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Earlier sources: AI agents
AI agents use models to choose actions, call tools, and work toward a goal. This thread follows agent frameworks, memory, orchestration, evaluation, and safeguards; autonomy and reliability vary between 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 ↗860 classified signals in the fourteen-day window. 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
Show HN: Search2o – Search that finds and runs an AI agent for each request ↗
I have been working on search systems for a while, and I always wondered: What if search, instead of matching documents, matched workflows and ran those workflows? I called it “Search that executes” — as opposed to search that retrieves information. When AI agents showed up a few years ago, I realized that those workflows could be agents — capable of understanding a user’s query and taking branches dynamically. That’s when I got excited enough ab…
- GitHub · Repository created · First archived
estebanbaigts/Yumi ↗
A small companion that lives in the notch of your Mac. He watches your agents, listens to your music with you, and tells you when to take a break.
- Hacker News · Posted on Hacker News · First archived
An AI agent escaped Google's kvmCTF sandbox ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
How to Red-Team Your AI Agent's Pull Requests in GitHub Actions ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Testing in the Open Air: a shared test range for AI agents ↗
Hacker News discussion.
- GitHub · Repository created · First archived
alphaparkinc/genpark-streaming-markdown-code-block-tracker-skill ↗
State-machine tracker detecting unclosed code blocks and formatting tags in live streaming LLM output
- GitHub · Repository created · First archived
Alpha-Park/genpark-token-bucket-rate-limiter-burst-controller-skill ↗
High-precision token bucket rate limiter with burst capability for LLM token quotas and TPM enforcement
- GitHub · Repository created · First archived
alphaparkinc/genpark-token-bucket-rate-limiter-burst-controller-skill ↗
High-precision token bucket rate limiter with burst capability for LLM token quotas and TPM enforcement
- GitHub · Repository created · First archived
vakovalskii/nd-video-studio ↗
Explainer videos from HTML (HyperFrames → MP4) with AI narrator, music and mixing — Claude Code / Codex skills on NeuralDeep models
- GitHub · Repository created · First archived
wangyuer1-lang/papergraph ↗
Write papers as graphs. Inspect propositions and relationships, and collaborate with AI agents in a local Windows workspace.
Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.
How to assess evidence about AI agents
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 ↗
Related threads
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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.