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Ngày yêu cầu: 2026-10-26. Trả lời bằng tiếng Việt như tư vấn cho một khách hàng cần dùng kết quả để làm việc. Ưu tiên nguồn gốc đáng tin cậy, bước thực hiện cụ thể và những điều chưa đủ bằng chứng. Với thông tin có thể thay đổi, dùng tình trạng hiện hành tại ngày yêu cầu. Nhiều ứng dụng trên cùng server ghi log làm ổ đĩa đầy dần. Mình cần cách giới hạn dung lượng và thời gian lưu mà vẫn giữ đủ dữ liệu để điều tra lỗi. Đề xuất cấu trúc log và cách kiểm chứng rotation hoạt động.

Lowconfidence— no source was read for this question

· llm:deepseek:deepseek-v4-pro

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§ IIThe reading0 cited
Lowconfidence— no source was read for this questiondeep researchpreview plan 0/6 claimsSelected sources: 0/0 proposals

Recorded evidence

Targets with inspectable excerpts: 0/6.

Excerpt presence and estimated support do not establish a complete or factually correct answer.

Targets with missing excerpts or a low recorded support estimate: 6.

Inspect targets and prepare a follow-up

  1. Các phương pháp giới hạn dung lượng log trên một server khi nhiều ứng dụng cùng ghi log, bao gồm cơ chế rotation (ví dụ logrotate, journald, cấu hình ứng dụng) và các tham số như kích thước tối đa, số file giữ lại, tổng dung lượng.

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Các phương pháp giới hạn dung lượng log trên một server khi nhiều ứng dụng cùng ghi log, bao gồm cơ chế rotation (ví dụ logrotate, journald, cấu hình ứng dụng) và các tham số như kích thước tối đa, số file giữ lại, tổng dung lượng.

  2. Các phương pháp giới hạn thời gian lưu log, bao gồm chính sách xóa log cũ theo tuổi, tần suất rotation, và cách kết hợp giới hạn dung lượng với thời gian.

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Các phương pháp giới hạn thời gian lưu log, bao gồm chính sách xóa log cũ theo tuổi, tần suất rotation, và cách kết hợp giới hạn dung lượng với thời gian.

  3. Cách xác định lượng dữ liệu log tối thiểu cần giữ để điều tra lỗi, bao gồm các yếu tố như mức độ log (debug, info, error), tần suất lỗi, yêu cầu truy vết giao dịch, và quy định lưu trữ.

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Cách xác định lượng dữ liệu log tối thiểu cần giữ để điều tra lỗi, bao gồm các yếu tố như mức độ log (debug, info, error), tần suất lỗi, yêu cầu truy vết giao dịch, và quy định lưu trữ.

  4. Các cấu trúc thư mục và quy ước đặt tên file log phù hợp cho nhiều ứng dụng trên cùng server, bao gồm phân tách theo ứng dụng, môi trường, ngày tháng, và khả năng tương thích với công cụ rotation.

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Các cấu trúc thư mục và quy ước đặt tên file log phù hợp cho nhiều ứng dụng trên cùng server, bao gồm phân tách theo ứng dụng, môi trường, ngày tháng, và khả năng tương thích với công cụ rotation.

  5. Các bước kiểm chứng rotation log hoạt động đúng, bao gồm kiểm tra file log mới được tạo, file cũ được nén/xóa, dung lượng ổ đĩa không vượt ngưỡng, và log vẫn ghi đầy đủ sau rotation.

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Các bước kiểm chứng rotation log hoạt động đúng, bao gồm kiểm tra file log mới được tạo, file cũ được nén/xóa, dung lượng ổ đĩa không vượt ngưỡng, và log vẫn ghi đầy đủ sau rotation.

  6. Các rủi ro và hạn chế của từng phương pháp giới hạn log, bao gồm mất dữ liệu khi rotation quá sớm, lỗi ghi log khi ổ đĩa đầy, xung đột giữa nhiều ứng dụng cùng ghi, và những điều chưa đủ bằng chứng về hiệu quả trong môi trường cụ thể.

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Các rủi ro và hạn chế của từng phương pháp giới hạn log, bao gồm mất dữ liệu khi rotation quá sớm, lỗi ghi log khi ổ đĩa đầy, xung đột giữa nhiều ứng dụng cùng ghi, và những điều chưa đủ bằng chứng về hiệu quả trong môi trường cụ thể.

Opens an editable question. Review the question and budget before starting a new research run, which may incur charges.

Chưa có câu trả lời được bằng chứng hỗ trợ: chưa có nguồn nào vượt qua kiểm tra mức liên quan và bằng chứng trong giới hạn lượt này. Tìm kiếm web: đã thử 7 truy vấn, 0 thành công, 7 không khả dụng. Chưa đọc thành công tài liệu công khai gốc nào. Thu hẹp câu hỏi vào một quyết định cụ thể, thêm URL tài liệu gốc phù hợp và kiểm tra lý do SKIP/lỗi đọc đã ghi. Tăng ngân sách nguồn không giải quyết được giới hạn chọn nguồn miễn phí hoặc trích xuất văn bản. Bản xem trước không phải bằng chứng đã đọc. Lượt này không chứng minh rằng không có bằng chứng phù hợp.

Evidence ledger — recorded source excerpts

Research targets are unverified topics. Coverage is an estimate of excerpt support, not proof of entailment, factual truth or a complete answer.

  1. Requested topic (unverified): “Các phương pháp giới hạn dung lượng log trên một server khi nhiều ứng dụng cùng ghi log, bao gồm cơ chế rotation (ví dụ logrotate, journald, cấu hình ứng dụng) và các tham số như kích thước tối đa, số file giữ lại, tổng dung lượng.”

    0% estimated

    No qualifying excerpt recorded

  2. Requested topic (unverified): “Các phương pháp giới hạn thời gian lưu log, bao gồm chính sách xóa log cũ theo tuổi, tần suất rotation, và cách kết hợp giới hạn dung lượng với thời gian.”

    0% estimated

    No qualifying excerpt recorded

  3. Requested topic (unverified): “Cách xác định lượng dữ liệu log tối thiểu cần giữ để điều tra lỗi, bao gồm các yếu tố như mức độ log (debug, info, error), tần suất lỗi, yêu cầu truy vết giao dịch, và quy định lưu trữ.”

    0% estimated

    No qualifying excerpt recorded

  4. Requested topic (unverified): “Các cấu trúc thư mục và quy ước đặt tên file log phù hợp cho nhiều ứng dụng trên cùng server, bao gồm phân tách theo ứng dụng, môi trường, ngày tháng, và khả năng tương thích với công cụ rotation.”

    0% estimated

    No qualifying excerpt recorded

  5. Requested topic (unverified): “Các bước kiểm chứng rotation log hoạt động đúng, bao gồm kiểm tra file log mới được tạo, file cũ được nén/xóa, dung lượng ổ đĩa không vượt ngưỡng, và log vẫn ghi đầy đủ sau rotation.”

    0% estimated

    No qualifying excerpt recorded

  6. Requested topic (unverified): “Các rủi ro và hạn chế của từng phương pháp giới hạn log, bao gồm mất dữ liệu khi rotation quá sớm, lỗi ghi log khi ổ đĩa đầy, xung đột giữa nhiều ứng dụng cùng ghi, và những điều chưa đủ bằng chứng về hiệu quả trong môi trường cụ thể.”

    0% estimated

    No qualifying excerpt recorded

No inspectable non-demo excerpts are recorded for source inspection.

Research evidence matrix

Compare unverified research targets with cited sources and inspect recorded excerpts. An empty cell means no inspectable excerpt was recorded; it does not establish whether a claim is true, false, or disputed. Coverage and agent confidence do not prove entailment, measured accuracy or complete synthesis.

Inspect the evidence

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Show targets with an excerpt from this exact citation. Other cited sources remain visible for comparison.

6 of 6 targets shown

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  1. Research target (unverified)

    Các phương pháp giới hạn dung lượng log trên một server khi nhiều ứng dụng cùng ghi log, bao gồm cơ chế rotation (ví dụ logrotate, journald, cấu hình ứng dụng) và các tham số như kích thước tối đa, số file giữ lại, tổng dung lượng.

    Inspection status: No inspectable excerpt recorded

  2. Research target (unverified)

    Các phương pháp giới hạn thời gian lưu log, bao gồm chính sách xóa log cũ theo tuổi, tần suất rotation, và cách kết hợp giới hạn dung lượng với thời gian.

    Inspection status: No inspectable excerpt recorded

  3. Research target (unverified)

    Cách xác định lượng dữ liệu log tối thiểu cần giữ để điều tra lỗi, bao gồm các yếu tố như mức độ log (debug, info, error), tần suất lỗi, yêu cầu truy vết giao dịch, và quy định lưu trữ.

    Inspection status: No inspectable excerpt recorded

  4. Research target (unverified)

    Các cấu trúc thư mục và quy ước đặt tên file log phù hợp cho nhiều ứng dụng trên cùng server, bao gồm phân tách theo ứng dụng, môi trường, ngày tháng, và khả năng tương thích với công cụ rotation.

    Inspection status: No inspectable excerpt recorded

  5. Research target (unverified)

    Các bước kiểm chứng rotation log hoạt động đúng, bao gồm kiểm tra file log mới được tạo, file cũ được nén/xóa, dung lượng ổ đĩa không vượt ngưỡng, và log vẫn ghi đầy đủ sau rotation.

    Inspection status: No inspectable excerpt recorded

  6. Research target (unverified)

    Các rủi ro và hạn chế của từng phương pháp giới hạn log, bao gồm mất dữ liệu khi rotation quá sớm, lỗi ghi log khi ổ đĩa đầy, xung đột giữa nhiều ứng dụng cùng ghi, và những điều chưa đủ bằng chứng về hiệu quả trong môi trường cụ thể.

    Inspection status: No inspectable excerpt recorded

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  1. Decompose

    Breaking down: "Ngày yêu cầu: 2026-10-26. Trả lời bằng tiếng Việt như tư vấn cho một khách hàng cần dùng kết quả để làm việc. Ưu tiên nguồn gốc đáng tin cậy, bước thực hiện cụ thể và những điều chưa đủ bằng chứng. Với thông tin có thể thay đổi, dùng tình trạng hiện hành tại ngày yêu cầu. Nhiều ứng dụng trên cùng server ghi log làm ổ đĩa đầy dần. Mình cần cách giới hạn dung lượng và thời gian lưu mà vẫn giữ đủ dữ liệu để điều tra lỗi. Đề xuất cấu trúc log và cách kiểm chứng rotation hoạt động."

  2. Decompose

    Identified 6 research target(s) to investigate; these are not established facts

  3. Decompose

    Deep mode: up to 6 paid/cached/public reads plus one bounded gap-expansion pass when needed.

  4. Discover

    Historical article search is unavailable for part of this run; available retained feed previews remain in discovery. No exhaustive archive search is claimed.

  5. Discover

    Web search: 7/7 planned queries attempted, 0 succeeded, 0 public page previews/leads, 7 unavailable queries. Previews and supplied URLs are discovery only. Public reads spend no USDC; model and service operating costs remain separate.

  6. Discover

    Discovered 3 verified creator candidate(s) from 2 publisher(s) and 115 free public reference candidate(s)

  7. Pre-check

    Claim-aware portfolio (exhaustive; bounded selection, not a claim of global optimality) selected 0/0 positive proposal(s): 0 free/cache selections + 0 paid fresh selections, predicting 0/6 claim(s) above the evidence floor with $0.000000/$0.025000 fetch USDC reserved.

  8. Pre-check

    Free-preview pre-check found no claim-targeted source worth its toll. No paid fetch will be attempted.

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  54. DecideSKIP
    Krebs on Security - Microsoft Patches More Than 1,400 Security Flaws$0 · EV 0%

    Security patch news, unrelated to log management. - free public feed reference; no purchase or creator reward.

  55. DecideSKIP
    Krebs on Security - Widespread PHP Flaw May Cause Many Site Outages Today$0 · EV 0%

    Article about PHP vulnerabilities, unrelated to log rotation. - free public feed reference; no purchase or creator reward.

  56. DecideSKIP
    Lilian Weng - Scaling Laws, Carefully$0 · EV 0%

    Article about scaling laws in deep learning, unrelated to log management. - free public feed reference; no purchase or creator reward.

  57. DecideSKIP
    Martin Fowler - Are Harnesses Worth the Cost?$0 · EV 0%

    Article about coding agent harnesses, unrelated to log rotation. - free public feed reference; no purchase or creator reward.

  58. DecideSKIP
    Martin Fowler - Fragments: October 21$0 · EV 0%

    Fragments about AI essay competition, unrelated to log management. - free public feed reference; no purchase or creator reward.

  59. DecideSKIP
    MDN Blog - Introducing the MDN MCP server$0 · EV 0%

    MDN MCP server introduction, unrelated to log rotation. - free public feed reference; no purchase or creator reward.

  60. DecideSKIP
    Microsoft Engineering - How we built the Microsoft Learn MCP Server$0 · EV 0%

    Article about Microsoft Learn MCP Server, unrelated to log management. - free public feed reference; no purchase or creator reward.

  61. DecideSKIP
    Microsoft Engineering - Engineering and algorithmic interventions for multimodal post-training at Microsoft scale$0 · EV 0%

    Article about multimodal post-training at Microsoft, unrelated to log rotation. - free public feed reference; no purchase or creator reward.

  62. DecideSKIP
    Microsoft Engineering - Copy-on-Write performance and debugging$0 · EV 0%

    Article is about Copy-on-Write performance and debugging, unrelated to log rotation, retention, or disk space management. - free public feed reference; no purchase or creator reward.

  63. DecideSKIP
    Microsoft Research - Solving a 31-year-old grand challenge in mathematics – the KLS conjecture$0 · EV 0%

    Article is about solving the KLS conjecture in mathematics, unrelated to log management. - free public feed reference; no purchase or creator reward.

  64. DecideSKIP
    MIT News: Artificial Intelligence - State of Supply Chain Sustainability Report finds corporate commitment at record high, but governance lags behind$0 · EV 0%

    Article is about supply chain sustainability, unrelated to log rotation or disk space. - free public feed reference; no purchase or creator reward.

  65. DecideSKIP
    MIT News: Artificial Intelligence - At MIT, Martha Minow speaks on sustaining democracy, both by using and overcoming AI$0 · EV 0%

    Article is about democracy and AI governance, unrelated to log management. - free public feed reference; no purchase or creator reward.

  66. DecideSKIP
    Mozilla AI - llamafile v0.10.5$0 · EV 0%

    Article is about llamafile v0.10.5, unrelated to log rotation or disk space. - free public feed reference; no purchase or creator reward.

  67. DecideSKIP
    Mozilla AI - Who searches the web for your agent?$0 · EV 0%

    Article is about web search for agents, unrelated to log management. - free public feed reference; no purchase or creator reward.

  68. DecideSKIP
    Mozilla Hacks - Launching Interop 2026$0 · EV 0%

    Article is about Interop 2026 web standards, unrelated to log rotation or disk space. - free public feed reference; no purchase or creator reward.

  69. DecideSKIP
    Mozilla Hacks - Why is WebAssembly a second-class language on the web?$0 · EV 0%

    Article is about WebAssembly, unrelated to log management. - free public feed reference; no purchase or creator reward.

  70. DecideSKIP
    Mozilla Hacks - Trustworthy JavaScript for the Open Web$0 · EV 0%

    Article is about trustworthy JavaScript, unrelated to log rotation or disk space. - free public feed reference; no purchase or creator reward.

  71. DecideSKIP
    Mozilla Hacks - Intent to Ship: JPEG XL$0 · EV 0%

    Article is about JPEG XL image format, unrelated to log management. - free public feed reference; no purchase or creator reward.

  72. DecideSKIP
    Mozilla Hacks - Announcing Web Serial Support in Firefox$0 · EV 0%

    Article is about Web Serial API, unrelated to log rotation or disk space. - free public feed reference; no purchase or creator reward.

  73. DecideSKIP
    Netlify - Tracking AI search traffic: how to use Netlify Log Drains to maximize AEO$0 · EV 0%

    Article is about tracking AI search traffic with Netlify Log Drains, not about general log rotation or disk space management. - free public feed reference; no purchase or creator reward.

  74. DecideSKIP
    Ollama - Clef is available on Ollama's cloud$0 · EV 0%

    Article is about Clef model availability on Ollama, unrelated to log management. - free public feed reference; no purchase or creator reward.

  75. DecideSKIP
    OpenAI Developers - Docs MCP$0 · EV 0%

    Article is about Docs MCP, unrelated to log rotation or disk space. - free public feed reference; no purchase or creator reward.

  76. DecideSKIP
    OpenAI Developers - File search guide$0 · EV 0%

    Article is about file search guide, unrelated to log management. - free public feed reference; no purchase or creator reward.

  77. DecideSKIP
    OpenAI Developers - Realtime prompting guide$0 · EV 0%

    Article is about realtime prompting guide, unrelated to log rotation or disk space. - free public feed reference; no purchase or creator reward.

  78. DecideSKIP
    OpenAlex - OpenAlex’s SDG tags are now right 7 times in 10, up from 3$0 · EV 0%

    Article is about SDG tags accuracy, unrelated to log management. - free public feed reference; no purchase or creator reward.

  79. DecideSKIP
    OpenAlex - Should OpenAlex publish a novelty score? A vibe check$0 · EV 0%

    Article is about novelty score for scholarly works, unrelated to log rotation or disk space. - free public feed reference; no purchase or creator reward.

  80. DecideSKIP
    OpenAlex - Trusted journal lists come to OpenAlex$0 · EV 0%

    Article is about trusted journal lists, unrelated to log management. - free public feed reference; no purchase or creator reward.

  81. DecideSKIP
    Open Source Security Foundation - What’s in the SOSS? Podcast #76 – S3E28 Invisible Infrastructure, Autonomous Agents, and 10 Years of Cloud Native with CNCF’s Chris Aniszczyk$0 · EV 0%

    Podcast about cloud native infrastructure and Kubernetes; no relevance to log rotation, retention, or disk management. - free public feed reference; no purchase or creator reward.

  82. DecideSKIP
    Open Source Security Foundation - Who Checked It? Attestations, Gemara, and CRA Due Diligence$0 · EV 0%

    Article about attestations and CRA due diligence; unrelated to log management. - free public feed reference; no purchase or creator reward.

  83. DecideSKIP
    Our World in Data - No matter what poverty line you choose, the share of the global population below it has declined$0 · EV 0%

    Data insight on global poverty trends; completely unrelated to server log rotation. - free public feed reference; no purchase or creator reward.

  84. DecideSKIP
    PLOS - Call for Entries: 2026 Einstein Foundation Award for Promoting Quality in Research$0 · EV 0%

    Call for entries for a research award; no relevance to log management. - free public feed reference; no purchase or creator reward.

  85. DecideSKIP
    PLOS - PLOS and Janeway collaborate to develop open-source publishing infrastructure$0 · EV 0%

    About open-source publishing infrastructure collaboration; unrelated to log rotation. - free public feed reference; no purchase or creator reward.

  86. DecideSKIP
    PostgreSQL - PgBouncer 1.26.1 released - Fixes three CVEs$0 · EV 0%

    PgBouncer security release notes; not about general log rotation or disk management. - free public feed reference; no purchase or creator reward.

  87. DecideSKIP
    PostgreSQL - Dasha 1.8: index recommendations, I/O analysis, schema checks and log insights$0 · EV 0%

    Dasha performance dashboard for PostgreSQL; not about log rotation or retention policies. - free public feed reference; no purchase or creator reward.

  88. DecideSKIP
    Protocol Labs - Ed Boyden: Tools for Stimulating and Simulating the Brain$0 · EV 0%

    Neuroscience tools for brain simulation; completely unrelated to log management. - free public feed reference; no purchase or creator reward.

  89. DecideSKIP
    Python Blog - Python 3.10.22, 3.11.17, 3.12.15, 3.13.16 and 3.14.8 are now available!$0 · EV 0%

    Python security release announcement; not about log rotation or disk usage. - free public feed reference; no purchase or creator reward.

  90. DecideSKIP
    Python Blog - Lightning Talks (Python Language Summit 2026)$0 · EV 0%

    Lightning talks from Python Language Summit; no relevance to log management. - free public feed reference; no purchase or creator reward.

  91. DecideSKIP
    Python Blog - Python 3.15.1, 3.14.9 and 3.13.17 are out$0 · EV 0%

    Python security release announcement; unrelated to log rotation. - free public feed reference; no purchase or creator reward.

  92. DecideSKIP
    PyTorch - PyTorch Conference North America 2026: Accelerating Open Intelligence Together$0 · EV 0%

    PyTorch conference recap; no relevance to server log management. - free public feed reference; no purchase or creator reward.

  93. DecideSKIP
    PyTorch - TorchTitan Update: New SOTA Models, Performance at Scale, TitanRL$0 · EV 0%

    TorchTitan update for ML training; unrelated to log rotation. - free public feed reference; no purchase or creator reward.

  94. DecideSKIP
    React Blog - Denial of Service and Source Code Exposure in React Server Components$0 · EV 0%

    React Server Components security advisory; not about log management. - free public feed reference; no purchase or creator reward.

  95. DecideSKIP
    React Blog - React 19.3$0 · EV 0%

    React 19.3 feature announcement; no relevance to log rotation. - free public feed reference; no purchase or creator reward.

  96. DecideSKIP
    Rust Blog - Rust debugging survey 2026 results$0 · EV 0%

    Rust debugging survey results; not about log rotation or disk management. - free public feed reference; no purchase or creator reward.

  97. DecideSKIP
    Rust Blog - Demoting i686 Windows targets to std-only$0 · EV 0%

    Rust target demotion announcement; unrelated to log management. - free public feed reference; no purchase or creator reward.

  98. DecideSKIP
    Rust Blog - Announcing rustup 1.29.2$0 · EV 0%

    Rustup release notes; no relevance to log rotation. - free public feed reference; no purchase or creator reward.

  99. DecideSKIP
    Schneier on Security - New Serious PHP Vulnerabilities Released and Patched$0 · EV 0%

    PHP vulnerability disclosure; not about log rotation or disk management. - free public feed reference; no purchase or creator reward.

  100. DecideSKIP
    Schneier on Security - Friday Squid Blogging: Increasing Squid Populations$0 · EV 0%

    Bài viết về mực ống và tin tức an ninh, không liên quan đến quản lý log hay rotation. - free public feed reference; no purchase or creator reward.

  101. DecideSKIP
    Sebastian Raschka - Building Reasoning Models from the Ground Up: A Full Video Course$0 · EV 0%

    Khóa học về xây dựng mô hình suy luận, không liên quan đến giới hạn dung lượng log. - free public feed reference; no purchase or creator reward.

  102. DecideSKIP
    Spotify Engineering - Advancing Generative Recommendation Inference: our collaboration with NVIDIA on TensorRT LLM$0 · EV 0%

    Bài viết về tối ưu suy luận đề xuất với NVIDIA, không liên quan đến log rotation. - free public feed reference; no purchase or creator reward.

  103. DecideSKIP
    Stellar Blog - Introducing Bell, Protocol 30 on Stellar$0 · EV 0%

    Bài viết về nâng cấp giao thức Stellar, không liên quan đến quản lý log. - free public feed reference; no purchase or creator reward.

  104. DecideSKIP
    Stripe Blog - Trends from Money20/20 2026: The rise of “hidden” financial services$0 · EV 0%

    Bài viết về xu hướng fintech tại Money20/20, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  105. DecideSKIP
    Supabase - Introducing Log Drains$0 · EV 40%

    Bài viết giới thiệu Log Drains của Supabase có thể đề cập đến xuất log và quản lý log, có khả năng liên quan đến mục tiêu 0 (giới hạn dung lượng) và 1 (thời gian lưu) ở mức khái niệm, nhưng không chắc chắn. - free public feed reference; no purchase or creator reward. — cached content is free, but this read does not clear the attention gate (EV 0.40, minimum 0.45, with a required claim target).

  106. DecideSKIP
    Super Simple Songs - Kids Songs - 🔴 Trick or Treat With Super Simple Live! 🎃 | Best Halloween Kids Songs | Super Simple Songs$0 · EV 0%

    Video bài hát thiếu nhi, hoàn toàn không liên quan. - free public feed reference; no purchase or creator reward.

  107. DecideSKIP
    Tailscale - MagicRoute: Routing without physical routers$0 · EV 0%

    Bài viết về định tuyến mạng MagicRoute, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  108. DecideSKIP
    V8 - How we made JSON.stringify more than twice as fast$0 · EV 0%

    Bài viết về tối ưu JSON.stringify trong V8, không liên quan đến quản lý log. - free public feed reference; no purchase or creator reward.

  109. DecideSKIP
    V8 - Giving V8 a Heads-Up: Faster JavaScript Startup with Explicit Compile Hints$0 · EV 0%

    Bài viết về gợi ý biên dịch JavaScript, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  110. DecideSKIP
    Vicki Boykis - How to Learn ML in 2026 interview$0 · EV 0%

    Bài phỏng vấn về học ML, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  111. DecideSKIP
    Vicki Boykis - Mechanical sympathy$0 · EV 0%

    Bài viết về thiết kế sản phẩm và kỹ thuật, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  112. DecideSKIP
    vLLM - GLM-5.3 Optimizations, Part 2: PCP, DCP, and Hybrid HiSparse on 16 H200s$0 · EV 0%

    Bài viết về tối ưu mô hình ngôn ngữ, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  113. DecideSKIP
    W3C Blog - 2026 Climate Weeks: W3C and Web Sustainability$0 · EV 0%

    Bài viết về tính bền vững web và khí hậu, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  114. DecideSKIP
    W3C Blog - Web of Things Working Group recharter: New momentum for IoT interoperability$0 · EV 0%

    Bài viết về Web of Things, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  115. DecideSKIP
    web.dev - August 2026 Baseline monthly digest$0 · EV 0%

    Bài viết về Baseline digest, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  116. DecideSKIP
    web.dev - New to the web platform in September$0 · EV 0%

    Bài viết về tính năng web mới, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  117. DecideSKIP
    WebKit - WebKit Features for Safari 27.0$0 · EV 0%

    Bài viết về tính năng Safari, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  118. DecideSKIP
    WebKit - Blocking Identity Resolution Infrastructure$0 · EV 0%

    Bài viết về chặn theo dõi danh tính, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  119. DecideSKIP
    WebKit - WebKit Features for Safari 27.1$0 · EV 0%

    Bài viết về tính năng Safari 27.1, không liên quan đến log. - free public feed reference; no purchase or creator reward.

  120. DecideSKIP
    Wikimedia Diff - From Leadership2Action: My Experience as a Wiki Leadership X Initiative 2026 Fellow$0 · EV 0%

    Bài viết về sáng kiến lãnh đạo Wikimedia, không liên quan đến quản lý log hay rotation. - free public feed reference; no purchase or creator reward.

  121. DecideSKIP
    Wikimedia Diff - Wikimedia Jakarta Community’s Bonding Night Trip: Exploring Knowledge and Building Togetherness in the Land of the Kanekes Baduy Luar$0 · EV 0%

    Bài viết về chuyến đi cộng đồng Wikimedia Jakarta, không liên quan đến chủ đề log. - free public feed reference; no purchase or creator reward.

  122. DecideSKIP
    x402 - Linux Foundation Announces Operational Launch of x402 Foundation to Standardize Internet-Native Payments for AI Agents and Applications$0 · EV 0%

    Thông báo về x402 Foundation và thanh toán HTTP, không liên quan đến giới hạn dung lượng log. - free public feed reference; no purchase or creator reward.

  123. DecideSKIP
    x402 - Linux Foundation Appoints Michael Hursta as Executive Director of the x402 Foundation$0 · EV 0%

    Thông báo bổ nhiệm giám đốc x402 Foundation, không liên quan đến log rotation. - free public feed reference; no purchase or creator reward.

  124. DecideSKIP
    Keryx owner release notes — first-party validation — Keryx v0.27.10$0.005 · EV 0%

    Release notes Keryx v0.27.10 chỉ đề cập tính năng nghiên cứu và bảo mật SDK, không có nội dung về quản lý log.

  125. DecideSKIP
    Keryx owner release notes — first-party validation — Keryx extension 0.1.4.3$0.005 · EV 0%

    Release notes extension Keryx 0.1.4.3 chỉ mô tả sửa lỗi SSE và ZIP, không liên quan đến log rotation.

  126. DecideSKIP
    Keryx Engineering (first-party) — Recovering a Keryx paid research job$0.002 · EV 0%

    Tài liệu về khôi phục job nghiên cứu Keryx, không đề cập đến giới hạn dung lượng hay thời gian lưu log.

  127. Done

    Done. Spent $0 across 0 confirmed/simulated payment(s) to creators.

Following latest steps

Sign in with the original report owner to review its decisions.

Read checkpoints

Verify locally replays supported recorded query-local reserve, release, debit and hold decisions, attribution normalization and exact micro-USDC citation/author allocations. Model proposals and eligibility are asserted inputs. Query capacity is separate from signer exposure; verification does not establish funding, reward authority or settlement.

Economic families or records marked unavailable are not verified. Missing, fractional-micro or unsafe operands are never repaired; an empty family means no captured economic decision, not complete monetary coverage.

Query-local budget records
Recorded decisions can be replayed
Citation allocation records
Not captured
Author split records
Not captured

Model proposals and selected plan actions are recorded when available. Model generation is not replayed or expected to reproduce; verification checks only deterministic checkpoints.

Micro-USDC is shown only where the existing exact converter accepts the amount. Other monetary assertions are unavailable; numeric predicate replay preserves the recorded comparison.

Recorded checkpoint policy
ordinary-query-economics-v4
SHA-256 retained by this report
ba86a0c83e4c15d6c0875241b9b08fcbc618df0e80e8b274556dbf5a4d245d11

Keep this digest separately from the downloaded sidecar. The offline audit command uses it as the expected digest.

Model proposal → selected plan → code checkpoint

BUY0
SKIP118
CACHE0
FREE0
ESCALATE0
UNKNOWN0

Latest terminal checkpoint outcome per recorded candidate; continuing checks and global stops are excluded. These are not settled purchases or quality scores.

Global stop checkpoints: 2 · Candidate rounds with continuing checks only: 0

CandidateRead roundModel proposedSelected planCheckpointCode resultReason / rule
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Run context0——expansionSTOPexpansion

Try a different limit

Compare only recorded budget and attention checks. Later reads, model choices and a whole alternative answer are unknown. These controls never change a live policy or authorize a purchase.

Portable research receipt

Take the evidence trail with you

One deterministic JSON bundle binds the answer, visible decisions, exact article versions, claim evidence and a Circle-settlement snapshot under SHA-256. Retain the digest to detect later changes; the self-check is not a publisher or Keryx signature.

View JSON ↗Download
Compare two saved reports
Manage question privacy

Recorded purchase outcomes

Recorded purchase outcomes are unavailable for this retained snapshot. No score or zero-cost success is inferred; the original report and receipt remain available.

Ask a follow-upNew dispatch · creators paid again

Carries this dispatch’s question as context — never its answer. The next dispatch is read from sources bought for it.