfHi0S-SEYVLDQyDvhYaNNmjAB3plnZGBmwnf5Qli8skKdtZ8Zc0RLx0nQ4eMhoiH58xSsPlAkvHcb5zK71sfeezuDVqKsyTDbi9ubZlEJzwrY2aFgQyVhVyarGQ3k5Xuzg_DrTfWxT2rZjPzGSIGC0D_YDKok23c9iYFRtnpKLnzKmgXZYUwXWeqc4M3ipBYGVLKIuLP9DGazjx5KK9rDrYNmRM1nRhvFZL7H19_2-o5eAsRt4DQ5pJaTj0xflfXRosWmGDorNkPHeltF6BhdOGnvr-IRHHyMFzSHYUKbvWq7e-8-X37j8G2ogxrAcZhzYWjF5lpFLA_ZKNQBTGVRhoREA69ffDT8IY8txA1TqXjzIn6S7Cu5_kl4QKO_4OQS6AC7k-u4f-clhpXwyB0p6ixdbcq9tWtAgQcv3JNW2czIuCESzpSr9n5UwN7dMjNde5yOJWp_vzrcYPJ7dRzoUWfsU2ZgvXbXeRtOJy37p1CCeoqmnRZFACauQv_Sn8wRVf_j3WheP-aZIhrJ3snUDV_8DyCPQirYccm4aCeAIwYj9o6YLFurfGFCdnIXjjGDossSUiKzn8Mx8S3J1FJp01imvW2ahobCgkIkfMpOz7f6372huKV5MIPriQVJUo36NcTDWxryJuwDGQ9aXwgjijxzkKsXGHsivetBIMmjRdd6Ga47PTAbiMAPqrki9RWmC-M3oV5CmTjFFTTw9xrzEA76YcUwyxCoVvS-mTDfP3_fyR4tfR4zTkTIU34BJjfMGvvLOwURYluRE8CmI6kLZe551mkXKB1Sn1aiwTxU_bKhqpOpK5erEO8q5uBfUiThpiw4725TwEhJWCSNi77AN_279c92npuivvVszYRy3g5bW6st1O5cZ81JCU6QxwMrhYQvDYS1oMqlYJl35IXHSS5T_SfNwTh_hxxiJP8LIQ1XAbM5vR80wz_Gd9sLvmmSZwcT0Uem6FGjq6O8egyW4eVBI5h-viW1tyW5vqQdIpPcizRLlDC3I10SnH3AkWtPpKh6OKGu-T0EMPTUbOd3DdjBA3pVaJKWeWvzezWPKcPq7YDUV5ZUD6-Fmsf8fiZDi_Av4OqhzAP3IQ3T09RGLhVm0KMJJEwixiySNeyJnb0bFqukrVuPLkB_g=="
            }
          },
          "id": "prt_0acc268c9001qLV7wpGsW4rfDe",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Verifying combinatorial calculation correctness**",
          "time": {
            "start": 1789604817142,
            "end": 1789604826285
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33d1126487d2928ad3252fd03a00"
            }
          },
          "id": "prt_0acc268f6001XbTCFGE6FugOLh",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Analyzing recurrence proof for order preservation**",
          "time": {
            "start": 1789604826286,
            "end": 1789604826311
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33d1126487d2928ad3252fd03a00",
              "reasoningEncryptedContent": "gAAAAABqqzPaTO1Cu8LSnfxkMrCYMlHCQ38Pru9xYmlKKlSDcMrueL-7KhvoEtcHBuZYwJk8zTgjraoPXKGzFHash6IqCFxHo4k-MbhdIpcfKG1l9I5wv15rprNNPy1xqwHm5qgt-K_LQX-eXJZp-_A0rTD3bPlKLxq3elNhvmNfKhm-yKnXFv2MfhMldat68ctdcahNNoBxrN5xitP2kFrMLzXYGIGxtBgvL8xYChjMDZ-VJ2_Z1kl3oejk0qwaDKISgIfK3eDCfR9d04TOeRAm1AlaHh61ATxOxjLyH6vBzct-ztj54vKYOHB3snu5Y8Slkc0XHKAwxm9fl1LuZE1f5Qmpz68oSEIzRqZCwAMaZuSmTVXAUcHAJ5OuWS21dbgfM7PTVPjPoAMyg3uVWbWS2dTNLa-279yaHGOxoZnq3I7IR0Y7S0AW1UIErcwD8KEOfm6IR05dIIHQQ44ylLjy8jPf88iQM5N72q76mWk_uFq1JSU2bY-H4CvAyVCIBh44mfStepWqDSnNAYQTnEgmah1QTutiTU6XZ7weFMIC4w-EAZ2xG8eZEg8gSSvi-JCDKYmBOyfWLI37mM-ev7Ao7H7WMS2Jv9408vfJ2ISL_-q_Bgtz6hZBtF3BTvgV33WjQEvFuHay9550IYbF-cJKOMsI_qYHAjDbXDWi6v9AGldnZBKGDLgRai3spJJJs8aIfvAUgdu2vyMGK6P21pbRlddIhg-GTTAZj2X3lQpQGDe7jWBoOvneOFONV0dKt09MWXXQvsRrEihO7YiECpt-cGQXKsGmq_m9DavLlsAwh8Ex3pZkp5gQqmPfRAc1vOMNviDu2SX96wxIc-ZnGnm6wOnI_dHyqSf3zHPlPQy8_DI5Kz_42y_7vzwC_ejhk6Efr7ipRCKopa0zsVIunPAED8V8AYbeR8b8GCXniM8Ip4Z5qOuC5C_BPmVdpOE-XU0V6g-NSuZSgzufmVcfY6Y567_CMr-FG8akABAhlNVY-s4XikbHi33TYtoI3Fg5S1vP5aXzX7Eh2uxQPnLAu7xvlqKqOmiNmHzoRx4xL1LQBz4KldMfcF9i8i1h1DsRa8ydfWGm-psue-kfHfUIuCM5mdnI_ba7sovazer5kPZ8M1Bn5JPAhwduInXsvfd-hwbNCDv-rf4eLoxoLdsAnNWwxQMOHE5TPvl37G450ar08q3Txa4hSsXVetPsghR0QPyMAI1GuO7P-yRvRDokJU1q7g1JjhXovbqbMGoxqIkDknmVYWa0ZjdwlItoQWgFVwffNdui3nj2zXKgmV8UowmeykrGEyhJSfFUN6PNwO6N52REWCE8CluuneUabBRPdmESaUg42JoQteFaz9ld_TcPe95x7RFlbDXf-tqgKro8t9H5KbA37Pcw_2Swit-T9Lt_2H_SrBDe-Lt04wX7_Plnghk0Q8Af3I1ZYK-2fffVMZigAJ2evOtA5KFUNOteNh2lIHgzVXNC3oRn2wqOGANGsWwzBxlngvXlvhDid62vYKOelGeuuduLexzy1PV_jx1XZLm5qe6-CIo77fcbmAYsViyLEqpiyDtEX7mtybe9fyiupPVVQUNs7zGO5IotysnnITplT8GS4Rd2W_QTkd_jXSZwx5Vp2kNf4KftaZL8jJh1xa2U2tl2G9FaLJowUDEXX2PiVqME_lpYF6yQlfbEpCd7N1vE2V8I4LXVt0_0w6iM_mnanD5Yc06qCqes4XVTs8XkTiOOjnLN04pxMr9-OCzEw1eVL39yJ6bbteS6nZEY-lq2cnDtnuMTAbF6oLvccA8zgG8JqqRlJP0hccopuEEzzUT4Z6YYbHlvq791d9VV7re6LfILExmSVn20qSTXqLgdzUyfbAIoX5edf5M_mqkDzOnuvpW2es-idSL0M_4E0P2wnZDZuxgFnCNbGzvKA6srj1aZ4nDFuqe9_asxr4KF5GjhBDgAzbx4MZgp2mDhabDqAxaso1lzlpMgTJhyg0R5qR_3rx1tKh2pLFv3nqHRECISNesODxCpFzptHkn94vPmNJu8oopZ5ZjelJHAlD70M-JVmpKI7C33cJV6jfszBRYkCRTlOWr5ltP6LiW3Xv2cHfOIJCcfxF_yOKkKOzKtUID0C4CnOM47vo1I3q8ZOjB3qk26PeiqI914DylldXDYrY2_eJXTugXewBu-vmg4cZhipuZwgltwu6YFBGzKuAKaOnsuw-Z1Nsc3EgZeh_1-pFE3YCMgrgSY6TSQ8LEJdizfQfG2Hvs7CJDAa28ANexl3Biw45b265-1oFZhPIyRzkl4juIZ_sORD_UM_z4yvL3iPZIuQVwd0F83pImxZstfR-BCwx09ZkDGoVcaFAicM_AapBrvRGFCKfMEVf7iUBl3Ai1bX4-h4ZCJBdFVJ0ph02Fx-Wn7exZQ-yG3VUeXHy7gQmM3pMT-jQA5wWH3G8j4aFp1JN5VO4xefnW_E2G5ip1ZjJkn1F79s0zh3hNnjMhcpVBUiIoviDhi6u80AJjY1yWaIGw5cSik4g7itArpDCs-PJxgBgRpTSic6MPipOoSujoqXdLa5flI5dUsgRd7dznMZG_q-xo9SNxaRgp9TXqv7E1X1Cn995_UUou3lPtldlnz6TUJwQfIalncieytNoPxMrLeWmPURaDlv9Wag0wnkpw8LRCOqOMNndFSlb7vWDHaO_E0cM_z4lQ40A1fa2f7kBRrpFAneXv6rhYyOJd6m5Yq02GXhk_i3nYt4qpSxNKhTEGlzR6MNbWU_n7-8NR8pgMOanI0o9Qj3BD8_fv_6g6dnXaVWkuI9vSmqD3TloBmz-qbMEY9Z-Ed-1l9Co5i_Qq2mOlEqEUzVfCnsOuD8U_-EPUL2peCvWloHxAoxvETkESYvvnNKFJN5jocPkVbBJOdOn3Z7THhG9eK5WzUmtIMoMaKryT-gmARBfTXgibWubKrLV7Bk4JxDEuIub_mlq-C_CGaLy1TI2_jmWSsShKIYOOB8ttAdLuJSqCU76F-tnYv0P6VVa0p6I7UJc67vtTB39FMx4fzTi1EGWO_IsxEQ2Lm4N9lYyij5JEngr0LrI38Yw6woRw8eDb3ZZHjnK1wIZmipY6VQder12dAv1pnZepTswZFucqoeYXPaaXFmEEhWf5QwXbKThEThDSs1RUJZKFAVb900h-c351Sx2Oq6Yy9ZvbnuuipDadgZNVRU-RBZlAFfsbqts7Pg9X4EIP-ZneyZJR39JPdrddEm-AGqQdSQFX4-EDZTYvWzm68xztHsIoGBAoCOMaEfT4JRDRmc8MmodP_gbzMdKfIULkqQw_vZ2IWZF4796ktzYOY3r2W8yyCZ8Gbt-FOUd8WC5JCHtAV6U7hgBO2q-dXxuoNiquzKnviOAmHbZbKTzAsQvkSbixwkEDGcea9Y9vTi_YNnYEB7XReqJNi76iYs_Wl3U4amzfFI07ifajjZnOYOTTcwTLHGk0QDIq8ZEsYJzWcRZWFeUt9O-pQxDPiUW2SBPfiVV3CmS3HOEAvrSAAjFgLXnXLjr2-oSCFHjyik7izMmx_kfJiLwIiZwLNEFLKDCdyJoEibJVpsjFGR-btTj1ARFmx0qUtmFkos5rlqEy2iV8-wxkA9Pm-KNQdZPVLnKwtNuSerSMlm2QIRzKyNQFPK2avtbb-bkA5D4lc6QJ_D6_2v_t1b7H8dNvq-smGjnFL7tgvj0hKEW0e6EYUZu6K1MdAvipPEuiooFGax9JkJ7RuInvZCcm8XdrEvWGr8QTUARs42E6tV3JsOEBPqkrWfsXEzsA4SoyxQCk2-e6NqEJKoIjUAqaYJ_DYFF4XHKolYvnANQ2fc_L_3tHBo96B7a828T98JhbaPp7PVoX8HAn1RoR9s283e5sx_hU9l0j6KQYqGzDZEK5r72Tu9s2Wh83GYpvCM8dlRcMXBcbdP0nr29vCV__hBFxC0ZEzxwYGvZtZKYqYWqAl2hTcdJlZLVe0It-RfAENgAwFlpO6ponayoWl4aGiJw=="
            }
          },
          "id": "prt_0acc28cae001tdO1FOXI4XFXm4",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Verifying trajectory bounds with suffix**",
          "time": {
            "start": 1789604826312,
            "end": 1789604834559
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33da42c487d28d52afb2cf47d6fd"
            }
          },
          "id": "prt_0acc28cc8001Ztdv8mzbFnNcMu",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Confirming sequence order preservation and complexity**",
          "time": {
            "start": 1789604834560,
            "end": 1789604835694
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33da42c487d28d52afb2cf47d6fd",
              "reasoningEncryptedContent": "gAAAAABqqzPjRgA8V4UrZkvWriqbPGOaN_ubm7J-6vGKmgT6wsWd6kU0PmotQiAQD4FIAO_vMTk9X8lNM7SBmOr1e3jWxnuESO9ZXcWIjeuJ4Mc2GtqQLzKTxmFII91ta1-pDaoIxCYq0gaLHuH7b1-WbCESbEz1TQf6eyL9yWP5FaG3VPnVJwBUX6U36uSaTsF6Yd-qU48Zy82fAssAnPLyAkvauZIXL_6sOV94FZyJ4Vyka53CaiSXA4_JYuMXbFOZ97Pr3quDirw53vmSrMoyH4cnU9DZ0vjoVlXF2TF-gap0RMPnr2Yg5bxI3mRDcqR76TPl6aYdT7dBUnGelgi1khC8hxyJ1MyKTxyzTtjjvifrFd6aWIgYHm0tdeur9Ff7jnfIsUu7YRtrg1qyuN5F4ysM_JtiDw9hfu4cDJ_OBY8h7V74EYy5t-VWcFQ5P2QZUOGXjhwZNjW6DYczlVH_Jvo8l53bNwbKCZYh-oAWEh3RHO-4l4Hu55IcCFA3XOlWnLCUFvOqb0y9AVSCDLaJMR0AxDiVt6ubjYBros_yKwudBHm1sMiBtkFP4XCWcDNouxdj_E3ZLSK2gEb6vCJ8SMWcAC3MXqRTvlZTX-I_Pz-LdvVf2GeFryNxPeTZHXgwzP29SkuB7hOPVDt5-67n4wWnQJpUbGLR0qYkPLx5f-GvGUUHL6rnVqCvCa6xgR-VkAqzf0w48jz8DI1xGodkI7qNWiAd7pDQuQQidblmWsmbYfjKpe6SytBGPvHuU412-3Duh5g2bFSZhBwd378zP7Vq3ytB7FKyKm2BM2IkBToQf0dScE8cTmhkW4zCRDy9mSAKx6TBIqHHlMdY3-XAtTGIwIajFdYezPPp8lFoRd7nBwvMuA7yQqVg1N3FawvpJPimwImOnRzFOmmjJNpLHsuOnILPu8XaPyW5Wb1YX67oyo2w0cAPEnvLRg0ydOHWl7IznTe8Rphytsk13prX0vTMsvwn8C3FpKyAYS5LEapdUm83B4MbBpw41SRUrNRh4uOPuSRqFYBQ0H6SP1fGQBcffW4fPbuD_WRdz9NXOMRaniMADfyom_81tSsu9FABkTd5P6-JfJyGzkuGcUzpyU5TNaghj9BV9QdWNfKCM-R6MZTJNqRiZ7A61TmEAPZ_YN9FjRP53dTAudBhGDys4yp1fKeIVIYtWjpCugqluu_EdSnWluLPs2k9Pg9heCrq8iw5E3AuRa_HblMuFemQdYKt0UZow7yqcQI0XeQbcSC193YcI2yLiL6lNas8CyFdysi0KwydIGKSqp_RR7qrWxSEcLBP130GHj3enQT9zPWHTZrANkrAdUn4bG4QzwdD8ENxBPI-hXaXShnpqdlukjZv8XVVDRjYWHdccgJ8R-iAq1IBFWv8Fam-Di2nRLYYmp-WwiVC3Yi7NGn4X8KzfkMYNItFtUoh1cw8XkcssrHsz2fykCzvwELScydxvHwVOkLahOGL3xJ6HfVrI7t4q2bW3ZyMEidMzsRVW7r4CV26YZD1hyyWbwvCQqH80lGfdOeVuj-r5sTzRZaVReqrg2YTyxCbK5DP0TUyRGL6ZQV76lRGyNptsFwH0Ir_wH8gdL0rv_gL2JQ2K5BzLzZlJxiFltLuxpPB51e0SqSvMEDW6gX1L2Q-w5qDby4x1qSxBDOfvqh7mb4-f-Fo9Jkm3qmLZKrBfk5o5J1BfexCyPLZgkMkYYI5VhYH3BRq8yyhOJgpn8g_J908ZW6kVM2n_2CwwRsLSHOxcGaW9QGw12D0D7x96oZXo1Pc9DTaez0JQXOZyDb-9rTxvRMEpQUnA0qan7Z1Lwoy5a_5zY_V5Pk6CZnIQ6qvPukFoCyWU6eq6GXKUWwkjFhHyLI-kDeOXS9KOprpFTU73NVe50nyQVFZNqD8GRvu0UxyRd6ifhvzIv4vacyeL8IrnPG5M5MBMyx5qKu0xAUtV_xxiQcRcDTQ_qvJ2qBUiz2IVVCo9ny5Ylhls8Rl3J_uobRPp6ySPDAgOnKdSeO7XKmEEK743MKO7tRs82rDTKvNhbMwA15DdZf4NQxTVRV3BknKHKfrjZF2eMzbZdGodn3DyDS8Bywhj6qXFvmqT1qip0YBJ_BIkVX0RxDCjxAprYwbemwafDWc0yBBSbxI-E8pLpoyDOfVsaxqSe5LiScMXncNcvslRLn2nxED_hA6Shh72srH2XhhshHrHQRy3POGUUVzg01OFzgmCxOhRcYQF1sg5rumUi1kSWkT6h-G6SECB6V_86sNk1EiUp10sT6j6B8Zobgv99ohCbo4MDPmZj86mDljObwYYQzkgk1TlAaF0CN1DjAC7pwP4uLYY2xq37IdLFTP0y2szlrc0Xqy5cd-YQ1XNzraKPRzl4hNPI_k8ZbcjWQ9F86ZE3RDL-xiSaKUuvEsOQQ_EDi_Uyr9nX3Hb-Imq1WAu1eJ_Dlyv2XTGjm9u7rsPoaMuxoPhhNbAEJOVSLpfPj2ReCEqKcd-n-FDUZQkQ3g81oTI1wY8C2O4XevTsJulWxWfQRYHvi7djeeTbwmpIb-wkmN5RxQ3n1Y5AJ7wT-lqLvPTNBoOMuVs7wo58WJHg4yjLbL7AjbLTsTMH22Ns5q1CYNNVAZRIrv65n4XuRfQufWoNmSvDZMnOthkQrrXFkmoTUVm7BWjbnMK6U4w9Acg5Bc-JlKOiAoAWzCBS3ib7qpRyiuh3WslTv8jbLYMDLgvVvWCyOBrXDBmHVbO1uahn3Lf4PBTbF87FzgpIRIGEpKuZxnC37_dHksMbSI6uxR79_AttAxdG9cvimahR2jNPBKOR4elwPO-EGOhdNtDpWfov4r3QAaTirBOzI8eLS7iv63pYoDx4aiI1EL15OhIuwXdb26B5SIUQWNInT4ZZgkQ9NKswx_2j1POvX6Rj5rQswH9EugfOM4XlZ4jRlo3ZBerPE_k3LwAPampHEzqi-DpIi3Aumpol3LXIuSuyh5R_uEbt50bWxwUVAaYRFm2oEXcnw-A3LmvTFB7_jh0FZr1qRI3tU-zBOwDS_dcdVt5njQ3xraJGw7ku3u9PqIwfeAmQXlbh6KZr4cPF9tUYBLKAVRcytb2QcUUa0G9m7xb4HOY4JgqoelHkwA54YYBCHC7btgidup0dMaw32JBKJ-PWjqBUw1ygKUVcmfMi88fzm2MCfCQb3n17oXByuMnSzsjd7ZskR6xNrQd6Kd-Q-yFpj-kYH727tRd7SDZy47OcugmTzBQZbhzel9YB1V0ySYB4h1KzXmqf3pN9SQbfzyhqUWG4dp-Z7BNkOt30W_KYr0MOziefIjOPk0oMVel0-OLeg5rGhVcY7e3LxeN0C6J58z1MKitSGPqWkXdMNHdklx5xy0F1KGRnThVffW5Mj60pywXDRKjPet-Y_Y3pgpupg6VUlSOm5frgoLBFNjt30Dzh1uQeAhgKqUM8hMd16LjeQpzWRiw-6wLGKsMJDXpkZ3I1_JeE4RS6g19vdWlLEtWo4E6SEdJOkifBgwi73xWKRj943C3Ng8AT_matdXFrcYSaZUh5K74J_rwBw8aAn10se85pB4Rt0l2xEKHcza1MhmhJRV6_OFgmb40_1lKrTSh1-405_y5gKfurC4me-KxDLzRvJGBt1EdofuD8Pt4NCUV31K1cjpoBEpdtme7SAU0pyFuzTZwNHuSPUePrFwHhCKJRz6NpRzJj0k9n8W3cyPit256T8nEgIpHRwWRe01jiisUwzbzSdG8Lw9QApxYeZOmgRGQiZw5yx_4bkMcRfc16BDVw2tH1dbRIRRkzoYOzBivUh_XlfRn6fcV8HuLyB1P9WL8d9TfhzDsqMyLF2M9UN8kn5z55ApjrGUVD1nvjoGDTCtcBYJHm-ztR6bLAfvL_fFoQ22O69CwUSGj5SY0jtZEHMLHqqtsfKdhKnqkjhBRNJ9n3UNuLD2XmzZhNN2LFPSAoeHwzxMhRgBEA7xz07B8KfDmol2OcHYUSzs780xp-mB9FKeJqh2bQ=="
            }
          },
          "id": "prt_0acc2ad00001c3kXQFNn5VXLYC",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Planning accurate JSON tool call formatting**",
          "time": {
            "start": 1789604835695,
            "end": 1789604843791
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33e3a43c87d2a1e08958e69edf23"
            }
          },
          "id": "prt_0acc2b16f001H0zStgV88jDU2c",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Deciding minimal LaTeX usage**",
          "time": {
            "start": 1789604843793,
            "end": 1789604844944
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33e3a43c87d2a1e08958e69edf23"
            }
          },
          "id": "prt_0acc2d111001jdwTu9aNAKKzi1",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Planning LaTeX formatting for hints**",
          "time": {
            "start": 1789604844945,
            "end": 1789604844973
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33e3a43c87d2a1e08958e69edf23",
              "reasoningEncryptedContent": "gAAAAABqqzPs6ZbGWNvF2mo92wUqwIv8nA8dOek4BRg9Xv1cVJzEMwQHd_-rbf7cRwxtjFb7cuTGds8QQVOK7k2zY4q9fTg6P2D59GXGjoj20OVOaNhLDf74SsZlWjrgGDXQxRyEiQvG1MRFh1KclNBaKuDAcy_JxWfcjcj9dRsW5otYMzV5yeOLpNmt-JqkQLpRHRFb_93fZeFIiUsU45WI4Qjd_1QF7elpi_Q9tqQYX_EDKfZPzbSxWtPLq6XTjZS-1qK6psl0GY9SwFFNzcNDCzIFoeod_x6fj1rGh1-WpmZwfx4NhjSgfkKHA6oHtM60AsHhJJyvEg_osO-5zf02Eg2H16KEFJV2-X_U72KxD6eYnKy_5bzNwvNWKb6Q0ZS8cM8rQBmrlVfZhnmOUrTXAlsluQhhQlaJLfJohl9cCwRn51phcAm-7MQ6RECUgE0aWAfq3wt7Rmp8z6K0p_AwHcX0xHBh4AUQKvTS2jkfDesfF9p7EbvtGg0e520LZ5USAWdrtgZV93rEUXnfna24n58IsJrt22_UCrGQtSDR3VIrQhb6Wr-wRN3McJLf8GMwSEPEYJWrGEEtggz-l3erYsYh1_bsRljsHZx8wq-f3orXdYW4YGRDJmirrpHGs3rG67_BlxwHeuYGzt85xWzMh8h3VgWUZm-zPO90yM5wRcDbeehX1fOPMW3KaMyqio3hR6W8UfRpMOyKL-7SQZLOzq6F-ckB2pY4zL7EeNkK7qQWFF6JAHHIl7bRPJElyw7e3yzeapZwgp7L8c04zUboHES3sP8wPXRG3yYWLwI7i_Zoql3dOKQex5qBYmsD9vGzYInStGYFBFGR8Mzo83bfsEgxnSVqz9TUCdFtO8FfXPCxadD2uT6aTFP7hVmJuZmeD5lXCFVCL_GeIMxq4txPGAx2Ghy5FxdmE7tYQ8w7xlbXaMF_wPGqzybJ3vK9Gbq3APyPhTrCjY_0MbWmsyqxRkzL2l3wMVoYRYF3Oyq3U5l-tQS5wtLD5YLqd_UCV9h6XBWGINGWZ0iqFPG7E9A2DpXZgpzf92oOg_0ECvMvrqa_cA05vhBi2u7ut0_m7hRMOzqgFId_gZe0lnMeUy0knNUldefuieq9Gfs-rwqO6EENnZFEBE-E6ZOBd1OKa9PYTOi_Jqi8P0UeRJJuoI-GmXrkE3x0IfsTGAjdmqfzJMucDiWUU7mZcYeL6CHzKnbbUMAVcLgWH2nhlIaZN79DR99qaVdowLHs27txD-wYexZ5A8kLgeiuTeq6QPRBJTLFR2ns1f0a-UI6gjg9of6n4O8YGcCtILyyuthebwHBGgYiWMtqRRBFWVRdzOaW6cmk68ptnwd6OGK0_jWUlGs_HI1PkLsirFm0TpBdghbvVry7Q7wt5L5x3ClTD2oxCy2fsRPYV2UnS-vL_HgvIl3BUPRBV31i_a2d3J9_A5vS-YP3Lv1y2hmy0yXganayJvxb0tym6v9Sx8RlIzIkb5fRIOZyBJxUkpAAZHBagqluHYlwzyeqar7HIthLN9bveNe78nn2efuAkODdmr0lzTOpy6LF6DmzQsz4a_oSSluz-cLRc88io5cElRF9C7ehyDHveOKgnVvC0ZEDox1WYMLxljNX1trA5Bo2yBl5fKAOT2Uxc--ip_LlyX4gGzXiOLYPbV49ir41LGxWcfjApolqN4LQdR2Xt3vEMx_zdiABrwYLpSP21bFjrx8HCNj9JjDSds8VOgCOd0IFxz-yi2YZbyvrJB-k88klf3BRSIXNnLnqvzglm-9yQplJwWJl7ssC10rOMTlfaPqeCrhh6-_SezfQzwHjSUnrmtYvXmzMq9lHSapdjIwKHt5D-kohLhUSeaLmPRt-9-HH2UlG7H7ilHaf56CukdmIDGuPjcdRBIAZrVyBNZFAr1XfoZdInLEz_iaNlQKo0mjWlOoCtDsiDtU3RrhPyagqE5sDMwFJ5z1N-btKTB8Hf5cJ_AUn9I4KhbecC_Vfjx7gjldh7IVAuQL0RVqCkDQ-ZaoHtZE2Q3EtRxO1jug1XPscON-LRS0xj6f3cLNvtvpM1cPK-N7c4Tcgtgma7QQeIqg9cOhWAClyJdyzWQ2rSsANhio6Qg4nWTKEGTIkoASqRItRMq1XwUgDL4QHFU9lB5H0yhWClsqWtjK_tR_LXQrFt3bFQwM3cPfY4bQwBO_D_lubv6-2yR2KDIie0vQ9IMAriy5VjySsyxjoIFGOlbUEwr9Jw-oPhZWY7sdBoRVUXhlSW0hwcs0etXMgXdJlYMseIGGonby7Ct32aIOa1FUJ_BSDKKI_esvEnCnqZlZB5rVMy7mu0CwxA-sKIeJVzoGH8E59pI9eSI19snqLMbYgp_Pbxr4BmkCkDkEZfp18kQ7PUNf_JJyOTwLlVJo7B1y1XDa7Fes1HdW3XXw5JhFY_XFZdridakpM5Iw65naIA4t6HGblSD86pELazG18n4gtDh_G4zvLAz6zR7bFWUqBo6Ofi5rEYSVPel6Rm_y46Q9PzFco55qtrRE5O23X-Fak7aPuQY3ixzKfR5bfoY6Uyq5GI34gOFpjNv6BGs4rivaNs_FUHj5gA0srukL1UUMvSF8E6ceXyVBtz_vSk_20Arh36nPtsd4YjjXbk22LOoQCaav_pQzd-iexpNPu1Fo8k8t-NMbAEbap6JRDNM8XD8HjIBIpS65lHuhtJKTiYn1jLqMx-Jp5_AQNtcAVYxqXug03a8WGKD89vx0WpU2ftyWro6q951izKVI3O9tdFrOO6z6V3LIWxLxVB6Ho-1IroPNiOBnn9ysVQncO4C8iMkQkYG522NfGO7N8rg7zHJOU1Hon8A4GZd6GfkReaPJBOjDIBe2ZjrIokWif06lAEHY9yro21PrZ1MWbcylNDYewMO0Aw8Rkq3mtGXYermPGfaXhHZVHOfggM6uxN-tPftLlVs3LOmkKDbpJIg3pDEbyOxCXaYbn8zJ4jHC9PxE-STPVh633vEpKjz6COFSTuaH2ob78aPYKvdABUIHbn8_D_vd7GJTHG-zBw9GnqpXutMv_Q5vnrfTXhzn4-XybGBZQVywOfyt_wmKXfZ27owJVBxtFWtAb_zzAf7f4m2o_CZTbN_FdoPxk3KCODiRLxurWQzEwb8eKTobjS_g5xtPZiqFVDQS5MWT8oVUNV-rtxoCMMe9cnoDZmt-HnpuYtsig9S4JNEoQLmIfq3VN5HdMLBWfTSCJBd9uMrHuGpT9dfFY8sICc4gnYKaoM6J7Gn6zNhnf59jYNw1mTKqKyldp62T7e2paUl7SDeM1JxC3TfmLuKrCqnemhq2xmUccFyRjBZ1IAQ0dwSeYzUylrAnPgqa3Ma6aVIzXsVPQTtMl8bLV7D7f75ZNxT2AzUw_XqG1wzxbx8LPfIjYHTO3dgQyxPf1NskfZNIf-iCIjHnz9fK1KVGzq3kWd_hiX6LJXHP8Iyoi6hUOIQDRqmTAQrjH-FgKp-MgCsKolIgOSlTNd89cQUBulxHkrr2s2tLMtZFSuvD5WRpGH-JWRugUPFjcERn4UukMvwDYcT85NBZOD85wY_H7E_NuyosvTMrt9hUIZ2msm9-rqzdlbR75wioRvY5WuO-6wfzb7PFvcaUK18GqVVYizJWiOxw7dbzfSUhjMWJc4OJSx_qCVwfcnVTN7d_8XU3yIwi8HM5gKxDXUme5pIKjRJBq0X5SocJ9foRKaVAZS607BVTpO1edTixeUTcFsMhq4s0XbLySVP0JNIwzop5sOB1NXYYXJNy78p_ONyQvKfKvsFCT3AGVs-xZSHBksMlR00mQQTHPqPiMdWOu9KEhlTb8K8vHu_iOkkXprxOMNmj3cGhfj9I8wY5BlW2Sgw_j6k7T6CtQO37lzkMZW_vk3UfkIhTPq9NdIp9eLp8QPtZh2LH80KxIUNWVgU974DqobrgJo9kJEqSq1axjHMFsltTwkeznEUtKN8qQ6HFthlrvyXNx1x-boEdcsD6Rw7UCOsLTmAnUtd7JApTs0nzPZlSgog2NVC6m4QAEro3J54aMOVQ5TxbMfy0jjGnL5-nDV9YgisB7eE41lXmqCwzoDYvQJigUxMFQGiX4wYMX-i-T80fL-hvTRKtHtR1uzXq4iNuvKw=="
            }
          },
          "id": "prt_0acc2d591001tuPMHyrPxjz570",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Deriving two-branch dp recurrence**",
          "time": {
            "start": 1789604844974,
            "end": 1789604854351
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33ece9d487d2abccd983eb090518"
            }
          },
          "id": "prt_0acc2d5ae001eo7KNpz6K3YlAG",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Planning sieve and DP initialization**",
          "time": {
            "start": 1789604854352,
            "end": 1789604854421
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33ece9d487d2abccd983eb090518",
              "reasoningEncryptedContent": "gAAAAABqqzP2kcz098uVf7HwbzyL3go9_gRExWwXgn_7NfenQCHWaDcVuv0JJUH8bUNGxSgGYxbqF2mcN3K5rDqr4BPMx0CErRgp4K-pL_sh4RKmDmWk-FrUd7XC2uueRXEHurIfwJxuojP4Dm8DlBvd8kT_VQS-wzzzP4rMORM5D3bv_9TNLyqAP11m7d0weH83-E6RxIjHrgR5leF91do0lvU9OL4mIj7f_n73AxLxInHPvG67vxQxvC7sf4-7JSHCbHRR5LaW1et1yBleyzT-s8MGguF9m5wTCRWYG34-Zfvq0nmynnrKEWvBh5RL68nc4D0sKC-sf-JWl8I5UjgF2y1Ic-cpYy5-8CDMFhInE9rbFLoE4RuPU8H4tasr7f2rofdCrJv3FtFfcFBrS0qBkVvXaD355xI_MLD6Rke14oNnzHCvXmFPEh-tpJ1q-LskFw0sedwXD2CjnawHKD9oiaHFlMMwIgHeQY3oDSGLhTI0Jlt_-5YXodx5-AHUYet4N1IZHA3JkdMD0a2QivqNfHJ2Kwdi0xdX1vlAEmTkvDfSbGzb9-1ruy1H_ADU42CveZNkLbsmy6lbrakEQ2Oemz3otNfxUfKp_9efKDW3bZDPc1KbvBTUNm2v-zYZRG3gzPsoQgOHPyHunmb4y0RYfE_wGYmZhsmj6gnh4eFLIJE5U6aLHKfYEmH4Sz6Rr4BpNHjtSu59UYTzRBiaDssYKjCEOwIdJBOcUt4rxmKZppppzvhxELYnmivoP_ClFrYrkXWtoTrnxonm_-sfmBIyeF6oj2qV9NNF_zJ4FLUOTZ8ROHEy-oVNVPA8h0WaKso60kWD-gTlcmV3DG2OzZNqO5SgGVTjGz9C3gnLQfzRjlogSeNMBaDSnnN-82YJAJVXWFGSR4rJ2r78OLC1D54ensjsruTE11jgzkcoDN7n1UEacLiT6ABteEH9wj3F5MxjwlCLjzl5zRmAFryjuxhPeIzE5NxEp-vqJAnbJl5Dj9_eCr4KExh-jh_Zpu-H81fK5VxWgGc0fgzaeaIwapY3A155JQEphM3vGAJhjlVAjPiiuLJUnfLTIQgw-nIPg3184EP1EaRHCTWmcv8aAaujatMcTGSnFFte-_2870DdkNkDqXd3kbgVzZ4rx_BDrCvdcWj1pzQqOT6wPI3sZ-C5IfiSFqj6u47IH1MjInNSUgOtKG-fL6hlC2Gn70_N3DEfjTp0xvOUnAukZTRu4IuLrLBRBxZr6rMudlA7I7g8TaQOapJdLbfqdqm5p7n-NlsWAhDeB6xIHsOzaUk9Z16CipQ3DCu3x8S7_T0kMjYA8svkR6iL8TRGzI8WA0zQGtlKf81ZYWB9Ty-MZmsHZhszZ1QiY5e3apY-quYp94Szc_r06qMnp3RnGs-CtMkg_F9VLlpE-wFHcy6IAuML0Gz_f9I14yxNQBVrnGEEMDudHceYcKLUfp6Bjjquy_Wf1t4gru7VI7ZHIHaQMHx1TgErf55sUDIOaPN_amt-SBxvAKWNHFpyQPGBu91GSHpmUO5RfnnxCP1Pj2gpSDbOfSPKW7irJuwx3tedhKvU3fHICu9Ur1gYFV9bmE5EA98DyGrPi5MJbGC1nsZxyhLLQjVtfsYeaZpfHspv8etLsdkiQAaCPH76s_2yLsXWfioUg37jCtBSnS9BIp5hhJdhNFs0RkdgFRaeffzlyVG19bAMjg5hA1pd9X9EOJHiXHidb6occtoIHwhLNr-WdQ5kCkf1JvRS9iqXv9lMVwaI79kbgNyajmvy0EJ56uB6-TKG6hzHe9JfiFSlRnSRKj8cqGt_wV3c-InqIX3ZXrKcZxATv8IQmJ5Jl_dw5dE5_Kz80Okhz46p5jNodeN64RG9Gy7ct4XLfe6E-jfeQSdLOHSn6ao0j3Q_kz2HF_vz3pVh6CuNXyRTEZBqb8BEXGTKJdZeC-dYAEutYaeC85HI7c10YyIYBqouZpymMiMNrhT3ITQzF-9OrwiDpXeayJiI_osmQA6OUZ_cTYWcEVNIuttl0XjyvqrFnJwb6k8n8PIkk-yB0u-WOHA8yD8g1LKQopX9P74hDodZNq8s74CRhSy9m76YKxB6e4nzb-ZbOFTCETHugzQvZ-K5Sbc5ybXdoovTdvgR233dTSOio11L0eU6eV9Il0jQHSDQbgjcil0m8ROhtMPpM4qM5goJlJS9fCoAaFD47f_a311aZqvoCc2hrEIzfn58ecc_bqwM8cIaGigKV4LGa0pcITAwZD7ODzFq8HeJ7RFJuaDD4Tk9c9Dp1Nz4aQl-at3HrZvOSf2ryNDN70JvDVPKN7PPV-xYeJXbjfYC_LXdgc1LXVUmLXsgQxVWoYTrg8RjuoZvzSzQR8gvAxyn9FsKX1ZCCotTACuxnLfpf1Ls8LMdBhaMnBXqPaHc3a3VgSsSc25wrr6q2TM4D2W-pI-4x5F2nJOUnkz0-jLQ2X4ZDIjby3D5Pd2l3dz_HiYnVnhWret1rmJf5CO_OhIM-r9cFBlSy8NEES2V_9lEfuuubU4X4_5NLAXHmAz4ifXbqsl1SIWD1sWQ3mlguS7dOZp4ecKe-C3JrZ8JZUCQRdjxb70_bG_5ymIrT4NUnDqZ6Mgf7WKphtLD6ke23c7I59ZnbjRcni55YQqLRt0LialWzIjU962O9d_IzBMkjVyuU-k29Q7nDhmVhT9ayB93r_8ZqtmCnnO8HjAXI-8hMsJKcQJj5tRdC_bR3UlwsqkVWug5LCTLEqesefEz9Vl9EoWPCVTes5318FfZw2jVdDyBmQ6ZIHZrK7TXcLxiTyI_bgeaDQT9ElSP11waVAoebd_7HGHFzLby0GoJbWhO2jueRQspPckKhCxvVobMnnJwhIvRJbhWYMry9OyB_9m5C66dyvDBJuiXGXtDGDQbpd7an6hgKdwUOF6dolQ1TBMidZkCczT42tCD8GikuNOXF9AJtpxAJVyAkewYvt1Vfn6LomsliZr6YMmG_PW6WF-5ZGVHpaFzTl4rZwUwETh0oat6djoRSJJabWgOc-oYMOl2fkAKU3hipUqnySY-sJ7tnnMKAiGZj3YH4NVEl_jc-NW1GYYNAcJr4m6bKw3IyDG6FQUHDr_6X8Lf8CFMG701w1Jb6OO9ubfDGKY6cpIFCl_MC7zLEV2MxoUT7lzrFRfd5cKL1mLbBun2bGdIbHw0ELKPlmwZjXHZUeOlwWZUibYfEEcVUe1x6mKrNOmwQIUzs1hXR0e021iB0PArWgNXAuseOq7I6KsJqkttKkVEX-WhUXhrmXQeuHa_2ElCNE-yBDsc5EM8lgUVZqHQWldTnJFYKriRni9SpotuORLVX0quIekkdJWt2JG3B3qSBsWK6nXo9aFcHFfGvMs7fR9dY4iqYWsFSeJ5PtsPjQPaqI9e_P5knNU1j8VXn55TDPwiAu9sIk8Uo1PXqRZAZzoK6qU9oaX-9-4Nc2OKncvH5YhtxZxSSKR4brNVO8Sjw-L5QQJxfmTsVUzVIqIMhTm5GABiG0WIhfJLvZvxVAsZAJDw-Hfu6HaU1vYhrd3emALZRQpxOyV9oXT13a2AlR4DeNp_qxwvNKcZa0soXLbb1_xO89y8Lc-6y6eCGiJ76nSBmMUqlWGZKNkB8LcNJNrGyXDGArqhRbaJ-BUOf8WhoYUMHPQpSjMkAp8kY42pve-Lrxd3St7uwcdJF600cyPhRYI="
            }
          },
          "id": "prt_0acc2fa50001Z2KumWCR5ZijMv",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "reasoning",
          "text": "**Verifying I/O setup template**",
          "time": {
            "start": 1789604854423,
            "end": 1789604856302
          },
          "metadata": {
            "openai": {
              "itemId": "rs_0acfee96544c34f3016aab33f65ec087d2b723c868e790ee7f",
              "reasoningEncryptedContent": "gAAAAABqqzP48ekkaO2hI7CvRew2AnsLqcaZRsBfPOAFJRk_ANdREPzr0_NxveM9xKvyvD_jabUb0g58Pi2LAI3he1-RoWEoyI1PNa5b6IQIcsU-KJcZUp5y0SveWsk9t2D1FDvntvJ0hT2vbQRYzioBl8n-Om-_jQv0jnQqh-1Y6I7z1ptyv5hx8ktjpTVQK1I8HFsMwraFMv_3GyvlO3wRQaQftZr1fGwE_UamL7Q--YfD-aUm8j-gOmKbimw7htgKc5YfdRhI0J72n7gsf1kGsyi2R9TJBxDgPp0RyHoTKnv893pET290_Vd_Ha7yVEDpBjhj25u-l_sjPiG8BAgy2Dwi3PwTR_w4F_qu600-plSPVn2diwW6vni0xWykIBMo7jXqkIH4p31YLvs47wst0snBgnEee7HmN0TXj-yzoQmCwA_GMSEa2MmEGm5NU5BacVhRdF_K7E2qtoIHuMaeHrF27oQlqZJbxVqySi-8ybJBMmOUxvhODyw0trNrYwFyYjyuVO2N4E7PkH9XdgqXP_tvc7FRCqsartd0jTqtZ0wEqYIS9ErIE0PQE-VZ8zP3l9ws6fr-SEQn6jsZXM5zHNkbeA9IgPIXbva8ivX-3e0dgDmLTz7xz0OwcWamPE3fi4qlMEwIUKmMvDlrw9tTy7riBmHXRJt4-BUjchYbHdY7bdleyHm2UmBsr5_u1QoWvVwcYYgNm4YZd8B58sdgfmaH5rKknA5FNRrSvll6IOL_ueVTUus5yypaO_u6hcwh7hlhJCvZvS9GCwcv4_12F87f5kA3TQsjEgWugR7e3QKq0Jh1QldCUfGyEAcCP1e_Jb8lx3d6KIuERG82Jv32hum80ODdU03fPa8uelyZorXDoqeqlr8TUTanIj-w9CqfbwE3c-N5nlgj621te6AIPtStzjjDfP0aUlYWJf5tMIEv7GjWPY8coKeQQWHawSdbHg6h18tbSvF4PbXy62lqekfv-wRJtGlFhSnprY6fT3lD_uPyc1y6MUn_wdsP_zwDdw5KTpm1D4g95vkFoOyCMXyrwuUWDOnXN4YL_k9gDtH9oDXibDPxj0JQ0KcPVIE6FzSAcnThQgDoCRg8nmFj3Z6_3YDR-pr8yheeWFWqG0OkMHjEtLB-Ul-JR1mj4amLwWTc2uSkoPw9dDO00IW13DTlw2_0OIr3kdovEcQK-a10n2LyKdgNnAdZkFWdpgvO3eshEQg5Ki-FsyrgdybFnYZQ7n2LnXTrXeJO65dQTXqg2uOGk0R-sN0BjLw9WGx5QawBqjaF6ToVDFGROuw7L-AWQRVJvmSGaMNYiFtAYw-n8l--x9hQbCOnBmP5A5IEI71d2D_tKNlb7kXXmvz3uxRjrkQv70CZSjwnMGOF8njv_UssN8fZfTnouEDXqkp0xh-wMvAeadIHq0adJNgYMzdj9NYdYrTU5lBBw37SyM8j6gfrcCwLBIWDcmPAHgAuW1E3RNPzn1d73WUlpwpdKZiFMDSn2H1J2IUbhJ6FHZL3Eeewh82aBi4BwfVZDQO3z53LA1GSEUWnmtPZVb2JOadjoa_i1yjlOhkpx9Rr8al8ym82mQtDnERcHiU2Ba4qvUn1k_XVyxfBmeflTjHmIvE1UNQ0-rEUGTtnrLSVCJC3sh4XS98vDIJ2_xblglanezFRhX2ETWxArYSzSmNGwY8sGYyl6gNZfRdVR8hu-0Q7eZV3XhFwkYfh1CPZt2048orEJvJuf0uMisBUootIRnep2wtL3h1cpqOr0C7lHFGjFuZnoW7eid6ECH9f0wqmTCN_tLaWBhSiIqt68a-slqK27KS8ww=="
            }
          },
          "id": "prt_0acc2fa97001vguv6RY7m6nvf4",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "type": "tool",
          "tool": "StructuredOutput",
          "callID": "call_Bxp4B4sv8WvM9Gg4fLpm0R5O",
          "state": {
            "status": "completed",
            "input": {
              "status": "success",
              "reason": null,
              "hints": [
                {
                  "order": 1,
                  "content": "Start by ignoring how many subsequences there are. For two values $u \\le v$, check what one prime operation can do to their order. If the minimum and maximum of a subsequence ever meet, what can happen to values between them?"
                },
                {
                  "order": 2,
                  "content": "Define $dp[x][y]$ as the largest common value reachable from the pair $[x,y]$, with $x \\le y$. Try to determine $dp[x][y]$ by looking at the first time the upper endpoint $y$ decreases; a virtual value placed between the endpoints is surprisingly useful."
                },
                {
                  "order": 3,
                  "content": "Let $r(y)$ be the product of the distinct prime divisors of $y$. If $r(y) \\nmid x$, a prime can lower $y$ without lowering $x$; otherwise every prime that can lower $y$ also lowers $x$. This gives a two-branch recurrence involving $dp[x][y-1]$ and $dp[x-1][y-1]$."
                },
                {
                  "order": 4,
                  "content": "After the table is known, a subsequence matters only through its minimum $x$ and maximum $y$. If $c_v$ is the frequency of value $v$, count endpoint choices as nonempty subsets and let every value strictly between $x$ and $y$ be optional."
                },
                {
                  "order": 5,
                  "content": "Use a sieve to compute $r(y)$, fill $dp$ by increasing $y-x$, and use prefix sums of frequencies for the middle count. The number with extrema $x<y$ is $(2^{c_x}-1)(2^{c_y}-1)2^{\\sum_{x<v<y}c_v}$; add it times $dp[x][y]$."
                }
              ],
              "editorial": "The primes look chaotic, but the process has a very rigid shape. The key is to stop tracking every element and first understand what happens to the minimum and maximum.\n\n### 1. Operations preserve order\n\nTake two current values $u \\le v$. After applying a prime $p$, each value either stays put or decreases by exactly $1$:\n\n$$u' = u - [p\\mid u], \\qquad v' = v - [p\\mid v].$$\n\nIf $u<v$, then $u'\\le u\\le v-1\\le v'$. If $u=v$, both values have the same divisibility by $p$, so they remain equal. Thus an operation never reverses the order of values.\n\nNow consider a subsequence whose minimum is $x$ and maximum is $y$. If some sequence of operations makes $x$ and $y$ equal, every value between them is squeezed between two equal endpoints, so it must become equal to them too. Conversely, any sequence that equalizes the pair $[x,y]$ can be applied to every element of the subsequence and will equalize all of them.\n\nTherefore, if\n\n$$dp[x][y]$$\n\nis the largest value to which the pair $[x,y]$ can be made equal, then every subsequence contributes exactly\n\n$$dp[\\min(b)][\\max(b)].$$\n\n### 2. Computing the pair DP\n\nClearly,\n\n$$dp[x][x]=x.$$\n\nFor $x<y$, let $r(y)$ be the product of the distinct prime divisors of $y$. The condition $r(y)\\mid x$ means exactly that every prime which divides $y$ also divides $x$.\n\nThere are two cases.\n\n#### Some prime lowers $y$ but not $x$\n\nIf $r(y)\\nmid x$, choose a prime $p$ with $p\\mid y$ and $p\\nmid x$. The pair immediately becomes $[x,y-1]$, so we can achieve $dp[x][y-1]$.\n\nThis is also an upper bound. Take any successful sequence for $[x,y]$ and insert a virtual value $y-1$ between its endpoints. Apply the same operations to the three values. Order is preserved, and when the original endpoints meet, the virtual value must meet them too. Hence the same final value is achievable from $[x,y-1]$.\n\nSo in this case,\n\n$$dp[x][y]=dp[x][y-1].$$\n\n#### Every prime lowering $y$ also lowers $x$\n\nNow $r(y)\\mid x$. Choosing any prime divisor of $y$ decreases both endpoints, giving $[x-1,y-1]$. Thus we can achieve $dp[x-1][y-1]$.\n\nFor the reverse inequality, take any successful sequence from $[x,y]$ and look at the first operation that decreases the upper endpoint. Before that operation, the upper value is still $y$. If the lower endpoint was already decreased, it is at most $x-1$. Otherwise it is still $x$, and the chosen prime divides $x$ as well, so it becomes $x-1$ in that operation. Immediately afterward, the endpoints are therefore some $u\\le x-1$ and $y-1$.\n\nThe remaining operations eventually make these two values equal. Insert a virtual value $x-1$ between them and apply the remaining operations. Order preservation forces this virtual value to end at the same final value. Thus no sequence from $[x,y]$ can finish higher than what is achievable from $[x-1,y-1]$.\n\nTherefore,\n\n$$dp[x][y]=\\begin{cases}\ndp[x-1][y-1], & r(y)\\mid x,\\\\\ndp[x][y-1], & r(y)\\nmid x.\n\\end{cases}$$\n\nFill the table by increasing difference $y-x$. The first transition uses a smaller difference, and the second uses the same difference with a smaller $x$, so both states are already available.\n\nThe values $r(y)$ are computed with a sieve: when $p$ is prime, multiply $r(v)$ by $p$ for every multiple $v$ of $p$.\n\n### 3. Counting subsequences by extrema\n\nLet $c_v$ be the number of occurrences of value $v$ in the input.\n\nFor a subsequence whose minimum and maximum are both $x$, choose any nonempty subset of the occurrences of $x$. There are\n\n$$2^{c_x}-1$$\n\nchoices, contributing\n\n$$x(2^{c_x}-1).$$\n\nFor $x<y$, we must select at least one occurrence of each endpoint. Every occurrence with value strictly between them is optional, while values outside the interval cannot be selected. Hence the number of subsequences with minimum $x$ and maximum $y$ is\n\n$$\n(2^{c_x}-1)(2^{c_y}-1)\n2^{\\sum_{x<v<y}c_v}.\n$$\n\nUse prefix sums of the frequencies to obtain the exponent in $O(1)$ time for every pair. Multiply this count by $dp[x][y]$ and add it to the answer modulo $998244353$.\n\n### Correctness summary\n\nOrder preservation proves that a subsequence is completely represented by its minimum and maximum. The two cases above prove the exact recurrence for the best common value of every pair. Finally, the endpoint-and-middle counting formula partitions all nonempty subsequences exactly once by their minimum and maximum. Summing each group’s size times its pair value therefore gives precisely the required answer.\n\n### Complexity\n\nLet $M=3000$. The one-time DP precomputation takes $O(M^2)$ time and $O(M^2)$ memory. A test case takes $O(n^2)$ time and $O(n)$ additional memory. The table uses about 36 MB, comfortably within the limit.",
              "solution": "#include <bits/stdc++.h>\nusing namespace std;\n\nusing ll = long long;\n\nconst int MAXV = 3000;\nconst int MOD = 998244353;\n\nint radical[MAXV + 1];\nint dp[MAXV + 1][MAXV + 1];\nint power2[MAXV + 1];\n\nvoid precompute() {\n    fill(radical, radical + MAXV + 1, 1);\n\n    for (int p = 2; p <= MAXV; ++p) {\n        if (radical[p] != 1) continue;\n        for (int v = p; v <= MAXV; v += p) {\n            radical[v] *= p;\n        }\n    }\n\n    for (int x = 1; x <= MAXV; ++x) {\n        dp[x][x] = x;\n    }\n\n    for (int difference = 1; difference < MAXV; ++difference) {\n        for (int x = 1; x + difference <= MAXV; ++x) {\n            int y = x + difference;\n            if (x % radical[y] == 0) {\n                dp[x][y] = dp[x - 1][y - 1];\n            } else {\n                dp[x][y] = dp[x][y - 1];\n            }\n        }\n    }\n\n    power2[0] = 1;\n    for (int i = 1; i <= MAXV; ++i) {\n        power2[i] = 2LL * power2[i - 1] % MOD;\n    }\n}\n\nvoid setIO() {\n    ios::sync_with_stdio(false);\n    cin.tie(nullptr);\n}\n\nint main() {\n    setIO();\n    precompute();\n\n    int t;\n    cin >> t;\n    while (t--) {\n        int n;\n        cin >> n;\n\n        vector<int> frequency(n + 1);\n        for (int i = 0; i < n; ++i) {\n            int x;\n            cin >> x;\n            ++frequency[x];\n        }\n\n        vector<int> prefix(n + 1, 0);\n        for (int x = 1; x <= n; ++x) {\n            prefix[x] = prefix[x - 1] + frequency[x];\n        }\n\n        vector<int> nonemptyChoices(n + 1);\n        for (int x = 1; x <= n; ++x) {\n            nonemptyChoices[x] = power2[frequency[x]] - 1;\n        }\n\n        ll answer = 0;\n        for (int x = 1; x <= n; ++x) {\n            if (frequency[x] == 0) continue;\n\n            answer = (answer + 1LL * x * nonemptyChoices[x]) % MOD;\n\n            for (int y = x + 1; y <= n; ++y) {\n                if (frequency[y] == 0) continue;\n\n                int middle = prefix[y - 1] - prefix[x];\n                ll ways = 1LL * nonemptyChoices[x] * nonemptyChoices[y] % MOD;\n                ways = ways * power2[middle] % MOD;\n\n                answer = (answer + ways * dp[x][y]) % MOD;\n            }\n        }\n\n        cout << answer << '\\n';\n    }\n}\n"
            },
            "output": "Structured output captured successfully.",
            "metadata": {
              "valid": true
            },
            "title": "Structured Output",
            "time": {
              "start": 1789604901704,
              "end": 1789604901706
            }
          },
          "metadata": {
            "openai": {
              "itemId": "fc_0acfee96544c34f3016aab33f83b0c87d2bf6a6f85acc6a2c2"
            }
          },
          "id": "prt_0acc301ef001u5wCIs5janINd9",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        },
        {
          "reason": "tool-calls",
          "type": "step-finish",
          "tokens": {
            "total": 38738,
            "input": 8544,
            "output": 2541,
            "reasoning": 3717,
            "cache": {
              "write": 0,
              "read": 23936
            }
          },
          "cost": 0,
          "id": "prt_0acc3b3b1001km16kgNzG5m9Gu",
          "sessionID": "ses_f534603b5ffepk70fESEdRYSME",
          "messageID": "msg_0acc1f5450015xSA0MvUaFfUEx"
        }
      ]
    }
  ]
}
