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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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816 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

    C++ and AI at CppCon: We have to use agents – more or less? ↗

    Hacker News discussion.

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

    Show HN: We built an open source, agent-first, alternative to Profound ↗

    We wanted a way to track AI visibility locally in an agent first way, so we built Canonry. On top of AI visibility, it integrates GSC, Analytics, server traffic, and ads to give your agent a full view of your site's visibility. Some of the things we've built on top of Canonry: an automated content generation engine, in-depth site health check monitor, ads optimizer. We learned a lot about AI visibility and how to optimize sites during this proces…

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

    Show HN: Busabase – an open-source system of record for AI agent work ↗

    Hacker News discussion.

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

    AI Support Agent That Carries Context Between Email and WhatsApp (Python) ↗

    Hacker News discussion.

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

    The evolution of LLM tool-use from API calls to agentic applications (2025) ↗

    Hacker News discussion.

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

    Show HN: AegisKernel – Zero-trust deterministic security runtime for AI agents ↗

    Hacker News discussion.

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

    Show HN: Check if your AI Agent looks good for clients ↗

    Just sign in with a free account, go to the Agents Scoring section, and paste the public URL of your x402/mpp agent. It will tell you what can be discovered by clients, what you can improve, etc.

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

    Show HN: Deterministic AI Agents Guardrail ↗

    Hi all, With everybody (and especially companies) using AI agents, I have decided to work on a deterministic guardrail tool for AI agents. What does it mean? On the same way that an AI agent can run “terraform plan”, it can also run “terraform destroy”. The tool ALLOWS or BLOCKS AI commands accordingly, to avoid unexpected “tragedies”. Please, note that this is not a hardened sandbox. The tool can be bypassed by a capable person or process, since…

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

    State of agentic coding #11: the curiosity test, Lisp, and labs that can't fail ↗

    Hacker News discussion.

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

    AlbertCode, an AI software engineering agent for building applications ↗

    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.