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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.
- GitHub · Repository created · First archived
PNWcoastie/REA-Argonaut ↗
Zero-G Reverse Engineering Anything & Verified Safe Rust Reconstruction for Gemini 4 Argon + Google Antigravity 2.0 (4-Mount Recon Kits, Whole-Subgraph Extraction, 10,000-Vector Differential Parity Referee)
- Hacker News · Posted on Hacker News · First archived
Intel Accelerates Open Infrastructure for the Agentic AI Era ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: Search for AI agents with usefulness score built in ↗
Hi HN. I partnered with Simon Kley to build this project at innovation intelligence hackathon (Berkeley). Simply, we’re building a usefulness score on top of search for ai-agents. Instead of agents reading 10 ranked relevant pages, we run a usefulness score first and give it only those that pass. We’re able to save token and cost with this and slightly better answers. During our research, we found out that the current search results already do ju…
- Hacker News · Posted on Hacker News · First archived
I used an AI QA agent to test Hacker News ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
In 5 years, 95% of tokens used by AI agents will be for tasks humans never did ↗
Hacker News discussion.
- GitHub · Repository created · First archived
Arekejoker/qwen21-nsfw-pose-skill ↗
Qwen-Image 2.1 NSFW/姿势出图 skill：作者级提示词配方 + NSFW LoRA + 136 姿势 VNCCS 人偶控制；适用 Claude Code / Codex / Cursor / OpenClaw
- GitHub · Repository created · First archived
DiegoLopez0208/mechanism ↗
Model a real object exactly, take it apart, film it. A skill for coding agents: every number says where it came from, and a spec that does not add up is not rendered.
- Hacker News · Posted on Hacker News · First archived
Turn a frontier AI into a multi-agent systems architect ↗
Hacker News discussion.
- OpenAlex · Published · First archived
Review of AI agents in engineering design workflows ↗
Technology related to artificial intelligence (AI), especially agentic systems, has attracted significant interest and rapid advancement in recent years. With this growth comes an increasing potential for integrating agents into engineering design workflows. This paper examines the current state of AI agent technology from an engineering design perspective. Descriptive bibliometric analysis characterizes recent research trends, showing rapid growth in engineering-related research despite comparatively limited publication volume. A consistent boundary for agentic behavior is established to dist…
- OpenAlex · Published · First archived
CCD-MAF: A Cognitive Conceptualization Diagram-driven Multi-Agent Framework for structured CBT dialogue generation ↗
While Large Language Models (LLMs) have shown potential in mental health support, existing approaches often provide unstructured emotional responses and struggle to deliver structured, evidence-based interventions such as Cognitive Behavioral Therapy (CBT). Existing CBT dialogue datasets also lack sufficient clinical depth and phase-specific patient resistance. To address these limitations, we construct the CCD-CBT Dataset, a multi-phase CBT dialogue corpus integrating expert textbook knowledge with real-world doctor–patient interactions sourced from Haodf Online and other medical consultation…
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.