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Mình làm công cụ AI tìm tài liệu rồi viết báo cáo có nguồn. Nhưng ai cũng có ChatGPT với Perplexity rồi, người ta còn cần trả tiền cho cái này vì điều gì?

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§ IIThe reading0 cited
Lowconfidence— no source was read for this questionquick 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. ChatGPT và Perplexity hiện cung cấp những khả năng nào liên quan đến tìm tài liệu, trích dẫn nguồn và tạo báo cáo có nguồn, ở các gói miễn phí và trả phí?

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: ChatGPT và Perplexity hiện cung cấp những khả năng nào liên quan đến tìm tài liệu, trích dẫn nguồn và tạo báo cáo có nguồn, ở các gói miễn phí và trả phí?

  2. Những hạn chế hoặc khoảng trống đã được ghi nhận của các trợ lý AI phổ thông (như ChatGPT, Perplexity) trong việc tìm tài liệu học thuật/chuyên ngành và trích dẫn nguồn chính xác là gì?

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Những hạn chế hoặc khoảng trống đã được ghi nhận của các trợ lý AI phổ thông (như ChatGPT, Perplexity) trong việc tìm tài liệu học thuật/chuyên ngành và trích dẫn nguồn chính xác là gì?

  3. Các yếu tố nào khiến người dùng/ tổ chức sẵn lòng trả tiền cho công cụ nghiên cứu và viết báo cáo có nguồn (ví dụ: độ tin cậy trích dẫn, kiểm chứng nguồn, tuân thủ, quy trình làm việc, dữ liệu chuyên ngành)?

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Các yếu tố nào khiến người dùng/ tổ chức sẵn lòng trả tiền cho công cụ nghiên cứu và viết báo cáo có nguồn (ví dụ: độ tin cậy trích dẫn, kiểm chứng nguồn, tuân thủ, quy trình làm việc, dữ liệu chuyên ngành)?

  4. Mức giá và mô hình định giá của các công cụ nghiên cứu AI có trích dẫn nguồn hiện có (ví dụ Perplexity Pro, các công cụ nghiên cứu học thuật) là bao nhiêu và nhắm tới đối tượng nào?

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Mức giá và mô hình định giá của các công cụ nghiên cứu AI có trích dẫn nguồn hiện có (ví dụ Perplexity Pro, các công cụ nghiên cứu học thuật) là bao nhiêu và nhắm tới đối tượng nào?

  5. Những phân khúc người dùng nào (nhà nghiên cứu, sinh viên, chuyên gia tư vấn, doanh nghiệp, nhà báo...) được ghi nhận là có nhu cầu và sẵn lòng chi trả cho công cụ tìm tài liệu và viết báo cáo có nguồn?

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Những phân khúc người dùng nào (nhà nghiên cứu, sinh viên, chuyên gia tư vấn, doanh nghiệp, nhà báo...) được ghi nhận là có nhu cầu và sẵn lòng chi trả cho công cụ tìm tài liệu và viết báo cáo có nguồn?

  6. Những rủi ro hoặc lý do người dùng có thể không trả tiền cho một công cụ mới khi đã có ChatGPT/Perplexity (chi phí chuyển đổi, thói quen, gói đã trả, thiếu khác biệt) là gì?

    No qualifying excerpt recorded · 0% estimated

    Prepare follow-up: Những rủi ro hoặc lý do người dùng có thể không trả tiền cho một công cụ mới khi đã có ChatGPT/Perplexity (chi phí chuyển đổi, thói quen, gói đã trả, thiếu khác biệt) là gì?

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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 2 truy vấn, 0 thành công, 2 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): “ChatGPT và Perplexity hiện cung cấp những khả năng nào liên quan đến tìm tài liệu, trích dẫn nguồn và tạo báo cáo có nguồn, ở các gói miễn phí và trả phí?”

    0% estimated

    No qualifying excerpt recorded

  2. Requested topic (unverified): “Những hạn chế hoặc khoảng trống đã được ghi nhận của các trợ lý AI phổ thông (như ChatGPT, Perplexity) trong việc tìm tài liệu học thuật/chuyên ngành và trích dẫn nguồn chính xác là gì?”

    0% estimated

    No qualifying excerpt recorded

  3. Requested topic (unverified): “Các yếu tố nào khiến người dùng/ tổ chức sẵn lòng trả tiền cho công cụ nghiên cứu và viết báo cáo có nguồn (ví dụ: độ tin cậy trích dẫn, kiểm chứng nguồn, tuân thủ, quy trình làm việc, dữ liệu chuyên ngành)?”

    0% estimated

    No qualifying excerpt recorded

  4. Requested topic (unverified): “Mức giá và mô hình định giá của các công cụ nghiên cứu AI có trích dẫn nguồn hiện có (ví dụ Perplexity Pro, các công cụ nghiên cứu học thuật) là bao nhiêu và nhắm tới đối tượng nào?”

    0% estimated

    No qualifying excerpt recorded

  5. Requested topic (unverified): “Những phân khúc người dùng nào (nhà nghiên cứu, sinh viên, chuyên gia tư vấn, doanh nghiệp, nhà báo...) được ghi nhận là có nhu cầu và sẵn lòng chi trả cho công cụ tìm tài liệu và viết báo cáo có nguồn?”

    0% estimated

    No qualifying excerpt recorded

  6. Requested topic (unverified): “Những rủi ro hoặc lý do người dùng có thể không trả tiền cho một công cụ mới khi đã có ChatGPT/Perplexity (chi phí chuyển đổi, thói quen, gói đã trả, thiếu khác biệt) là gì?”

    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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6 of 6 targets shown

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  1. Research target (unverified)

    ChatGPT và Perplexity hiện cung cấp những khả năng nào liên quan đến tìm tài liệu, trích dẫn nguồn và tạo báo cáo có nguồn, ở các gói miễn phí và trả phí?

    Inspection status: No inspectable excerpt recorded

  2. Research target (unverified)

    Những hạn chế hoặc khoảng trống đã được ghi nhận của các trợ lý AI phổ thông (như ChatGPT, Perplexity) trong việc tìm tài liệu học thuật/chuyên ngành và trích dẫn nguồn chính xác là gì?

    Inspection status: No inspectable excerpt recorded

  3. Research target (unverified)

    Các yếu tố nào khiến người dùng/ tổ chức sẵn lòng trả tiền cho công cụ nghiên cứu và viết báo cáo có nguồn (ví dụ: độ tin cậy trích dẫn, kiểm chứng nguồn, tuân thủ, quy trình làm việc, dữ liệu chuyên ngành)?

    Inspection status: No inspectable excerpt recorded

  4. Research target (unverified)

    Mức giá và mô hình định giá của các công cụ nghiên cứu AI có trích dẫn nguồn hiện có (ví dụ Perplexity Pro, các công cụ nghiên cứu học thuật) là bao nhiêu và nhắm tới đối tượng nào?

    Inspection status: No inspectable excerpt recorded

  5. Research target (unverified)

    Những phân khúc người dùng nào (nhà nghiên cứu, sinh viên, chuyên gia tư vấn, doanh nghiệp, nhà báo...) được ghi nhận là có nhu cầu và sẵn lòng chi trả cho công cụ tìm tài liệu và viết báo cáo có nguồn?

    Inspection status: No inspectable excerpt recorded

  6. Research target (unverified)

    Những rủi ro hoặc lý do người dùng có thể không trả tiền cho một công cụ mới khi đã có ChatGPT/Perplexity (chi phí chuyển đổi, thói quen, gói đã trả, thiếu khác biệt) là gì?

    Inspection status: No inspectable excerpt recorded

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Decision log · 137 steps
§ IThe decision137 steps

Scroll inside the log to read earlier steps. Jump to latest to follow new steps.

  1. Decompose

    Breaking down: "Mình làm công cụ AI tìm tài liệu rồi viết báo cáo có nguồn. Nhưng ai cũng có ChatGPT với Perplexity rồi, người ta còn cần trả tiền cho cái này vì điều gì?"

  2. Decompose

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

  3. Decompose

    Quick mode: at most 2 paid/cached/public reads, with no marketplace probe or gap-expansion round.

  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: 2/2 planned queries attempted, 0 succeeded, 0 public page previews/leads, 2 unavailable queries. Previews and supplied URLs are discovery only. Public reads spend no USDC; model and service operating costs remain separate.

  6. Discover

    Discovered 2 verified creator candidate(s) from 2 publisher(s) and 126 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/$0.000000 fetch USDC reserved.

  8. Pre-check

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

  9. DecideSKIP
    Apache Software Foundation - What the ASF Responsible AI Initiative Has Built So Far$0 · EV 2%

    ASF Responsible AI Initiative governance post; unrelated to ChatGPT/Perplexity capabilities, citation gaps, pricing or willingness to pay. - free public feed reference; no purchase or creator reward.

  10. DecideSKIP
    Apache Software Foundation - ASF Project Spotlight: Apache Iggy$0 · EV 1%

    Apache Iggy message streaming project spotlight; no bearing on AI research/report tools or their pricing. - free public feed reference; no purchase or creator reward.

  11. DecideSKIP
    Apache Arrow - Apache Arrow 26.0.0 Release$0 · EV 1%

    Apache Arrow release notes; irrelevant to the competitive positioning of citation-based research tools. - free public feed reference; no purchase or creator reward.

  12. DecideSKIP
    arXiv - Fair Moderation, Equitable Access, and AI: arXiv’s Updated Rate Limit Policy$0 · EV 5%

    arXiv rate-limit policy touches AI-generated submissions only tangentially; does not address ChatGPT/Perplexity gaps, pricing or user segments. - free public feed reference; no purchase or creator reward.

  13. DecideSKIP
    arXiv - Scheduled Database Maintenance | October 28th, 2026$0 · EV 1%

    Scheduled database maintenance notice; no relevance to any research target. - free public feed reference; no purchase or creator reward.

  14. DecideSKIP
    arXiv cs.AI paper announcements - From Reasoning to Action: Benchmarking Frontier AI Models on LIBERO-10 Robot Manipulation Tasks$0 · EV 2%

    Robotics manipulation benchmark abstract; unrelated to AI research assistants or their commercial value. - free public feed reference; no purchase or creator reward.

  15. DecideSKIP
    arXiv cs.AI paper announcements - RoleQ: Role-Aligned Scales for Converting Language Models to Ternary$0 · EV 2%

    Quantization technique paper; no connection to citation accuracy, pricing or user willingness to pay. - free public feed reference; no purchase or creator reward.

  16. DecideSKIP
    arXiv cs.AI paper announcements - PHD-Hand: A Printable Humanoid Dexterous Hand with Linkage-Driven 3-DOA Digits$0 · EV 1%

    Humanoid robotic hand paper; entirely off-topic. - free public feed reference; no purchase or creator reward.

  17. DecideSKIP
    arXiv cs.AI paper announcements - Parallel AI Agent Collaboration as Graph-Structured Distributed Block Optimization$0 · EV 3%

    Multi-agent coordination optimization abstract; not about research tools, citations or pricing. - free public feed reference; no purchase or creator reward.

  18. DecideSKIP
    arXiv cs.AI paper announcements - The Stepwise Informativeness Assumption: When Do Entropy Dynamics Track Reasoning Correctness in LLMs?$0 · EV 5%

    Entropy-based reasoning correctness study; only loosely related to citation reliability, not to the market/pricing question. - free public feed reference; no purchase or creator reward.

  19. DecideSKIP
    Bank for International Settlements - News shocks and inflation: theory and evidence from large oil discoveries$0 · EV 1%

    BIS working paper on oil discoveries and inflation; unrelated to AI research tooling. - free public feed reference; no purchase or creator reward.

  20. DecideSKIP
    Chip Huyen - Common pitfalls when building generative AI applications$0 · EV 15%

    AI engineering pitfalls piece may touch on evaluation and hallucination, but it is not about ChatGPT/Perplexity capabilities, citation gaps or pricing; weak fit for targets 1-2. - free public feed reference; no purchase or creator reward.

  21. DecideSKIP
    Chip Huyen - Agents$0 · EV 10%

    General agents overview; discusses agentic capability but not the competitive/pricing case for a citation-based research tool. - free public feed reference; no purchase or creator reward.

  22. DecideSKIP
    Chrome for Developers - What's New in WebGPU (Chrome 155-156)$0 · EV 1%

    WebGPU release notes; no relevance to any target. - free public feed reference; no purchase or creator reward.

  23. DecideSKIP
    Cloudflare Workers - Using AI to chart a course for our post-quantum migration$0 · EV 2%

    Post-quantum migration post; unrelated to AI research assistants or willingness to pay. - free public feed reference; no purchase or creator reward.

  24. DecideSKIP
    Cloudflare Workers - A fully programmable secure web gateway$0 · EV 1%

    Secure web gateway product post; off-topic. - free public feed reference; no purchase or creator reward.

  25. DecideSKIP
    Cloudflare Workers - Support for modern cryptographic algorithms in Workers$0 · EV 1%

    Cryptography API support post; off-topic. - free public feed reference; no purchase or creator reward.

  26. DecideSKIP
    Creative Commons - Guidance on Using CC Licenses in an AI Ecosystem$0 · EV 5%

    CC licensing guidance in AI ecosystems touches source attribution norms but not ChatGPT/Perplexity gaps, pricing or user segments. - free public feed reference; no purchase or creator reward.

  27. DecideSKIP
    Creative Commons - A Principled Approach as the Sands Shift$0 · EV 5%

    CC piece on AI and open licensing/creator agency; does not address ChatGPT/Perplexity capabilities, citation gaps, willingness to pay, pricing, or user segments. - free public feed reference; no purchase or creator reward.

  28. DecideSKIP
    Creative Commons - From Reflection to Action: 8 Hot Takes from CC’s Open Heritage Roundtable$0 · EV 3%

    Open Heritage roundtable notes; unrelated to AI research tools, citation reliability, or pricing. - free public feed reference; no purchase or creator reward.

  29. DecideSKIP
    Creative Commons - Openness & Digital Sovereignty: Who Sustains the Commons?$0 · EV 5%

    Digital sovereignty/commons discussion; no bearing on the competitive differentiation or pricing of a citation-backed research tool. - free public feed reference; no purchase or creator reward.

  30. DecideSKIP
    Google DeepMind - Advancing Private AI Compute with secure, server-side memory$0 · EV 3%

    DeepMind private AI compute memory announcement; not about document search, citations, or willingness to pay. - free public feed reference; no purchase or creator reward.

  31. DecideSKIP
    Google DeepMind - Beyond tree cover: mapping the world’s forest types$0 · EV 2%

    Forest-type mapping research; entirely off-topic. - free public feed reference; no purchase or creator reward.

  32. DecideSKIP
    Distill - A Gentle Introduction to Graph Neural Networks$0 · EV 2%

    Graph neural network tutorial; unrelated to the research-tool market question. - free public feed reference; no purchase or creator reward.

  33. DecideSKIP
    Django - DSF member of the month - Ken Whitesell$0 · EV 2%

    Django community member profile; no relevance to AI research tools or pricing. - free public feed reference; no purchase or creator reward.

  34. DecideSKIP
    Django - Quarterly contributor outreach$0 · EV 2%

    Django contributor outreach; unrelated to the question. - free public feed reference; no purchase or creator reward.

  35. DecideSKIP
    Directory of Open Access Journals - From partnership to policy: How DOAJ and Ukraine are strengthening open access publishing$0 · EV 8%

    DOAJ-Ukraine open access partnership; touches scholarly publishing infrastructure but not AI assistant capabilities, citation accuracy gaps, or pricing. - free public feed reference; no purchase or creator reward.

  36. DecideSKIP
    Directory of Open Access Journals - [CLOSED] VACANCY: Library Engagement Manager 2026$0 · EV 3%

    Job vacancy posting; no substantive relevance. - free public feed reference; no purchase or creator reward.

  37. DecideSKIP
    Docker - AI Agent Security Risks: What Can Go Wrong When Agents Act on Their Own$0 · EV 5%

    AI agent security risks; tangential to trust but not about research/citation tools or user willingness to pay. - free public feed reference; no purchase or creator reward.

  38. DecideSKIP
    Docker - Security Update on PHP2Shell: Impact for Docker Customers$0 · EV 2%

    PHP vulnerability advisory; unrelated. - free public feed reference; no purchase or creator reward.

  39. DecideSKIP
    Docker - Docker Hub security advisory: personal access tokens transferred during account-to-organization conversions$0 · EV 2%

    Docker Hub token advisory; unrelated. - free public feed reference; no purchase or creator reward.

  40. DecideSKIP
    DuckDB - Jev and DuckDB: Plain-English Conditions in SQL$0 · EV 2%

    DuckDB/Jev SQL classification article; unrelated to research assistants or pricing. - free public feed reference; no purchase or creator reward.

  41. DecideSKIP
    DuckDB - Announcing DuckDB 2.0.0 LTS “Cinnamon Teal”$0 · EV 2%

    DuckDB release notes; unrelated. - free public feed reference; no purchase or creator reward.

  42. DecideSKIP
    DuckDB - From JSON Strings to Typed Columns$0 · EV 2%

    DuckDB JSON typing tutorial; unrelated. - free public feed reference; no purchase or creator reward.

  43. DecideSKIP
    Eugene Yan - How to Work and Compound with AI$0 · EV 25%

    Practitioner essay on working with AI (context, verification, delegation) may offer first-hand perspective on why verification/citation reliability matters and where general assistants fall short, loosely informing targets 1 and 2. - free public feed reference; no purchase or creator reward. — cached content is free, but this read does not clear the attention gate (EV 0.25, minimum 0.45, with a required claim target).

  44. DecideSKIP
    Eugene Yan - Patterns for Building Cybersecurity Evals$0 · EV 5%

    Cybersecurity eval patterns; not about research tools, citations, or pricing. - free public feed reference; no purchase or creator reward.

  45. DecideSKIP
    Eugene Yan - Exceptional Leadership: Some Qualities, Behaviors, and Styles$0 · EV 3%

    Leadership qualities essay; unrelated to the question. - free public feed reference; no purchase or creator reward.

  46. DecideSKIP
    GitHub Engineering - How we make AI coding more cost efficient without sacrificing task quality$0 · EV 2%

    Bài viết về tối ưu chi phí token cho AI coding agent của GitHub, không liên quan đến khả năng tìm tài liệu/trích dẫn nguồn của ChatGPT/Perplexity hay mô hình định giá công cụ nghiên cứu. - free public feed reference; no purchase or creator reward.

  47. DecideSKIP
    GitHub Engineering - The bridge to agent-scale Git infrastructure$0 · EV 1%

    Nội dung về kiến trúc lưu trữ Git quy mô lớn, hoàn toàn lệch khỏi các mục tiêu về công cụ nghiên cứu AI, trích dẫn nguồn và sẵn lòng chi trả. - free public feed reference; no purchase or creator reward.

  48. DecideSKIP
    The Go Blog - Platform-independent SIMD in Go$0 · EV 1%

    Bài về SIMD trong Go, không liên quan đến trợ lý AI tìm tài liệu, trích dẫn nguồn hay định giá công cụ nghiên cứu. - free public feed reference; no purchase or creator reward.

  49. DecideSKIP
    The Go Blog - Help set Go's priorities for next year$0 · EV 1%

    Khảo sát cộng đồng Go, không đề cập ChatGPT/Perplexity, trích dẫn nguồn hay nhu cầu chi trả cho công cụ nghiên cứu. - free public feed reference; no purchase or creator reward.

  50. DecideSKIP
    Google Research - Putting Earth AI to work: Geospatial agents for our planet's biggest challenges$0 · EV 2%

    Bài về geospatial agent cho Earth AI, không liên quan đến các mục tiêu về công cụ tìm tài liệu và viết báo cáo có nguồn. - free public feed reference; no purchase or creator reward.

  51. DecideSKIP
    Google Research - Bringing foundational models to the front lines of TB screening$0 · EV 2%

    Bài về mô hình nền tảng cho sàng lọc lao, không liên quan đến trích dẫn nguồn, định giá hay phân khúc người dùng công cụ nghiên cứu AI. - free public feed reference; no purchase or creator reward.

  52. DecideSKIP
    IPFS - New Stewards for Public IPFS Network Services$0 · EV 1%

    Bài về steward mạng IPFS, không liên quan đến bất kỳ mục tiêu nào về công cụ nghiên cứu AI có trích dẫn nguồn. - free public feed reference; no purchase or creator reward.

  53. DecideSKIP
    Kotlin - The State of Kotlin in 2026 Report$0 · EV 2%

    Báo cáo State of Kotlin, không đề cập khả năng tìm tài liệu/trích dẫn nguồn của ChatGPT/Perplexity hay sẵn lòng chi trả cho công cụ nghiên cứu. - free public feed reference; no purchase or creator reward.

  54. DecideSKIP
    Kotlin - Google Summer of Code 2026 With the Kotlin Foundation: Recap$0 · EV 1%

    Tổng kết GSoC với Kotlin Foundation, không liên quan đến các mục tiêu nghiên cứu về trợ lý AI và trích dẫn nguồn. - free public feed reference; no purchase or creator reward.

  55. DecideSKIP
    Kotlin - What Makes a Great KotlinConf Proposal?$0 · EV 1%

    Hướng dẫn viết đề xuất KotlinConf, không liên quan đến công cụ tìm tài liệu, trích dẫn nguồn hay định giá. - free public feed reference; no purchase or creator reward.

  56. DecideSKIP
    Krebs on Security - Widespread PHP Flaw May Cause Many Site Outages Today$0 · EV 1%

    Bài về lỗ hổng PHP, không liên quan đến các mục tiêu về trợ lý AI nghiên cứu và sẵn lòng chi trả. - free public feed reference; no purchase or creator reward.

  57. DecideSKIP
    Krebs on Security - Microsoft Plugs Nearly 1,000 Security Holes$0 · EV 1%

    Bài về bản vá bảo mật Microsoft, không liên quan đến trích dẫn nguồn, định giá hay phân khúc người dùng công cụ nghiên cứu AI. - free public feed reference; no purchase or creator reward.

  58. DecideSKIP
    Lilian Weng - Harness Engineering for Self-Improvement$0 · EV 5%

    Bài kỹ thuật về harness engineering cho tự cải thiện của LLM; có thể chạm nhẹ chủ đề năng lực AI nhưng không bàn về tìm tài liệu, trích dẫn nguồn hay sẵn lòng chi trả. - free public feed reference; no purchase or creator reward.

  59. DecideSKIP
    Lilian Weng - Adversarial Attacks on LLMs$0 · EV 5%

    Bài về tấn công đối kháng/jailbreak LLM, không liên quan đến hạn chế trích dẫn nguồn hay mô hình định giá công cụ nghiên cứu. - free public feed reference; no purchase or creator reward.

  60. DecideSKIP
    Lilian Weng - Thinking about High-Quality Human Data$0 · EV 3%

    Bài về chất lượng dữ liệu gán nhãn bởi con người, không liên quan đến các mục tiêu về công cụ tìm tài liệu và viết báo cáo có nguồn. - free public feed reference; no purchase or creator reward.

  61. DecideSKIP
    Martin Fowler - Fragments: October 21$0 · EV 5%

    Mẩu fragments bàn về việc dùng AI trong bài viết dự thi; chạm nhẹ chủ đề niềm tin vào nội dung AI nhưng không cung cấp dữ liệu về ChatGPT/Perplexity, trích dẫn nguồn hay chi trả. - free public feed reference; no purchase or creator reward.

  62. DecideSKIP
    MDN Blog - Introducing the MDN MCP server$0 · EV 3%

    Giới thiệu MDN MCP server cho tài liệu web platform; là công cụ tra cứu tài liệu kỹ thuật nhưng không liên quan đến trợ lý nghiên cứu tổng quát, trích dẫn nguồn hay định giá. - free public feed reference; no purchase or creator reward.

  63. DecideSKIP
    Microsoft Engineering - The Interaction Changes Everything: Treating AI Agents as Collaborators, Not Automation$0 · EV 5%

    Bài về agent như cộng sự trong vòng đời phát triển phần mềm; không bàn về tìm tài liệu học thuật, trích dẫn nguồn hay sẵn lòng chi trả cho công cụ nghiên cứu. - free public feed reference; no purchase or creator reward.

  64. DecideSKIP
    Microsoft Engineering - Engineering and algorithmic interventions for multimodal post-training at Microsoft scale$0 · EV 3%

    Bài kỹ thuật về post-training đa phương thức ở quy mô Microsoft, không liên quan đến các mục tiêu về trích dẫn nguồn, định giá hay phân khúc người dùng. - free public feed reference; no purchase or creator reward.

  65. DecideSKIP
    Microsoft Engineering - How we built the Microsoft Learn MCP Server$0 · EV 5%

    Engineering post about building the Microsoft Learn MCP server for grounding agents in docs; not about ChatGPT/Perplexity capabilities, citation gaps, willingness to pay, pricing, segments or switching costs. - free public feed reference; no purchase or creator reward.

  66. DecideSKIP
    Microsoft Research - Simulating student learning for better AI tutoring$0 · EV 5%

    About simulating students to evaluate AI tutors; unrelated to document-finding/report-writing tools and their monetization. - free public feed reference; no purchase or creator reward.

  67. DecideSKIP
    Microsoft Research - Flint-interactive: A language for creating interactive data visualizations$0 · EV 5%

    A language for interactive AI-generated data visualizations; no bearing on research/citation tooling demand or pricing. - free public feed reference; no purchase or creator reward.

  68. DecideSKIP
    MIT News: Artificial Intelligence - Q&A: How AI came to model the “messy” human mind$0 · EV 5%

    Historical Q&A on AI modeling the human mind; not relevant to the competitive/monetization question. - free public feed reference; no purchase or creator reward.

  69. DecideSKIP
    MIT News: Artificial Intelligence - At MIT, Martha Minow speaks on sustaining democracy, both by using and overcoming AI$0 · EV 5%

    Talk on democracy and AI; unrelated to document retrieval, citations, or willingness to pay. - free public feed reference; no purchase or creator reward.

  70. DecideSKIP
    MIT News: Artificial Intelligence - Reinforcing the value of human understanding at MIT$0 · EV 5%

    Symposium recap on human understanding at MIT; no coverage of the research-tool market or citation reliability. - free public feed reference; no purchase or creator reward.

  71. DecideSKIP
    Mozilla AI - The Future of AI is Personal — But Not The Way You Think$0 · EV 10%

    Essay on personal AI and writing/thinking; only tangentially touches ChatGPT usage habits, not citation tools, pricing, or segments. - free public feed reference; no purchase or creator reward.

  72. DecideSKIP
    Mozilla AI - Who searches the web for your agent?$0 · EV 15%

    Discusses who powers web search behind agents (ChatGPT, Claude) — adjacent to target 1 on general-assistant search limitations, but not about academic retrieval, citation accuracy, or paid differentiation. - free public feed reference; no purchase or creator reward.

  73. DecideSKIP
    Mozilla AI - You Don’t Just Need Better AI. You Need Better Infrastructure.$0 · EV 5%

    Agent infrastructure and permissions; unrelated to research/report tools or their pricing. - free public feed reference; no purchase or creator reward.

  74. DecideSKIP
    Mozilla Hacks - Behind the Scenes Hardening Firefox with Claude Mythos Preview$0 · EV 5%

    Firefox security hardening with AI models; unrelated subject. - free public feed reference; no purchase or creator reward.

  75. DecideSKIP
    Mozilla Hacks - Intent to Ship: JPEG XL$0 · EV 2%

    JPEG XL browser shipping intent; unrelated to the research-tool question. - free public feed reference; no purchase or creator reward.

  76. DecideSKIP
    Mozilla Hacks - Why is WebAssembly a second-class language on the web?$0 · EV 2%

    WebAssembly language design; unrelated subject. - free public feed reference; no purchase or creator reward.

  77. DecideSKIP
    Netlify - Tracking AI search traffic: how to use Netlify Log Drains to maximize AEO$0 · EV 10%

    About tracking AI crawler traffic for AEO visibility in ChatGPT/Claude/Perplexity — a publisher-side SEO topic, not user demand, citation gaps, or pricing for research tools. - free public feed reference; no purchase or creator reward.

  78. DecideSKIP
    Netlify - 5x faster Edge Functions: v8 isolates to Unikraft MicroVMs$0 · EV 2%

    Edge Functions infrastructure performance; unrelated. - free public feed reference; no purchase or creator reward.

  79. DecideSKIP
    Ollama - Run AI agents safely with Ollama and Fly.io$0 · EV 3%

    Running agents on Ollama/Fly.io; unrelated to research tooling value or pricing. - free public feed reference; no purchase or creator reward.

  80. DecideSKIP
    Ollama - Clef is available on Ollama's cloud$0 · EV 2%

    Model availability announcement; unrelated subject. - free public feed reference; no purchase or creator reward.

  81. DecideSKIP
    OpenAI Developers - Plugin UI examples$0 · EV 5%

    Plugin UI/MCP example code; developer mechanics only, no evidence on capabilities comparison, citation limits, or willingness to pay. - free public feed reference; no purchase or creator reward.

  82. DecideSKIP
    OpenAI Developers - Realtime prompting guide$0 · EV 3%

    Realtime voice prompting guide; unrelated to document research and sourced reports. - free public feed reference; no purchase or creator reward.

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

    OpenAlex SDG classifier accuracy — scholarly-data quality, but not about ChatGPT/Perplexity gaps, user segments, or pricing for research tools. - free public feed reference; no purchase or creator reward.

  84. DecideSKIP
    OpenAlex - Trusted journal lists come to OpenAlex$0 · EV 5%

    OpenAlex blog about trusted journal lists and predatory journals; concerns scholarly data quality, not ChatGPT/Perplexity capabilities, pricing, or willingness to pay for a research tool. No target is worth investigating here. - free public feed reference; no purchase or creator reward.

  85. DecideSKIP
    OpenAlex - Same topics, better assignments: a new topic classifier for OpenAlex$0 · EV 3%

    Technical post about OpenAlex topic classifier assignments; unrelated to the competitive/pricing question about general AI assistants. - free public feed reference; no purchase or creator reward.

  86. DecideSKIP
    Open Source Security Foundation - New OpenSSF Guide: Finding and Fixing Vulnerabilities Using AI$0 · EV 3%

    OpenSSF guide on finding software vulnerabilities with AI; different subject from research/report tools and citation reliability. - free public feed reference; no purchase or creator reward.

  87. 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 2%

    Podcast about cloud-native infrastructure and CNCF; no bearing on AI research tools or pricing. - free public feed reference; no purchase or creator reward.

  88. DecideSKIP
    Open Source Security Foundation - Who Checked It? Attestations, Gemara, and CRA Due Diligence$0 · EV 3%

    Attestations and CRA compliance for software supply chain; only tangentially about verification, not about paying for a document-finding/report tool. - free public feed reference; no purchase or creator reward.

  89. DecideSKIP
    Our World in Data - No matter what poverty line you choose, the share of the global population below it has declined$0 · EV 2%

    Data insight on global poverty lines; entirely unrelated to the research targets. - free public feed reference; no purchase or creator reward.

  90. DecideSKIP
    PLOS - The 2026 Global Young Academy call for new members is now open$0 · EV 3%

    Announcement of Global Young Academy membership call; no information on AI research tools, pricing, or user segments' willingness to pay. - free public feed reference; no purchase or creator reward.

  91. DecideSKIP
    PLOS - PLOS and Janeway collaborate to develop open-source publishing infrastructure$0 · EV 3%

    Open-source publishing infrastructure collaboration; not about AI assistants or paid research tooling. - free public feed reference; no purchase or creator reward.

  92. DecideSKIP
    PostgreSQL - pgrecon: open-source Oracle to PostgreSQL migration assessment and schema conversion$0 · EV 2%

    Oracle-to-PostgreSQL migration tool announcement; unrelated subject. - free public feed reference; no purchase or creator reward.

  93. DecideSKIP
    Protocol Labs - PL_Genesis: Frontiers of Collaboration Hackathon — The Next Chapter of Open Innovation$0 · EV 2%

    Web3 hackathon announcement; no relevance to the competitive analysis of ChatGPT/Perplexity or pricing. - free public feed reference; no purchase or creator reward.

  94. DecideSKIP
    Protocol Labs - Ed Boyden: Tools for Stimulating and Simulating the Brain$0 · EV 2%

    Neuroscience interview on brain stimulation; unrelated to research targets. - free public feed reference; no purchase or creator reward.

  95. DecideSKIP
    Python Blog - Python 3.15.1, 3.14.9 and 3.13.17 are out$0 · EV 2%

    Python security release notes; unrelated to AI research tooling or pricing. - free public feed reference; no purchase or creator reward.

  96. DecideSKIP
    PyTorch - PyTorch Foundation Welcomes Nine New Members As Momentum Builds Around Open Source AI Center of Gravity$0 · EV 2%

    PyTorch Foundation membership announcement; no bearing on document-finding/report tools or user willingness to pay. - free public feed reference; no purchase or creator reward.

  97. DecideSKIP
    PyTorch - Introducing TorchTPU$0 · EV 2%

    TorchTPU backend technical post; unrelated subject. - free public feed reference; no purchase or creator reward.

  98. DecideSKIP
    PyTorch - PyTorch Conference North America 2026: Accelerating Open Intelligence Together$0 · EV 2%

    Conference recap for PyTorch; not relevant to the research/pricing question. - free public feed reference; no purchase or creator reward.

  99. DecideSKIP
    PyTorch - One Search, Two Layers: Compiler Controls Inside PyTorch Helion using NVIDIA CompileIQ$0 · EV 2%

    GPU kernel autotuning/compiler post; unrelated to AI assistants, citations, or pricing. - free public feed reference; no purchase or creator reward.

  100. DecideSKIP
    React Blog - React 19.3$0 · EV 2%

    React 19.3 release notes; unrelated subject. - free public feed reference; no purchase or creator reward.

  101. DecideSKIP
    Rust Blog - Announcing rustup 1.29.2$0 · EV 2%

    rustup release announcement; unrelated to the research targets. - free public feed reference; no purchase or creator reward.

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

    Rust debugging survey results concern debugger usage in the Rust language, not ChatGPT/Perplexity capabilities, citation gaps, willingness to pay, pricing, or user segments. No target is worth investigating here. - free public feed reference; no purchase or creator reward.

  103. DecideSKIP
    Schneier on Security - Backdooring Open-Weight AI Models$0 · EV 5%

    Schneier's post on backdooring open-weight AI models is about model security, not research/citation tooling or pricing. Only tangential AI-safety relevance; not worth a read for these targets. - free public feed reference; no purchase or creator reward.

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

    A Friday squid blogging post about squid populations has no bearing on AI research assistants, citation accuracy, pricing, or user willingness to pay. - free public feed reference; no purchase or creator reward.

  105. DecideSKIP
    Sebastian Raschka - What Are the Different Approaches for Detecting Content Generated by LLMs Such As ChatGPT? And How Do They Work and Differ?$0 · EV 10%

    This piece is about detecting LLM-generated content, not about ChatGPT/Perplexity document-finding or citation capabilities, nor about pricing or demand. Only weak tangential relevance to target 1. - free public feed reference; no purchase or creator reward.

  106. DecideSKIP
    Sebastian Raschka - Building Reasoning Models from the Ground Up: A Full Video Course$0 · EV 3%

    A video course on building reasoning models covers model training, not research-tool capabilities, citation gaps, pricing, or buyer segments. - free public feed reference; no purchase or creator reward.

  107. DecideSKIP
    Sebastian Raschka - MiMo-V2.6 Pro Architecture and Training Notes$0 · EV 3%

    Architecture and training notes for MiMo-V2.6 Pro are technical model details, unrelated to the commercial/competitive question about research and citation tools. - free public feed reference; no purchase or creator reward.

  108. DecideSKIP
    Spotify Engineering - AI Changed How Spotify Builds. What We Learned (and Fixed) About Quality at Higher Velocity$0 · EV 5%

    Spotify's engineering post on AI-accelerated development and quality concerns internal software velocity, not document research tools, citation reliability, or pricing. - free public feed reference; no purchase or creator reward.

  109. DecideSKIP
    Spotify Engineering - Advancing Generative Recommendation Inference: our collaboration with NVIDIA on TensorRT LLM$0 · EV 3%

    Generative recommendation inference with TensorRT LLM is about personalization infrastructure, not research/citation tooling or willingness to pay. - free public feed reference; no purchase or creator reward.

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

    Stellar Protocol 30 upgrade details are blockchain infrastructure content with no connection to AI research assistants or their pricing. - free public feed reference; no purchase or creator reward.

  111. DecideSKIP
    Stellar Blog - Real-Time Prices for Stellar’s $4B Tokenized Assets Economy$0 · EV 0%

    Pyth Pro oracle pricing on Stellar concerns tokenized-asset price feeds, not AI research tool pricing or user demand. - free public feed reference; no purchase or creator reward.

  112. DecideSKIP
    Stripe Blog - Stripe survey: Four trends reshaping how SaaS platforms compete in the AI era$0 · EV 35%

    A Stripe survey of 200 SaaS platform leaders on how AI reshapes competition, pricing and retention could inform targets 2 and 5 (why buyers pay, competitive pressure from incumbents), though it is not specific to research/citation tools. Free read, so worth inspecting. - free public feed reference; no purchase or creator reward. — cached content is free, but this read does not clear the attention gate (EV 0.35, minimum 0.45, with a required claim target).

  113. DecideSKIP
    Stripe Blog - Trends from Money20/20 2026: The rise of “hidden” financial services$0 · EV 3%

    Money20/20 trends on hidden financial services and stablecoins are unrelated to AI research tools, citation accuracy, or pricing for such tools. - free public feed reference; no purchase or creator reward.

  114. DecideSKIP
    Supabase - Supabase is now a connector on Perplexity Computer$0 · EV 30%

    Supabase becoming a Perplexity Computer connector is first-hand evidence of Perplexity's expanding capability surface (agentic connectors, querying data), which bears on target 0 and indirectly on competitive differentiation in target 5. Free read. - free public feed reference; no purchase or creator reward. — cached content is free, but this read does not clear the attention gate (EV 0.30, minimum 0.45, with a required claim target).

  115. DecideSKIP
    Supabase - Give your Supabase app its own MCP server$0 · EV 5%

    Building an MCP server with RLS is developer infrastructure guidance, not evidence about research/citation tool capabilities, gaps, pricing, or demand. - free public feed reference; no purchase or creator reward.

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

    A children's Halloween songs livestream has no relevance to AI research tools, citation reliability, or willingness to pay. - free public feed reference; no purchase or creator reward.

  117. DecideSKIP
    Super Simple Songs - Kids Songs - Our Listening Ears 👂 | Animal Sounds & Guessing Game for Kids! | Super Simple Songs$0 · EV 0%

    A kids' animal-sounds guessing video is entirely unrelated to the research targets. - free public feed reference; no purchase or creator reward.

  118. DecideSKIP
    Tailscale - Sovereign AI starts with open infrastructure$0 · EV 10%

    Sovereign AI and open infrastructure touches on control over data and stack, which loosely relates to organizational buying motivations (target 2), but it is about networking/self-hosting rather than research or citation workflows. Too indirect to spend a read. - free public feed reference; no purchase or creator reward.

  119. DecideSKIP
    Tailscale - MagicRoute: Routing without physical routers$0 · EV 2%

    MagicRoute subnet routing is networking engineering content, unrelated to AI research assistants or their market. - free public feed reference; no purchase or creator reward.

  120. DecideSKIP
    V8 - How we made JSON.stringify more than twice as fast$0 · EV 2%

    Optimizing JSON.stringify in V8 is JavaScript runtime performance work with no bearing on the research question. - free public feed reference; no purchase or creator reward.

  121. DecideSKIP
    V8 - Giving V8 a Heads-Up: Faster JavaScript Startup with Explicit Compile Hints$0 · EV 2%

    Explicit compile hints for faster JS startup are engine internals, unrelated to document research tools, citations, or pricing. - free public feed reference; no purchase or creator reward.

  122. DecideSKIP
    Vicki Boykis - How to Learn ML in 2026 interview$0 · EV 8%

    An interview on how to learn ML in 2026 may touch on AI tooling habits, but it is career/learning advice, not evidence on ChatGPT/Perplexity capabilities, citation gaps, pricing, or willingness to pay. - free public feed reference; no purchase or creator reward.

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

    vLLM inference-serving performance blog; nothing about ChatGPT/Perplexity capabilities, citation gaps, pricing, or willingness to pay. Off-topic for all targets. - free public feed reference; no purchase or creator reward.

  124. DecideSKIP
    W3C Blog - Recap of the web & AI international standards seminar: generative UI and WebSkill$0 · EV 3%

    W3C seminar recap on generative UI and WebSkill standards; not about research/citation tools, their pricing, or user segments. Off-topic. - free public feed reference; no purchase or creator reward.

  125. DecideSKIP
    W3C Blog - Web of Things Working Group recharter: New momentum for IoT interoperability$0 · EV 1%

    Web of Things recharter/IoT interoperability; unrelated to AI research tools, citations, or pricing. - free public feed reference; no purchase or creator reward.

  126. DecideSKIP
    W3C Blog - We’re on a roll - EPUB 3.4 is coming$0 · EV 1%

    EPUB 3.4 publishing standard update; no bearing on ChatGPT/Perplexity gaps, citation reliability, or willingness to pay. - free public feed reference; no purchase or creator reward.

  127. DecideSKIP
    web.dev - New to the web platform in September$0 · EV 2%

    Monthly web platform feature roundup; not about AI research assistants or their commercial differentiation. - free public feed reference; no purchase or creator reward.

  128. DecideSKIP
    WebKit - WebKit Features for Safari 27.1$0 · EV 2%

    Safari 27.1 browser feature notes; unrelated to the research-tool value proposition targets. - free public feed reference; no purchase or creator reward.

  129. DecideSKIP
    WebKit - Submit your ideas for Interop 2027$0 · EV 1%

    Interop 2027 proposal call for web standards; no relevance to AI citation tools, pricing, or user segments. - free public feed reference; no purchase or creator reward.

  130. 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 1%

    Community bonding trip report; unrelated to the research-tool market question. - free public feed reference; no purchase or creator reward.

  131. DecideSKIP
    Wikimedia Diff - Beyond the Workshop: How the Electoral Integrity Seminar Opened New Doors for My Wikimedia and Media Work$0 · EV 3%

    Electoral-integrity seminar personal account; touches misinformation/fact-checking but not AI research tools, citation gaps, or pricing. - free public feed reference; no purchase or creator reward.

  132. DecideSKIP
    Wikimedia Diff - From an idea to a content partnership: discover the Content Partnerships Hub$0 · EV 2%

    Wikimedia content-partnership helpdesk; no connection to AI document search, citation reliability, or willingness to pay. - free public feed reference; no purchase or creator reward.

  133. DecideSKIP
    x402 - Linux Foundation Announces Operational Launch of x402 Foundation to Standardize Internet-Native Payments for AI Agents and Applications$0 · EV 3%

    x402 Foundation launch for HTTP-native agent payments; about payment rails, not about why users would pay for a research/report tool versus ChatGPT/Perplexity. - free public feed reference; no purchase or creator reward.

  134. DecideSKIP
    x402 - Linux Foundation Appoints Michael Hursta as Executive Director of the x402 Foundation$0 · EV 2%

    Appointment of x402 Foundation executive director; organizational news unrelated to the research-tool value/pricing targets. - free public feed reference; no purchase or creator reward.

  135. DecideSKIP
    Keryx owner release notes — first-party validation — Keryx v0.27.93$0.005 · EV 2%

    Keryx release notes about a source-preservation bugfix; first-party changelog, not evidence on ChatGPT/Perplexity gaps, pricing, or user willingness to pay. Paid toll not justified.

  136. DecideSKIP
    Keryx Engineering (first-party) — Recovering a Keryx paid research job$0.002 · EV 5%

    Keryx engineering doc on recovering a paid research job; concerns payment/journal mechanics, not the market rationale, citation gaps, or pricing of research tools. Low value for any target.

  137. 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
7d93fbe86e68d161628d37c31c11dfabfe4ecf44a483c32d9d250415c54ce4a3

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
SKIP128
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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