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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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5952 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. arXiv · Published · First archived

    The Editor Has Read-Only Access: Correctness Signals in Diffusion Language Models ↗

    Diffusion language models generate code by repeatedly updating a partially masked sequence. We ask whether their internal activations encode code correctness and whether that information can improve generation. Across six diffusion models, linear probes distinguish passing from failing attempts, with the strongest reads generally appearing beyond the early layers. Controls using small semantic mutations support a connection to correctness rather than surface style alone. In comparisons with model confidence, probe point estimates offer no consistent advantage. Adding a probe-derived direction…

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

    Misleading AI-Generated Summaries Can Distort Human Memory ↗

    Hacker News discussion.

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

    Fable Decides, Opus and Sonnet Do the Work: How I Route Claude Code Subagents ↗

    Hacker News discussion.

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

    OpenAI axes next model citing safety issues ↗

    Hacker News discussion.

  5. GitHub · Repository created · First archived

    Manas-2005-oss/Bid-memory-AI- ↗

    Open-source repository in JavaScript.

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

    OpenAI models may get more reasoning budget through the API than through Codex ↗

    Hacker News discussion.

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

    The Macroeconomic Effect of AI: Sizing the Software Engineering Channel (NBER) ↗

    Hacker News discussion.

  8. arXiv · Published · First archived

    Can Agents Design Libraries for Agents? ↗

    Agents increasingly build on code written by other agents, and they reimplement rather than reuse, growing the codebases later agents must work in. To measure how well agents design libraries for other agents, we introduce LibraryDesignBench, a two-phase benchmark in which an agent implements a full-featured library from a specification that defines required capabilities and potential use cases without prescribing the design. We evaluate the library through the correctness and simplicity of programs written by three user agents from different model families. The benchmark spans 242 expert-vali…

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

    mradermacher/SoliDeoGloria-Gemma-4-31B-it-i1-GGUF — model release ↗

    ## About weighted/imatrix quants of https://huggingface.co/moonshineai/SoliDeoGloria-Gemma-4-31B-it ***For a convenient overview and download list, visit our [model page for this model](https://hf.tst.eu/model#SoliDeoGloria-Gemma-4-31B-it-i1-GGUF).*** static quants are available at https://huggingface.co/mradermacher/SoliDeoGloria-Gemma-4-31B-it-GGUF **This is a vision model - mmproj files (if any) will be in the [static repository](https://huggingface.co/mradermacher/SoliDeoGloria-Gemma-4-31B-it-GGUF).** ## Usage If you are unsure how to use GGUF files, refer to one of [TheBloke's READMEs](ht

  10. GitHub · Repository created · First archived

    VoKhoiNhon/open-skill-standard ↗

    Open, agent-agnostic standard and router for Agent Skills across 28 IT roles - integrates superpowers, BMad Method, spec-kit, codegraph and more.

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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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.