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Earlier sources: Artificial Intelligence

Artificial intelligence covers systems that learn from data, generate content, perceive their surroundings, or act toward a goal. Follow model research, agent tooling, evaluation, and the infrastructure used to build and run these systems.

SYMTRI organizes observations from public sources into a living map. Connections reflect shared subject matter; they do not establish causation or endorse a source.

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6007 classified signals in the fourteen-day window. Recent momentum: steady. These counts include signals awaiting readable evidence.

Earlier sources

Up to ten sources with readable evidence, ordered by their feed timestamp. These archive sources can be older than the live fourteen-day window. This list is a sample, not a measure of total activity. Dates distinguish paper publication, repository creation, model/dataset activity, Hacker News posts, and KEV catalog additions. “First archived” records when SYMTRI first stored the signal.

  1. Hacker News · Posted on Hacker News · First archived

    Hindsight – An open-source memory system for AI agents ↗

    Hacker News discussion.

  2. arXiv · Published · First archived

    Where Did the Repair First Go Wrong? Localizing the Origins of Silent Failures in Agentic Vulnerability Repair ↗

    Localizing where an LLM-based agent first fails to uphold security during a repair can show which stage of its workflow needs an additional safeguard. This is difficult for silent failures, which are patches that pass syntactic and functional checks but still contain a security vulnerability. Because such patches give no observable failure signal, existing failure attribution methods, which rely on observed task failures and labelled failure steps, are less suited to them. We propose Security Awareness Gap Evaluation (SAGE), a trace-based method that combines an assessment of the security reas…

  3. GitHub · Repository created · First archived

    yihui-dev/awesome-fable5-5-videos ↗

    A growing collection of videos people made with Claude Fable 5.5, with the prompts creators shared. Every video credited and linked to its post. Updated regularly.

  4. Hacker News · Posted on Hacker News · First archived

    How to build an AI-native software factory ↗

    Hacker News discussion.

  5. Hacker News · Posted on Hacker News · First archived

    People hate AI, so why can't they get enough? ↗

    Hacker News discussion.

  6. GitHub · Repository created · First archived

    SaM-runtime/claude-console ↗

    Multi-project console for Claude Code, built as a Claude Code mod: live project board, trigger actions, quota batteries; executes via Claude Code or Codex.

  7. Hacker News · Posted on Hacker News · First archived

    What's going on with AI token price deflation? ↗

    Hacker News discussion.

  8. Hacker News · Posted on Hacker News · First archived

    Show HN: Free Claude prompt that decides if a cold email should be sent at all ↗

    Hacker News discussion.

  9. GitHub · Repository created · First archived

    Grit-77/done-is-a-claim ↗

    Your coding agent says done. Show the receipt. Evidence-first workflows, practical skills, and plugins for Claude Code and Codex.

  10. Hacker News · Posted on Hacker News · First archived

    Show HN: Reright.it – Human approval for agent-written text ↗

    So, I use agents to write a ton of stuff now: e-mails, client messages, commit messages, comments, etc. The problem is that AI writing is VERY easy to spot and most of the time I don't want it being sent under my name, since it does not sound like me at all. After failing at trying to fix it with rulebooks or skills like humanizer, I decided it was better to try to "catch" every time the agents write public-facing text and force the agents to sen…

Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.

How to assess evidence about Artificial Intelligence

Check each original source for its methods, release status, limitations, and supporting data. A repository announcement, a preprint, and a published study provide different kinds of evidence. SYMTRI’s subject classification helps discovery; it does not independently validate the source’s claims.

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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.