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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 ↗837 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
Natura unveils $99 Interface smart ring for AI agents and apps ↗
Hacker News discussion.
- GitHub · Repository created · First archived
IbrahimSobh/AISkills ↗
A collection of useful AI skills (SKILL.md) for Claude and other AI agents, starting with a sourced fact-checker.
- GitHub · Repository created · First archived
ls-open/md-to-word ↗
用 Markdown 写稿，导出符合学校与期刊要求的规范 Word。排版格式逐条声明在 requirements.txt，改一行就整篇换格式。面向学位论文、期刊、公文与白皮书。AI Agent Skill。
- GitHub · Repository created · First archived
abbcreat-cyber/stepfun-harness ↗
阶跃星辰 Harness｜让 AI 在桌面真正开工：订阅与 API、多代理工作流、插件、Mini。A desktop AI workspace powered by Step Code.
- GitHub · Repository created · First archived
Miftahul-Islam-Efaz/Motion-graphics-skill ↗
Best Motion graphics and video editing skill for Claude Code, Codex and Cursor. Plan, animate, edit, caption and sound-design complete videos, rendered locally without After Effects.
- Hacker News · Posted on Hacker News · First archived
The SQL ran fine. 58% of the answers were wrong (AI agents on a real warehouse) ↗
Hacker News discussion.
- GitHub · Repository created · First archived
Timofey121/OrchestraKit ↗
Codex-first orchestration with bounded agents, adaptive model routing, verified results and a local dashboard.
- Hugging Face · Model / dataset date · First archived
springofwindslabs/mcp-agent-trajectory-benchmark — dataset update ↗
# 🛑 Stop LLM Agent Collapse Caused by State Corruption **Most agent failures are not tool failures. They are state failures.** The model believes the world is still valid — when reality has already changed. This MCP trajectory dataset trains **belief revision**, **state recovery**, and **autonomous replanning**: ```text believed : 45/50 rooms synced ← agent trusts a stale worker log tool : "success", count: 0 ← silent no-op (the worst failure mode) verify : GDS reports actual = 40 ← belief revision from live evidence replan : re-sync rooms 41–50 ← autonomous recovery, no human in loop ``` **M
- GitHub · Repository created · First archived
adsorgcn/WorkBuddy ↗
iLang 专家与技能的 GitHub 安装源，海外版 WorkBuddy 可直接装：公众号爆文结构专家 v2.0（素材进稿子出，12 项自查，内置去 AI 味）· iLang experts & skills for WorkBuddy, installable from GitHub
- Hacker News · Posted on Hacker News · First archived
Show HN: Llmll – AI agents fill typed holes, an SMT solver rejects wrong fills ↗
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.