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Ngày yêu cầu: 2026-10-24. 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. Ứng dụng nhận webhook đơn hàng có thể bị gửi trùng hoặc sai thứ tự. Hãy đưa ra thiết kế lưu sự kiện và xử lý lại khi worker chết, kèm ví dụ một đơn hàng để mình kiểm tra không giao hàng hai lần.

Lowconfidence— no source was read for this question

· llm:deepseek:deepseek-v4-pro

Review the original question, current payer, source cap and visibility before asking again. Reopening does not submit or spend anything. The saved report stays unchanged.

§ IIThe reading0 cited
Lowconfidence— no source was read for this questiondeep researchpreview plan 0/4 claimsSelected sources: 0/0 proposals

Recorded evidence

Targets with inspectable excerpts: 0/4.

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

Targets with missing excerpts or a low recorded support estimate: 4.

Inspect targets and prepare a follow-up

  1. Thiết kế lưu sự kiện cho ứng dụng nhận webhook đơn hàng có thể bị gửi trùng hoặc sai thứ tự, bao gồm cấu trúc dữ liệu, cách lưu trữ và cơ chế đảm bảo thứ tự/khử trùng.

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Thiết kế lưu sự kiện cho ứng dụng nhận webhook đơn hàng có thể bị gửi trùng hoặc sai thứ tự, bao gồm cấu trúc dữ liệu, cách lưu trữ và cơ chế đảm bảo thứ tự/khử trùng.

  2. Cách xử lý lại khi worker chết trong hệ thống xử lý webhook đơn hàng, bao gồm phát hiện worker chết, cơ chế retry, và đảm bảo không xử lý trùng lặp.

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Cách xử lý lại khi worker chết trong hệ thống xử lý webhook đơn hàng, bao gồm phát hiện worker chết, cơ chế retry, và đảm bảo không xử lý trùng lặp.

  3. Các bước cụ thể để kiểm tra một đơn hàng không bị giao hàng hai lần trong thiết kế đề xuất, bao gồm các điều kiện cần kiểm tra và bằng chứng cần thu thập.

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Các bước cụ thể để kiểm tra một đơn hàng không bị giao hàng hai lần trong thiết kế đề xuất, bao gồm các điều kiện cần kiểm tra và bằng chứng cần thu thập.

  4. Những điều chưa đủ bằng chứng hoặc hạn chế của thiết kế lưu sự kiện và xử lý lại khi worker chết, ví dụ như giới hạn của cơ chế khử trùng, rủi ro mất sự kiện, hoặc tình huống không thể đảm bảo exactly-once.

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Những điều chưa đủ bằng chứng hoặc hạn chế của thiết kế lưu sự kiện và xử lý lại khi worker chết, ví dụ như giới hạn của cơ chế khử trùng, rủi ro mất sự kiện, hoặc tình huống không thể đảm bảo exactly-once.

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 5 truy vấn, 0 thành công, 5 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): “Thiết kế lưu sự kiện cho ứng dụng nhận webhook đơn hàng có thể bị gửi trùng hoặc sai thứ tự, bao gồm cấu trúc dữ liệu, cách lưu trữ và cơ chế đảm bảo thứ tự/khử trùng.”

    0% estimated

    No qualifying excerpt recorded

  2. Requested topic (unverified): “Cách xử lý lại khi worker chết trong hệ thống xử lý webhook đơn hàng, bao gồm phát hiện worker chết, cơ chế retry, và đảm bảo không xử lý trùng lặp.”

    0% estimated

    No qualifying excerpt recorded

  3. Requested topic (unverified): “Các bước cụ thể để kiểm tra một đơn hàng không bị giao hàng hai lần trong thiết kế đề xuất, bao gồm các điều kiện cần kiểm tra và bằng chứng cần thu thập.”

    0% estimated

    No qualifying excerpt recorded

  4. Requested topic (unverified): “Những điều chưa đủ bằng chứng hoặc hạn chế của thiết kế lưu sự kiện và xử lý lại khi worker chết, ví dụ như giới hạn của cơ chế khử trùng, rủi ro mất sự kiện, hoặc tình huống không thể đảm bảo exactly-once.”

    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

Search target text, retained excerpts and article details.

Article and excerpt filters

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

4 of 4 targets shown

Downloads include the complete evidence matrix, including targets hidden by these filters.

  1. Research target (unverified)

    Thiết kế lưu sự kiện cho ứng dụng nhận webhook đơn hàng có thể bị gửi trùng hoặc sai thứ tự, bao gồm cấu trúc dữ liệu, cách lưu trữ và cơ chế đảm bảo thứ tự/khử trùng.

    Inspection status: No inspectable excerpt recorded

  2. Research target (unverified)

    Cách xử lý lại khi worker chết trong hệ thống xử lý webhook đơn hàng, bao gồm phát hiện worker chết, cơ chế retry, và đảm bảo không xử lý trùng lặp.

    Inspection status: No inspectable excerpt recorded

  3. Research target (unverified)

    Các bước cụ thể để kiểm tra một đơn hàng không bị giao hàng hai lần trong thiết kế đề xuất, bao gồm các điều kiện cần kiểm tra và bằng chứng cần thu thập.

    Inspection status: No inspectable excerpt recorded

  4. Research target (unverified)

    Những điều chưa đủ bằng chứng hoặc hạn chế của thiết kế lưu sự kiện và xử lý lại khi worker chết, ví dụ như giới hạn của cơ chế khử trùng, rủi ro mất sự kiện, hoặc tình huống không thể đảm bảo exactly-once.

    Inspection status: No inspectable excerpt recorded

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  1. Decompose

    Breaking down: "Ngày yêu cầu: 2026-10-24. 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. Ứng dụng nhận webhook đơn hàng có thể bị gửi trùng hoặc sai thứ tự. Hãy đưa ra thiết kế lưu sự kiện và xử lý lại khi worker chết, kèm ví dụ một đơn hàng để mình kiểm tra không giao hàng hai lần."

  2. Decompose

    Identified 4 research target(s) to investigate; these are not established facts

  3. Decompose

    Deep mode: up to 4 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: 5/5 planned queries attempted, 0 succeeded, 0 public page previews/leads, 5 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 116 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 0/4 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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  71. DecideSKIP
    Ollama - Clef is available on Ollama's cloud$0 · EV 0%

    Bài viết về mô hình Clef trên Ollama, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

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

    Bài viết về Realtime prompting guide, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

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

    Bài viết về SDG tags của OpenAlex, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

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

    Bài viết về Trusted journal lists, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

  75. DecideSKIP
    Open Source Security Foundation - OpenSSF Newsletter – September 2026$0 · EV 0%

    Bài viết về OpenSSF Newsletter, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

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

    Bài viết về Attestations và CRA Due Diligence, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

  77. 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%

    Bài viết về nghèo đói toàn cầu, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

  78. DecideSKIP
    PLOS - The 2026 Global Young Academy call for new members is now open$0 · EV 0%

    Bài viết về Global Young Academy, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

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

    Bài viết về hợp tác PLOS và Janeway, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

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

    Bài viết về Einstein Foundation Award, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

  81. DecideSKIP
    PostgreSQL - RHEL 10.0 and 9.6 repositories are being retired$0 · EV 0%

    Bài viết về RHEL repositories, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

  82. DecideSKIP
    PostgreSQL - pgrecon: open-source Oracle to PostgreSQL migration assessment and schema conversion$0 · EV 0%

    Bài viết về pgrecon, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

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

    Bài viết về Ed Boyden và não bộ, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

  84. 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%

    Bài viết về Python releases, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

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

    Bài viết về Python releases, không liên quan đến webhook đơn hàng hay xử lý sự kiện. - free public feed reference; no purchase or creator reward.

  86. DecideSKIP
    PyTorch - Meet the 2026 PyTorch Foundation Ambassadors$0 · EV 0%

    PyTorch ambassador announcement is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

  87. DecideSKIP
    PyTorch - PyTorch Hardware Enablement: Updates from the Accelerator Integration Working Group$0 · EV 0%

    Hardware enablement update has no relevance to order webhook event sourcing or exactly-once processing. - free public feed reference; no purchase or creator reward.

  88. DecideSKIP
    PyTorch - Introducing TorchTPU$0 · EV 0%

    TorchTPU introduction is about ML hardware, not webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    PyTorch conference recap is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

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

    React 19.3 release notes are about UI features, not webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    Rust debugging survey is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

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

    rustup release notes are unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

  93. DecideSKIP
    Schneier on Security - Possible new Cellebrite iPhone Radio Zero-Day$0 · EV 0%

    Cellebrite iPhone zero-day article is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

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

    Friday Squid Blogging is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

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

    PHP vulnerability article is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

  96. DecideSKIP
    Sebastian Raschka - Language Models for Text Classification: From Bag-of-Words to Jev$0 · EV 0%

    Text classification guide is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

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

    Spotify recommendation inference article is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

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

    Stellar protocol upgrade is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

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

    Money20/20 trends article is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

  100. DecideSKIP
    Supabase - How we made the Supabase Select 2026 badge$0 · EV 0%

    Supabase badge article is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

  101. DecideSKIP
    Supabase - Stripe-To-Postgres Sync Engine as standalone Library$0 · EV 0%

    Stripe-to-Postgres sync library is about syncing webhook data, not event storage or worker retry design. - free public feed reference; no purchase or creator reward.

  102. DecideSKIP
    Supabase - Give your Supabase app its own MCP server$0 · EV 0%

    MCP server article is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

  103. DecideSKIP
    Supabase - Supabase Middleware: composable, reusable middleware for Web Fetch handlers$0 · EV 0%

    Supabase middleware article is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

  104. DecideSKIP
    Super Simple Songs - Kids Songs - Top 20 Halloween Songs 🎃 🍬| Kids Songs | Super Simple Songs$0 · EV 0%

    Halloween songs video is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

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

    Trick or Treat live video is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

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

    MagicRoute networking article is unrelated to webhook event storage or worker retry design. - free public feed reference; no purchase or creator reward.

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

    JSON.stringify performance is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    ML learning interview is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

  109. DecideSKIP
    Vicki Boykis - Bad code is kudzu$0 · EV 0%

    Bad code kudzu is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    vLLM serving optimizations are unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    Web sustainability is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    Web of Things recharter is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

  113. DecideSKIP
    W3C Blog - Recap of the web & AI international standards seminar: generative UI and WebSkill$0 · EV 0%

    Web AI standards seminar is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

  114. DecideSKIP
    W3C Blog - We’re on a roll - EPUB 3.4 is coming$0 · EV 0%

    EPUB 3.4 is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    Baseline digest is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    New web platform features are unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

  117. DecideSKIP
    WebKit - Submit your ideas for Interop 2027$0 · EV 0%

    Interop 2027 is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    Safari 27.1 features are unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

  119. DecideSKIP
    WebKit - Release Notes for Safari Technology Preview 255$0 · EV 0%

    Safari Technology Preview 255 release notes are unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

  120. DecideSKIP
    WebKit - Release Notes for Safari Technology Preview 254$0 · EV 0%

    Safari Technology Preview 254 release notes are unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

  121. DecideSKIP
    Wikimedia Diff - My Memoir: Language Diversity Conference Accra 2026$0 · EV 0%

    Language diversity conference is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

  122. DecideSKIP
    Wikimedia Diff - Around the Globe: Meet our Movement in ESEAP$0 · EV 0%

    Wikimedia community profile is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

  123. DecideSKIP
    Wikimedia Diff - How Three Unplanned Sessions Turned Out to Be Worthwhile$0 · EV 0%

    Unplanned sessions are unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    x402 Foundation leadership is unrelated to order webhook event storage or worker retry. - free public feed reference; no purchase or creator reward.

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

    Keryx release notes are unrelated to order webhook event storage or worker retry.

  126. DecideSKIP
    Keryx owner release notes — first-party validation — Keryx v0.27.12$0.005 · EV 0%

    Release notes for Keryx v0.27.12 cover npm retry and synthesis explanation; no relevance to webhook event storage, worker recovery, or duplicate delivery checks.

  127. DecideSKIP
    Keryx Engineering (first-party) — Recovering a Keryx paid research job$0.002 · EV 10%

    Cached first-party doc about recovering a Keryx paid research job, not about order webhook event storage or worker death. Could marginally inform target 1 (retry/resume patterns) but is not directly relevant to the requested webhook design. — free-preview expected value 0.10 is below the 0.12 spend floor, so no toll is authorized.

  128. 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
5c8a418ea2715d43502181e8407a3b67b8902eef55c5153b3063562cbf89ebeb

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
SKIP119
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.