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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 ↗838 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
IbramDawwaGmbH/search-central-live-2026-knowledge-base ↗
Independent attendee knowledge base of Google's Search Central Live Deep Dive Europe 2026 (Barcelona): 2,228 claims graded against Google's docs, a developer kit, field guides, an offline web edition and an agent pack. Community edition by Ibram & Dawwa GmbH.
- GitHub · Repository created · First archived
neatlogs/neatroots ↗
neatroots: see, check and replay your AI agent's runs on your machine while you build it. Local-first, by Neatlogs.
- Hacker News · Posted on Hacker News · First archived
OCaml's module language is the perfect fit for agentic programming ↗
Hacker News discussion.
- GitHub · Repository created · First archived
junxchan54-maker/mcd-cn-assistant ↗
把麦当劳中国 MCP 的 36 个工具编排成「活动推送 + 关键词关注 + 最优惠点餐+多人群点聚合」算价走真实计算、下单必须二次确认，帮你不错过活动也不多花一分钱。The 36 tools of McDonald's China MCP have been organized into three business flows: "event push + keyword Follow + Best Offer Ordering". The pricing is based on real calculation, and orders must be confirmed a second time. This helps you not miss any events。
- GitHub · Repository created · First archived
wousp112/justin-sun-alan-shao-ai-notes ↗
孙宇晨 × 邵艾伦 4 小时对谈：全文 + 精华 + 一键丢给 AI 的规划 prompt
- GitHub · Repository created · First archived
Melvynx/video-agent-skills ↗
Free Claude Code skills to script, research and edit short-form videos. Markdown only.
- GitHub · Repository created · First archived
Stonewuu/agenteam ↗
【群策】 - 开源企业级云端多智能体协作 OPC 平台，组建你的专属 AI 团队 - Java & AgentScope 2.0 | [AgenTeam] Open-source, enterprise-grade OPC (One Person Company) platform for building collaborative AI teams – built on Java & AgentScope 2.0.
- Hacker News · Posted on Hacker News · First archived
AI Economist, an installable agent skill for macro nowcasting ↗
Hacker News discussion.
- GitHub · Repository created · First archived
hujjun/mcd-saver-strategist ↗
麦当劳省钱点餐助手（麦门精算师）｜麦当劳优惠券组合优化 Skill：拉取麦当劳菜单与全部可用优惠券，算出最省的点餐组合，巨无霸套餐 ¥47 → ¥21.9（省 53%）。McDonalds MCP（麦当劳 MCP）coupon optimizer · McDonalds China MCP Server · Agent Skill for WorkBuddy · 麦当劳程序员创意开发大赛参赛作品
- GitHub · Repository created · First archived
nixfred/shepr ↗
Shepr: herd your herdr agents from your iPhone (nixweb.app method)
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.