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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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854 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. arXiv · Published · First archived

    SoK: Decentralized Agent Economic Infrastructure ↗

    Decentralized agent economies increasingly build a single task from protocols that were designed and secured separately. This creates a simple problem: a workflow can look correct at each step and still produce the wrong outcome. For example, a correct escrow may release payment on an authorized approval that provides little evidence that the delivered work actually satisfied the task. We systematize this problem across the full lifecycle of an agent task. Our study organizes security and economic requirements into 17 property families over six stages, with receipt soundness and completeness a…

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

    AI Agents Targeted U.S. and Canadian Government Websites ↗

    Hacker News discussion.

  3. GitHub · Repository created · First archived

    moritzkremb/framejam ↗

    Make videos with your coding agent: pick a style, then point at the frame and say what to change. Works with Hyperframes, Remotion or any video tool, over MCP.

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

    Vaadin 25.3: AI you can audit, and observability without the Java agent ↗

    Hacker News discussion.

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

    When Every AI Agent Action Is Authorized–and the Overall Decision Is Still Wrong ↗

    Hacker News discussion.

  6. GitHub · Repository created · First archived

    FidelisMM/shipstores ↗

    Ship iOS and Android apps from your AI agent. MCP server for App Store Connect, Google Play Console and Expo EAS.

  7. GitHub · Repository created · First archived

    Tuskira/ai-agent-gateway ↗

    AI Agent Gateway - an open-source gateway that secures, governs and observes AI agents' MCP tool calls and LLM traffic

  8. GitHub · Repository created · First archived

    sjespersen/homelab-agent ↗

    Turn a €70 used mini PC into an always-on AI agent server: Hermes, n8n, Pi-hole, monitoring, Tailscale and encrypted backups, all as code.

  9. GitHub · Repository created · First archived

    nickture/skills ↗

    Two Agent Skills that help an AI agent make an interface clear, consistent, easy to use and scalable, and Russian text clear and correct (English version planned), without the signs of AI-generated work. They work in Claude, Codex, Cursor and other compatible agents.

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

    Why Agentic AI Governance Can't Be Bolted On ↗

    Hacker News discussion.

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.