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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 ↗5958 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.
- Hacker News · Posted on Hacker News · First archived
OpenAI bots meddled with multiple US Government agency sites ↗
Hacker News discussion.
- GitHub · Repository created · First archived
charlie947/motion-graphics-skills ↗
13 Claude Code skills for launch-grade motion graphics. Every frame is code. No After Effects, no video generator.
- Hacker News · Posted on Hacker News · First archived
The AI Fraud Loophole Washington Refuses to Close ↗
Hacker News discussion.
- arXiv · Published · First archived
Trust the Brand, Lose Control: How Identity Hijacks LLM Agent Orchestration ↗
LLM agents now execute tasks end to end with permission to change real systems and increasingly orchestrate subagents that differ in capability and cost. Prior work treats the choice of subagent as an optimization problem. Yet the orchestrator makes this choice from the identities that subagents display, and an attacker can spoof them. Displayed identity thus decides operational authority, meaning who is trusted to check the work and who is allowed to change it. As a result, a risky subagent can keep authority over execution even after other evidence contradicts it. We introduce TrustFork, an…
- arXiv · Published · First archived
SWE-MILE: Asynchronous Potential-Induced Milestone Credit Assignment for Long-Horizon Software Engineering Agents ↗
Long-horizon software engineering (SWE) agents trained with reinforcement learning with verifiable rewards (RLVR) typically receive only terminal outcome supervision, making it difficult to distinguish productive actions from redundant exploration or functional regressions. We propose SWE-MILE, an asynchronous potential-induced milestone credit assignment framework that derives fine-grained process supervision from workflow runtime, without auxiliary reward models or external evaluators. SWE-MILE quantifies task-relevant file exposure and test-state alignment as navigation and verification pot…
- Hacker News · Posted on Hacker News · First archived
Making a small language model behave like a Mythos ↗
Hacker News discussion.
- arXiv · Published · First archived
"You're Right, Let Me Fix It": How LLM Agents Damage Correct Work When Falsely Accused ↗
LLM agents increasingly keep working after a task succeeds as they resume after compaction or take over handoffs. Their finished work keeps receiving follow-up input that sometimes falsely accuses it for later failures. We call an agent's acceptance of such a false accusation gaslight sycophancy, and destructive over-correction when acting on it damages previously correct work. We introduce CAVE-Bench, a benchmark of 365 agentic tasks across six domains built around opaque tasks. Every scored run first reaches a verified correct state, whose supporting rationale and history stay in the workspa…
- Hacker News · Posted on Hacker News · First archived
OpenAI: Astra Model Is Nerfed ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Show HN: AI coding agents that prove their work ↗
Release of 0.10
- Hacker News · Posted on Hacker News · First archived
Show HN: Note Duel – LLM Arena for composing music ↗
Hey HN! Inspired by some of the unexpectedly good music I saw Astra + Opus compose on X [1], I've put together Note Duel - think LM Arena, but for musical composition instead of just generating text. I've only tested a few models so far, but will add more... would welcome thoughts + feedback! [1] https://x.com/aug5thmusic/status/2097373938393456984
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.
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