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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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823 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

    Launch: Assury Cross platform agent lifecycle mangement ↗

    Hey HN, I am David Girvi, co-founder of Assury.ai. We are practitioners who became vendors last year. I wanted to share that we have launched agent lifecycle management for cross-platform agents. One centralized spot for all your agents. AWS, Databricks, Snowflake, Salesforce, etc. Lifecycle does auto-discovery in every environment, plus auto-tagging. We bring everything into a tamper-proof, searchable audit trail. Easily see who or what teams ow…

  2. arXiv · Published · First archived

    Kairos: Transactional Security Enforcement at the System Boundary for LLM Agents ↗

    Large language model (LLM) agents are becoming an integral part of the software development lifecycle, and the capabilities granted to them allow an agent to act with the user's authority on any resource it can access. The reach that gives an agent its utility is equally available to an attacker who can steer it. Anything an agent ingests can carry an injected instruction, and since the model does not reliably distinguish instructions from data, indirect prompt injection should be mitigated by mediating the effects the agent produces. Such mediation faces a structural difficulty. Legitimate wo…

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

    Show HN: Recall – long-term memory for AI agents that notices when facts change ↗

    Hacker News discussion.

  4. GitHub · Repository created · First archived

    Zfinix/eleven ↗

    Agent-first reverse engineering for macOS, Windows and Linux: any ACP agent reads, renames and patches binaries, Android apps and GPU kernels next to you.

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

    Forcefield: Ultra-fast, lightweight, local-first AI Agent Harness ↗

    Hacker News discussion.

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

    Show HN: MemorySync – Memory for AI Agents ↗

    I created MemorySync because I kept running into the problem of AI agents not being able to remember useful things about users between conversations. I wanted an easy way to give the agents memory in my application without having to build the whole thing myself. MemorySync is an API for giving AI agents memory. The application sends MemorySync information provided by the user, MemorySync saves useful memories for that user, and they can be retrie…

  7. GitHub · Repository created · First archived

    DaniilBrusnikUa/claude-code-handoff ↗

    Stop paying to replay old Claude Code sessions. A summary file is saved after every reply, and a new session picks up from it for ~5x less.

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

    Agent Conversion – Can AI agents use your website? ↗

    Hacker News discussion.

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

    Building an evidence-grounded agentic security operations harness on Cloudflare ↗

    Hacker News discussion.

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

    "Rogue agents find a way out": AI communes with evil.com after bypassing sandbox ↗

    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.