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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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5983 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. GitHub · Repository created · First archived

    conduktor/kafka-mcp ↗

    MCP server for Apache Kafka — built into Conduktor Console. Topics, consumer groups, schemas and cluster health, under your existing RBAC.

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

    Show HN: Popular Claude Code skills vs. a placebo: 2 beat it, 1 did worse ↗

    Hacker News discussion.

  3. arXiv · Published · First archived

    Rapid Sequence Cost Evaluation for Multi-Spacecraft Rendezvous: A Permutation-Invariant Set Transformer ↗

    Multi-spacecraft multi-rendezvous mission design requires repeated evaluations of the total cost of visiting a target set within a given time window, and the efficiency of this evaluation is the primary barrier to global search. Existing methods either optimize the order and epochs of each candidate sequence, which is expensive, or estimate the cost leg by leg, in which case the error accumulates with the sequence length. This paper proposes a deep model that regresses the total cost of an unordered target set directly: the pairwise transfer cost surface of each target pair is compressed into…

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

    JumpStar is the world's strongest AI engine for Chinese Checkers ↗

    Hacker News discussion.

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

    Show HN: RigMark benchmarks local AI the way coding agents use it ↗

    Hacker News discussion.

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

    Show HN: Bringing a Billy Bass to Life with AI ↗

    Hacker News discussion.

  7. arXiv · Published · First archived

    Ariadne's Thread of LipSync: Unraveling Forgeries via Inconsistency between Lip Motions and Head Poses ↗

    Recent advances in LipSync generation technology have led to the creation of highly realistic videos, posing severe societal risks. However, existing defense strategies struggle against LipSync forgeries, as advanced LipSync generation methods not only achieve better lip synchronization but also eliminate visual artifacts. An important reason is that they overlook an inherent biological coupling between lip movements and head poses in natural speech videos. In this paper, we propose LipDA, a novel framework for joint LipSync Detection and Attribution, which takes advantage of the inconsistency…

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

    NewsGuard Launches First AI Chatbot Built to Deliver Trusted Journalism ↗

    Hacker News discussion.

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

    The Fossil Logic of the Industrial and AI Revolutions ↗

    Hacker News discussion.

  10. arXiv · Published · First archived

    Decoy and disclosure radii of invariant shape descriptors ↗

    A recognizer that compares rotation-invariant descriptors sees a surface only up to the fiber of the descriptor. We measure this fiber by its radius in the orbit distance from the enrolled surface. A large radius admits decoys, that is, distant shapes that pass the matcher. A small radius discloses the enrolled shape to anyone who captures the stored value. For star-shaped surfaces truncated to spherical harmonics of degree at most $L$, with $n$ coefficients, a descriptor of generic rank $r$ has generic fibers of dimension $n-3-r$ modulo rotations. The standard pool of band powers, even bispec…

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.