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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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6070 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

    Show HN: I built a directory to set up ChatGPT's always-on agents in one paste ↗

    Hey HN, I'm Demetrius. When OpenAI launched Dots (always-on agents in ChatGPT that run in the background, connect to your apps, and ask before risky actions), I wanted to set one up and went looking for examples of what other people were telling theirs. I couldn't find any. Each Dot comes down to three things: its instructions, the apps it can reach, and Custom Rules (Allow / Require approval / Block). The rules matter most, because they decide w…

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

    Claude's new auto eval tool ↗

    Hacker News discussion.

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

    Google's AI Push into Schools: 'It Slowed My Thinking Down' ↗

    Hacker News discussion.

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

    I built a reproducible AI dev VM so engineers can skip setup hell ↗

    Hacker News discussion.

  5. Hugging Face · Model / dataset date · First archived

    SuhaoYu1020/semantic-image-arith-ckpts — model update ↗

    # semantic-image — arithmetic image-edit checkpoints 22 checkpoints from the experiments in [`semantic-image`](https://huggingface.co/datasets/SuhaoYu1020/semantic-image-arith), selected because each one **is** a number in the results table — not because it is the best model. Several are here precisely because they *fail*. The task: given a 512×512 image of `Q: 21 + 60 = ?` / `A:`, edit it so the answer appears after `A:`. Input and target differ only in the answer glyphs, so the pixel loss isolates arithmetic. The metric is Qwen3-VL-2B OCR accuracy on a 1,000-example held-out test set (the ol

  6. Hugging Face · Model / dataset date · First archived

    hustvl/Multimodal-Flow — model update ↗

    # Multimodal Flow **Unified Flow Modeling of Language and Vision in Embedding Spaces** Multimodal Flow (MF) is a fully continuous framework for multimodal understanding and generation. Language and vision remain continuous states, organized as ordered hyperchunks in a shared causal stream. The same model interface supports text continuation, image understanding, and image generation. ## Authors [Hongyuan Tao](https://github.com/Hongyuan-Tao), [Xinggang Wang](https://xwcv.github.io/), [Lianghui Zhu](https://lh-zhu.github.io/index.html), [Yongkang Li](https://scholar.google.com/citations?user=F7

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

    Ask HN: My agent went haywire, does this output mean anything? ↗

    I have a relatively fresh Hermes agent that I just provisioned (the text below is from its 3-4 chat session ever) running on a headless Debian server. It's using Z.ai's GLM 5.3 Flash model, and I asked it to print details about its local environment and $PATH. After firing off a few relevant terminal commands, it seems to spiral off into some kind of LLM trance-like state. I have included the contents of the "Thinking for 1m36s..." block, which c…

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

    The Physical Stack Behind AI ↗

    Hacker News discussion.

  9. GitHub · Repository created · First archived

    chriskrajewski/Skylit.API.Community.Collab ↗

    Community hub for Skylit agents, APIs, and MCP projects

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

    Prompt Injection Firewall for AI APIs and Agent Tool Calls ↗

    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.

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