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Earlier sources: AI agents

AI agents use models to choose actions, call tools, and work toward a goal. This thread follows agent frameworks, memory, orchestration, evaluation, and safeguards; autonomy and reliability vary between 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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811 classified signals in the fourteen-day window. 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

    Nvidia, Microsoft Launch Windows PCs with RTX Spark and AI Agents ↗

    Hacker News discussion.

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

    Agentic journal of higher categorical semantics ↗

    Hacker News discussion.

  3. GitHub · Repository created · First archived

    alibaba/qz-browser-agent ↗

    Local-first AI agent for Chrome: browser automation, web research, and data extraction with your own model.

  4. GitHub · Repository created · First archived

    a-samy-consultancy/claude-code-setup-kit ↗

    Turn Claude Code into a disciplined build team in 10 minutes. One file, any project. Built by Abdo Samy.

  5. GitHub · Repository created · First archived

    juliobsz/skills ↗

    An agent skill that builds award-caliber websites from one line

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

    Show HN: Plimsoll, a self-hosted sandbox for code your AI agent writes ↗

    Hacker News discussion.

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

    Botmail: A mailbox for every AI agent ↗

    Hacker News discussion.

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

    An AI agent's $20 Kalshi account, with an exact reward model ↗

    Hacker News discussion.

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

    Show HN: I Cut my Agent Tokens By 50% ↗

    This started by watching the built-in tool calls in Claude code. We noticed that a LOT of the time was being spent searching for lines of code with regex. This approach makes sense when you are working in an unknown environment, but we all work inside of some codebase structure and tracking. This took us down the rabbit hole of codebase indexing and led to us building Indexio. Indexio was built to eliminate the time and tokens agents waste redisc…

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

    Ask HN: How do swarms of AI agents work? ↗

    Andrej Karpathy posted about the growing gap in how people experience AI: ~75% have barely used LLMs ~20% use them casually ~0.2% use frontier models professionally for math and code ~0.00006% have access to frontier systems internally He writes: "And finally we get to the ~5,000 people (~0.00006%) with access to frontier-grade systems internally. The external world has seen the preview. It looks like swarms of thousands of agents collaborating o…

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

How to assess evidence about AI agents

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.

See the collection and counting methodology ↗ · Read the weekly synthesis ↗

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