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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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852 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

    Did an AI Agent Hack DIVD? The Zammad Zero-Days ↗

    Hacker News discussion.

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

    Show HN: BananaSplit CLI – manage personal and group expenses with AI agents ↗

    Hacker News discussion.

  3. GitHub · Repository created · First archived

    BootLoops-ai/bootloops ↗

    BootLoops 1.0: certified computational tools and house engines for exact and high-precision physics and quantitative science, built to be driven by LLM agents. MIT; docs CC BY 4.0.

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

    Identity Management for Agentic AI [pdf] (2025) ↗

    Hacker News discussion.

  5. GitHub · Repository created · First archived

    flaviocopes/releases ↗

    A Mac app that tracks the versions and GitHub releases of the apps you make, and helps you ship the next one

  6. arXiv · Published · First archived

    Continuous Process-Level Evaluation for Evolving Enterprise AI Agent Skills ↗

    Enterprise AI agent skills evolve as tool APIs, models, and specifications change, yet final-output evaluation can miss process-level behavioral drift. We present a continuous evaluation framework combining outcome-level and process-level checks, applied to Revenue and Productivity variants of a Business Value Determination skill in an enterprise Value Aware Resiliency system. The framework independently computes per-run ground truth, materializes reusable template tests, and evaluates tool selection, arguments, execution order, and database integrity through programmatic checks and a narrowly…

  7. GitHub · Repository created · First archived

    wahyunuriman999/Muse-Skill-Hub ↗

    Open-source, LLM-agnostic capability runtime for AI agents — 97 skills as typed, permission-enforced MCP tools. Final certification: 23/23 gates PASS.

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

    Gaussian Splat Avatars for Realtime AI Agents ↗

    Hacker News discussion.

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

    Hotpath Record an AI agent once, replay it as a deterministic workflow ↗

    Hacker News discussion.

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

    When AI Agents Break In, Governments Shouldn't Be Stuck with the Cleanup ↗

    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 ↗

Related threads

Explore related regions

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