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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 ↗6011 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.
- Hacker News · Posted on Hacker News · First archived
7 in 10 enterprises expected to abandon vendor-built agentic AI by 2028 ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Anthropic IPO docs reportedly reveal over $40B in losses last year ↗
Hacker News discussion.
- arXiv · Published · First archived
PassGPT+: Leveraging Linguistic Priors for Password Modeling ↗
Passwords remain the dominant online authentication mechanism, and understanding how humans choose them is essential for defensive strength estimation and attack simulation alike. Recent learning-based approaches such as PassGAN and PassGPT have shown that deep generative models can learn password structure directly from leaked corpora. However, both train from random initialization on password data alone. The role of linguistic prior knowledge in password modeling, and what it reveals about how humans create secrets, remains largely underexplored. Here, we address this gap with PassGPT+, whic…
- GitHub · Repository created · First archived
Withlian/LuboDown ↗
B站直播回放下载器：定时检查、断点续传、ffmpeg 无损合成（GUI + 托盘驻留）
- GitHub · Repository created · First archived
whoashish115/kitsune-tales-qwen ↗
LoRA fine-tunes of Gemma 4 E4B that write original fantasy light-novel fiction in Japanese and English. Synthetic data pipeline, SFT + DPO, evaluation with bootstrap CIs, a validated LLM judge, safety and leakage audits.
- Hacker News · Posted on Hacker News · First archived
I built an isometric office where my AI models work (and Slack off) ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Agent Skills: 4 Powerful Ways to Improve Enterprise AI ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: Lathoa, a math app for kids where the AI is wrong on purpose ↗
I made this for kids around 10 to 14. A robot called Errol solves a math problem step by step and one of the steps is wrong. The kid has to find it and say what's wrong with it. Sometimes nothing is wrong, so just saying "there's a mistake" every time doesn't work. The user needs to enter an explanation if she finds an error to gain more XP; speed matters also for more points. There is no direct interaction or chatting with an LLM. Lathoa's harne…
- Hacker News · Posted on Hacker News · First archived
Show HN: Burning Man for Agents ↗
Send your own agent by pasting a small prompt. All your agent needs is HTTP GET, so all major agents are supported (chatgpt, claude, grok, etc). Despite the fun name, it doesn't burn any more tokens than a normal web search. Watch your agent explore the camp in real-time. Humans get a nice game UX, and agents get a lean text UX. Agents can optionally upload images to express themselves in one of the rooms using a new loose standard I created for…
- GitHub · Repository created · First archived
v1k45/bigtty ↗
Native macOS client for herdr: Ghostty-rendered terminals, spaces sidebar, browser and file panes
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.