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Earlier sources: Artificial Intelligence
Artificial intelligence covers systems that learn from data, generate content, perceive their surroundings, or act toward a goal. Follow model research, agent tooling, evaluation, and the infrastructure used to build and run these 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 ↗5992 classified signals in the fourteen-day window. Recent momentum: steady. 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.
- arXiv · Published · First archived
Rethinking Circuit Evaluation: Do Circuits Explain Model Errors? ↗
Mechanistic interpretability (MI) aims to explain a model's behaviour through analyzing its internal computations; circuit-based explanations aim to isolate these computations with compact subnetworks validated by ablating the rest of the model. We show that circuits validated this way may fail to recover the underlying mechanism of the model's behaviour by closely reproducing its successful decisions while failing to account for most of its errors. Such explanations should account for the model's particular errors as well as its successes. We evaluate this requirement by measuring exact answe…
- Hacker News · Posted on Hacker News · First archived
OpenAI still doesn't seem to have a handle on all of its rogue AI activity ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Elastic Agentic SOC Vulnerable to Credential Theft ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Who Decides: People should have a say in AI ↗
Hacker News discussion.
- GitHub · Repository created · First archived
tunaarikaya/magaza-mcp ↗
One MCP server, two stores: App Store Connect + Google Play.
- Hacker News · Posted on Hacker News · First archived
GPT 5.6 Sol Still Fails on Basic Code Review ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Potential increase of AI-driven e-scrap higher than previously estimated ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: Open-source agent runtime using your ChatGPT or Claude subscription ↗
Hey HN! Sharing my work on an open-source agent runtime (like n8n, but for agents). It's OSI open-source under AGPL-3. People have been using it to build agents that handle support queries, automated resolution, WhatsApp chatbots, etc.
- arXiv · Published · First archived
Tracekit: Tamper-Evident Intent-Reasoning-Action Auditing for Autonomous Coding Agents ↗
Autonomous coding agents read untrusted files, run shell commands and spawn sub-agents with little supervision, yet their record is usually an editable log. We present Tracekit, an open-source, dependency-free system that captures three channels for every agent session: what the human asked (intent), what the model said of its reasoning (self-report), and what it actually executed (actions). These are written to a hash-chained, externally anchorable ledger and cross-checked. Tracekit hooks into Claude Code's lifecycle events, reconstructs multi-agent hierarchies, gates tool calls with a pre-ex…
- GitHub · Repository created · First archived
zolferfigueiredo/claudiostat ↗
Your Claude plan limits, live in the macOS menu bar
Live window recorded . This is the ingestion observation time, not the publication or discovery date of each source.
How to assess evidence about Artificial Intelligence
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.