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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.
Open in the map ↗5996 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
KrisLiu16/HS-Guard-v10 — model release ↗
# HS-Guard v10 **Zhihao Liu · Naive N0.5** [Inference code](https://github.com/KrisLiu16/HS-Guard) · [Technical report](https://github.com/KrisLiu16/HS-Guard/blob/main/docs/technical_report.pdf) · [Evaluation](https://github.com/KrisLiu16/HS-Guard/blob/main/docs/evaluation.json) HS-Guard is a 754.5M-parameter hybrid-state safety classifier with separate prompt and response heads. It combines eighteen gated-delta layers with six 512-token window-attention layers. It scores risk directly and does not generate text. ## Usage The model uses the released `hs-guard` package rather than `AutoModelFor
- Hacker News · Posted on Hacker News · First archived
Putting the trace before the loop: observability-first AI agent design ↗
Hacker News discussion.
- GitHub · Repository created · First archived
yaoyuxiang-gnn/agent-guard ↗
Budget caps, runaway-loop detection and circuit breakers for AI agents. Zero dependencies, framework agnostic.
- Hacker News · Posted on Hacker News · First archived
Management is forcing us to use AI ↗
I’m paraphrasing; «You use AI or you’re not working here. Humans are not perfect coders nor are AIs. So why should you be allowed to code without AI. It’s a netloss for us. You either use it or you start looking for a different job.» Can’t believe Im being forced to make myself dumber. I really dont want to spend even more hours in front of my laptop, but looks like I have to because this whole industry is now dependent on AI. This is the US.
- Hugging Face · Model / dataset date · First archived
freakyskittle/CYBER-FROST-3.8-GGUF — model update ↗
# CYBER-FROST-3.8 GGUF Build in progress. These files are not a release. No quant here has passed a generation smoke test. An upload only means the file finished writing. It becomes usable after it loads and produces coherent text, and that result is written in the test log below. Source checkpoint: [Blackfrost-AI/CYBER-FROST-3.8-BF16](https://huggingface.co/Blackfrost-AI/CYBER-FROST-3.8-BF16). Architecture `qwen4exp` (`Qwen4ExpForConditionalGeneration`), from `Qwen/Qwen3.8-Flash-Next`. Text stack only. The vision tower was not converted. About 180B parameters, about 6B active. 48 layers, 512
- Hugging Face · Model / dataset date · First archived
liuyueyi-8/Elastic-Forcing-training-dataset — dataset release ↗
# Elastic-Forcing training datasets - [`wan-1.3B-dataset/`](wan-1.3B-dataset): 8,682 original videos and paired captions used by experiment 10351. Each dataset folder contains its own videos, caption metadata, training manifest, and provenance. Original training data are kept separate across model scales.
- GitHub · Repository created · First archived
pnnnhan99/awesome-free-ai-apis ↗
A curated collection of free & free-tier AI APIs for developers, vibe coding, AI apps, and modern software development.
- Hacker News · Posted on Hacker News · First archived
Flowlight – open-source network visibility for AI agents on macOS ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Foundations of Large Language Models ↗
Hacker News discussion.
- GitHub · Repository created · First archived
Alpha-Park/genpark-page-rank-power-iteration-centrality-skill ↗
PageRank random walk and power iteration centrality engine scoring authority and influence across interconnected agent networks.
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.