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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 ↗819 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.
- GitHub · Repository created · First archived
eatmoreduck/yaya-skills ↗
Agent Skills 把 X Space 变成中文干货笔记：下载 → 带说话人转写 → LLM 蒸馏 → 分享图 / Turn X Spaces into distilled Chinese notes with speaker labels & share cards.
- GitHub · Repository created · First archived
timoncool/givememod ↗
Claude Code mods on demand — a skill that reads your conversation and builds the mod that fits: plan progress bar, files pane, context gauge, risky-command guard, test watcher. 11 tested templates, 29 building blocks, a map of 3,057 public mods. Terminal and desktop.
- OpenAlex · Published · First archived
Foundations for Investigations of Agentic AI Systems from the Forensic Analysis of OpenClaw ↗
Agentic AI systems are increasingly deployed as personal assistants and virtual employees, and are likely to become a common object of digital investigations and incident response. Yet little is known about how their internal state and actions can be reconstructed during forensic analysis, and systematic forensic approaches remain largely unexplored. We present the first empirical forensic study of a personal AI assistant, with OpenClaw as a case study. We examine its technical design via static code analysis and apply differential forensic analysis to identify recoverable traces across stages…
- GitHub · Repository created · First archived
SumantxD/shrike ↗
See what your app actually does. Click anything and watch the trip through your code, database and services, with real values. AI-native: your agent sees it too and fixes the real problem.
- Hacker News · Posted on Hacker News · First archived
AI Browser Agents: SEO, Security and Implementation Playbook for 2026 ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Phonebox – Cloud Android phones for AI agents ↗
Hacker News discussion.
- GitHub · Repository created · First archived
kdev1966/Handoff-CLI ↗
Shared, persistent memory for your AI coding assistants (Claude Code, Copilot, Cursor, Gemini CLI, Codex…): a local MCP server and CLI that hand work over between tools automatically.
- Hacker News · Posted on Hacker News · First archived
Agentic Item Lifecycle (AILC) ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
In agentic programming how do you handle follow up task ↗
I had this issue when the agent is doing something and the user send another task to correct the first intent how do you handle it. Now I'm using debounce but that affects 95% of messages that do not require to be rectified
- Hacker News · Posted on Hacker News · First archived
500B Tokens Later: Letting AI Agents Decompile a First-Person Shooter ↗
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 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 ↗
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These navigation suggestions are part of the map’s editorial structure, rather than measured evidence of a connection.