THE INTERNET IS THINKING
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.
Open in the map ↗5789 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.
- arXiv · Published · First archived
Neural Network Verification for Deep Joint Source-Channel Coding ↗
Deep joint source-channel coding (DeepJSCC) transmits data end-to-end over wireless channels using a neural encoder-decoder, but reconstruction quality can degrade sharply under adversarial perturbations and channel disturbances; no method formally bounds this degradation for DeepJSCC. We present the first bound-propagation framework for verifying DeepJSCC's decoder, bounding worst-case reconstruction error over a given wireless channel's noise region. Current deep neural network (DNN) verifiers do not support three DeepJSCC decoder components: parametric rectified linear activations (PReLU),…
- Hugging Face · Model / dataset date · First archived
vishvananda/mtg-oracle-qwen3-4b-checkpoints-20261007 — model update ↗
# MTG Oracle — train, step 8200 Research QLoRA adapter; epoch 0.4147. This is a checkpoint, not a claim that training or evaluation is complete. No final-test accuracy is claimed. Dataset: vishvananda/mtg-oracle-design-descriptions-v2@7c1bbca04b4259c15c397c5c6a00af5e143ef21e. Exact base revision: `cdbee75f17c01a7cc42f958dc650907174af0554`. This snapshot is tagged `small-holdout-v2-train-step-00008200`. Pin that tag/commit when downloading. Download the base separately; load with Transformers/PEFT, apply `system-prompt.txt`, and disable thinking. See `checkpoint.json` for the recipe and data/co
- Hacker News · Posted on Hacker News · First archived
Show HN: Porch – a Mac menu bar work log for Claude Code and Codex sessions ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Is Google limiting -AI Searches ↗
Hacker News discussion.
- arXiv · Published · First archived
Can LLMs Fix It Without Code? Toward Automated Verification of No-Code Bug Fixes ↗
A no-code fix resolves an invalid bug report by directing the user to change a setting, update to a version where the problem is already fixed, or adjust their workflow. Manually verifying whether a proposed no-code fix resolves the reported bug takes considerable developer time. This study proposes an automated, execution-based pipeline for evaluating the capability of large language models (LLMs) to generate no-code fixes in a real browser environment. We evaluate 322 no-code fixes generated by the 12 configurations released with the benchmark of a previous study, covering bug reports catego…
- Hacker News · Posted on Hacker News · First archived
Show HN: Ask Claude about any UK company – no API key needed ↗
The hosted MCP endpoint needs no signup or key - Add https://registrum.co.uk/api/mcp to Claude, Cursor or any MCP client and ask things like "who are the directors of Tesco and what else do they run"
- Hacker News · Posted on Hacker News · First archived
The AI purge has begun ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Walking Robotic Hand Uses AI to Learn New Tricks ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Microsoft is sandboxing AI agents at the OS level ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: Tallyhook – price Claude Code and Codex logs per client you bill ↗
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.