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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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5185 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. Hugging Face · Model / dataset date · First archived

    openfoodfacts/product-database — dataset update ↗

    # Open Food Facts Database ## What is 🍊 Open Food Facts? ### A food products database Open Food Facts is a database of food products with ingredients, allergens, nutrition facts and all the tidbits of information we can find on product labels. ### Made by everyone Open Food Facts is a non-profit association of volunteers. 25.000+ contributors like you have added 1.7 million + products from 150 countries using our Android or iPhone app or their camera to scan barcodes and upload pictures of products and their labels. ### For everyone Data about food is of public interest and has to be open. Th

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

    pwxcdct/llama2-7b-sandbox — model update ↗

    # Sandbox 7B model A sandbox copy for testing. ## Evaluation | Benchmark | Score | |---|---| | MMLU | 45.3 | | HellaSwag | 77.2 | | ARC | 53.1 |

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

    Reddit Unveils AI Moderation; Old Reddit Is Restricted to Logged-In Users ↗

    Hacker News discussion.

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

    PRAISE (Preceptorship for AI-Accelerated Software Engineering) ↗

    Hacker News discussion.

  5. arXiv · Published · First archived

    Bubble-Sort Exchange Networks: Symmetry Selection Rules and Language-Model Distillation on Exchange-Only Spin Chains ↗

    On a chain of exchange-coupled quantum dots a Heisenberg exchange pulse of area pi is a SWAP, so the parallel bubble-sort SWAP network of superconducting chains is native to exchange-only (EO) spin qubits, and any other pulse area fuses routing with an entangling interaction. We build a variational "bubble-sort exchange network" (odd-even transposition, one parameter per pulse) and study it as a Born machine read out by Pauli spin blockade. Exchange conserves total spin, so the reachable readout distributions are fixed by the total-spin content of the initial product state. For the two-spin si…

  6. GitHub · Repository created · First archived

    MarcAparisiTFG/portkeeper ↗

    See the ports you have open and who started them. A tiny menu bar / tray widget for macOS and Windows.

  7. arXiv · Published · First archived

    Coverage-Preserving Self-Healing in Partially Observable 3D UAV Swarm Networks via an Advection-Diffusion Graph Transformer ↗

    This paper investigates the resilience and self-healing of unmanned aerial vehicle swarm communication networks under severe network partitioning in complex and adversarial environments. To address limited global observability after damage, we develop a damage-state inference mechanism that enables the ground control station (GCS) to infer global failures from sparse local reports without transmitting location-sensitive coordinates. To recover multi-cluster partitioned topologies, we then propose AdDiff-GT, a physics-inspired graph Transformer that incorporates advection-diffusion dynamics int…

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

    Show HN: Stylebot 4 – restyle any website, by hand or with your coding agent ↗

    I started Stylebot in 2010 to change how websites look without writing CSS by hand. I have kept maintaining it since then. Now, with AI tools, I’ve finally been able to fix bugs and add features I never had time for. 4.0 has a new, modern editor that shows each element's actual styles, profiles, better sync, versioning and includes a CLI for coding agents. I am most excited about adding the CLI, which lets claude code or any other agent restyle a…

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

    Toward a Self-Improving Agentic Code Review Loop ↗

    Hacker News discussion.

  10. arXiv · Published · First archived

    Can AI Forecast the Extremes? Evaluating Probabilistic Weather Models on Tropical Cyclones ↗

    Weather prediction is undergoing an important shift, with data-driven AI models outperforming leading numerical weather prediction systems on average at a fraction of the computational cost. Yet, whether this success extends to extreme events remains contested. Earlier evaluations have exposed important shortcomings, but have largely focused on deterministic models and metrics, leaving the capabilities of the latest probabilistic models less understood. We conduct an extensive benchmark of tropical cyclone forecasting, comparing GenCast, FourCastNet 3, and FGN with ECMWF's operational physics-…

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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