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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

    Show HN: Deep Recall – portable memory you own for Claude, ChatGPT and agents ↗

    Hacker News discussion.

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

    Speculative tool calling: cutting voice AI agent latency ↗

    Hacker News discussion.

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

    How far can $1k take you when training an agentic LLM from scratch? ↗

    Hacker News discussion.

  4. GitHub · Repository created · First archived

    imhuhe/gongwen-kit ↗

    公文生成与机检工具:按 GB/T 9704 生成、修复 Word 公文,出稿自动查体例、数字与文风;本地运行,面向党政机关与央国企

  5. GitHub · Repository created · First archived

    Alpha-Park/genpark-agentic-canary-deployment-drift-guard-skill ↗

    Agentic Canary Deployment Drift & Metric Regression Guard. Conducts Welch's t-test statistical hypothesis testing between baseline and canary agent versions across P99 latency, error rates, and hallucination scores to execute instant automa | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

  6. GitHub · Repository created · First archived

    alphaparkinc/genpark-agentic-canary-deployment-drift-guard-skill ↗

    Agentic Canary Deployment Drift & Metric Regression Guard. Conducts Welch's t-test statistical hypothesis testing between baseline and canary agent versions across P99 latency, error rates, and hallucination scores to execute instant automa | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

  7. GitHub · Repository created · First archived

    Alpha-Park/genpark-personal-agent-daily-information-diet-synthesizer-skill ↗

    Personal Agent Daily High-SNR Information Diet Synthesizer. Aggregates research papers, industry feeds, and executive memos, scores signal-to-noise ratios (SNR), penalizes clickbait and domain echo chambers, and distills personalized 3-minu | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

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

    Veda: The Agentic Hobby OS Added Video Player ↗

    Hacker News discussion.

  9. GitHub · Repository created · First archived

    alphaparkinc/genpark-personal-agent-daily-information-diet-synthesizer-skill ↗

    Personal Agent Daily High-SNR Information Diet Synthesizer. Aggregates research papers, industry feeds, and executive memos, scores signal-to-noise ratios (SNR), penalizes clickbait and domain echo chambers, and distills personalized 3-minu | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

  10. GitHub · Repository created · First archived

    Alpha-Park/genpark-agentic-flight-delay-eu261-compensation-claimant-skill ↗

    Automated Flight Delay & Cancellation EU261 / UK261 Regulatory Compensation Claimant. Computes flight route Great-Circle distances via Haversine geometry, applies statutory compensation tiers (up to EUR 600), screens extraordinary circumsta | GenPark: https://www.genpark.ai | LinkedIn: https://www.llinkedin.com/company/92955550

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.