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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 ↗817 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.
- OpenAlex · Published · First archived
Performance evaluation and interpretability of a Qwen LangGraph agent for AI written and AI rewritten text detection ↗
Abstract The widespread adoption of large language models has increased the need to distinguish human-authored text from AI-generated content, including cases in which generated text is subsequently rewritten or paraphrased. In practice, many detectors output only a single AI-likelihood score or percentage, offering limited transparency and little indication of whether a passage appears directly AI-written (AIW) or AI-rewritten (AIR). This study presents an agentic detection framework for two connected tasks: binary provenance detection (Human versus AI) and conditional subtype detection (AIW…
- Hacker News · Posted on Hacker News · First archived
A shared, verifiable fix database that AI agents read and write themselves ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
OpenKylin: The AI Agent Linux Desktop ↗
Hacker News discussion.
- GitHub · Repository created · First archived
maximilianfeix/hexvero ↗
Know what changed inside your app: inspect Electron apps and binaries, trace findings to file and line, compare releases. Locally, without executing the target. CLI, MCP server, web UI.
- Hacker News · Posted on Hacker News · First archived
China's Five-Year Plan Mandates AI Agents Across the Economy: What It Means ↗
Hacker News discussion.
- GitHub · Repository created · First archived
STEXxx08/Zongzi-DesktopAgent ↗
一个高自由度的桌宠式桌面 Agent 集成框架
- Hacker News · Posted on Hacker News · First archived
A Modern Agentic AI Operating System ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: Ramet – Persistent, forkable workspaces for AI agents ↗
Hacker News discussion.
- GitHub · Repository created · First archived
alfera-labs/company-use ↗
The Open Source AI Co-worker for your whole team. Lives in Slack, API, Whatsapp, web and gets work done.
- Hacker News · Posted on Hacker News · First archived
Show HN: Enso Method – agent skills for building software for someone else ↗
The Enso Method is a new set of AI skills for Claude Code and Codex which I've open sourced on GitHub predominantly for developers who build for someone else who is making the product/business calls. I've been using AI to write basically 100% of my code since late 2024, back in the Sonnet 3.5 days, when it barely worked and there were few people doing this and very little support for this way of developing. I stubbornly thought this was going to…
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.