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Earlier sources: Artificial Intelligence

Artificial intelligence covers systems that learn from data, generate content, perceive their surroundings, or act toward a goal. Follow model research, agent tooling, evaluation, and the infrastructure used to build and run these 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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5498 classified signals in the fourteen-day window. Recent momentum: steady. 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

    Google expands SynthID Detector for AI content ↗

    Hacker News discussion.

  2. GitHub · Repository created · First archived

    yanfei0725/dsh-qwen-paint ↗

    面向 DeepSeek Harness 的本地图像生成插件(优化版):经本机 ComfyUI 调用 Qwen-Image 2.1 生成图像,全部流量限于 127.0.0.1。本版增强推理性能、NVIDIA/Intel/AMD 显卡适配与 Windows/Linux 兼容。原作者 @奇迹与你,优化版 @yanfei0725。

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

    AI Agent Security: Six Controls from Nine Real Incidents ↗

    Hacker News discussion.

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

    Show HN: Tessary – Find the AI agent failures your sampled evals miss ↗

    Hey, I'm Akhil, co-founder of Tessary. An open-source agent reliability platform that monitors every production trace, detects issues that sampled evals miss, and investigates to find the root cause. We started up about a year ago building synthetic users for usability testing of B2B software, we built the agents that would personify real users and use the software but, we were never able to make them work reliably enough for long running session…

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

    Side Projects in the AI Era: The Ponzi Potato Story ↗

    Hacker News discussion.

  6. GitHub · Repository created · First archived

    megablue/mega-skillstate ↗

    An OpenCode 2.0 plugin that bounds a session's context window with an explicit, structured execution state (Σ) instead of an append-only conversation history.

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

    AI found solutions to problems in 22 scientific fields hiding in plain sight ↗

    Hacker News discussion.

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

    Ask HN: How will socio-economic mobility look like in an AI future? ↗

    The advantages which previously resided with intelligence or skills now move to capital. This takes away one of the last pathways us peasants had towards socio-economic mobility. Intelligence is effectively commoditized. In a post-AI future, presumably non-knowlegde-work jobs like Pizza Delivery worker, Kindergarten teacher or even Plumber would still exist. But these jobs have little place to shine since they entirely depend on human bottlenecks…

  9. GitHub · Repository created · First archived

    hongfaqiu/strata-manager ↗

    Strata Manager makes Niko1221/Strata, the local LLM inference engine, easier to set up and use. Manage local models and services, monitor hardware and API usage, chat and tune inference. Open-source desktop app for Windows / Linux x64.

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

    Show HN: ShipOrNah – Free security scan for AI-generated apps ↗

    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 Artificial Intelligence

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.