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 ↗5501 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.
- Hugging Face · Model / dataset date · First archived
kalyan-ks/Ammu-1.0-FactCheck-Need-base — model update ↗
# Ammu-1.0-FactCheck-base Fact-Check Need Classifier | ModernBERT Architecture | 150M Parameters | 96.56% Macro-F1 ## Overview Ammu-1.0-FactCheck-base is a lightweight encoder model trained to classify user prompts into (`FACT_CHECK_NEEDED`) or does not (`NO_FACT_CHECK_NEEDED`). It is trained on a diverse, high-quality synthetic dataset of user prompts labeled as `FACT_CHECK_NEEDED` `NO_FACT_CHECK_NEEDED`. It achieves an overall Macro-F1 score of 96.56%, outperforming much larger 307M encoder baselines across all difficulty tiers (easy, medium and hard). This model can be used an upfront guard
- Hacker News · Posted on Hacker News · First archived
Effect of research paper mills enough to start affecting LLM query results ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Talorys – A self-hosted personal AI agent on Cloudflare's free tier ↗
Hacker News discussion.
- GitHub · Repository created · First archived
caiopizzol/tres-pinos ↗
A tomada brasileira para agentes de IA: conectores que dão acesso ao que só existe no Brasil, e skills que ensinam o que fazer com ele 🇧🇷
- Hacker News · Posted on Hacker News · First archived
Rogue Anthropic AI agent gave police fake tip in unsolved murder case ↗
Hacker News discussion.
- GitHub · Repository created · First archived
sitor-ai/frametell ↗
Frametell: turn your ideas and material into vivid explainer videos with an AI director agent. Local-first, any model.
- Hacker News · Posted on Hacker News · First archived
Using AI for just 10 minutes erodes your ability to persist at hard things ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
AI Data Centers Not Paying Their Costs, Will Keep Using NDAs and Seek Tax Breaks ↗
Hacker News discussion.
- GitHub · Repository created · First archived
init-co-jp/diff-tour ↗
Walk through a diff the way a senior engineer reads it. A read-only TUI that turns a git change into a guided tour.
- Hacker News · Posted on Hacker News · First archived
Lumentum sold out of AI server parts till 2029 ↗
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 ↗
Follow a thread
Explore related regions
These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.