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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 ↗6007 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
TaxCalcBench: Can AI file your taxes? ↗
Hacker News discussion.
- GitHub · Repository created · First archived
relatehq/relate ↗
A typed, permission-aware model of your business data.
- GitHub · Repository created · First archived
coachmanjeet/AI-Agent-Evals-Course ↗
Learn AI Evals with Manjeet
- arXiv · Published · First archived
RAISED: Self-Distillation for Robustness to Prompt Injection in LLM Agents ↗
Tool-using language-model agents are vulnerable to indirect prompt injection because they must act on untrusted external content. Existing training-time defenses can reduce attack success rates, but often at the cost of general capabilities. We show that training-based defenses induce substantial drift in the model's output distribution, altering its behavior even in benign settings and providing a potential mechanism for utility degradation. We further identify a failure mode of these defenses: On benign tool-use tasks, the model refrains from a step needed to finish an authorized task, parti…
- Hacker News · Posted on Hacker News · First archived
Show HN: Vibivibi – End-to-end encrypted sharing of Coding Agent sessions ↗
Hi HN, I'm Hongyin. I built Vibivibi ( https://vibivibi.com ) because I kept starting a coding agent session on my laptop and wanting to continue it on a server, or hand it to a colleague. I want an easier way to do it but won’t trust anyone hosting my traces who promises they won’t sell it (market price per coding trace is $50 to $100). What Vibivibi does: a small CLI, `vibi`, finds the sessions your coding agents keep locally (Claude Code, Code…
- arXiv · Published · First archived
Correct Verdicts, Flawed Reasoning: Structured Auditing of LLM-based Vulnerability Reasoning ↗
Large Language Models (LLMs) are increasingly deployed for automated software vulnerability analysis. Binary classification alone is insufficient; practitioners need explanations to triage bugs and engineer patches. Standard practice relies on Chain-of-Thought (CoT) prompting, but free-form reasoning allows models to obscure logical leaps, hallucinated execution steps, and internal inconsistencies behind plausible prose. Our manual audit reveals that approximately 60% of correct vulnerability verdicts are accompanied by fabricated or unverifiable claims, and free-form explanations allow reason…
- Hacker News · Posted on Hacker News · First archived
Jonathan Haidt: AI Is the 'Neutron Bomb for Education' [video] ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
Is AI the End of Math as We Know It? ↗
Hacker News discussion.
- Hacker News · Posted on Hacker News · First archived
How we built a browser agent with Jev instead of an LLM ↗
Hacker News discussion.
- Hugging Face · Model / dataset date · First archived
LokkenJP/TenEros_Max_optimized_learned — model update ↗
# 10Eros Max H3 Turbo-hybrid beta5 — learned proxy-activation quantization > [!WARNING] > **PlagueKind H3 MiniMax Cache users:** A reported interaction with ComfyUI's > AIMDO model compiler can cause > `aimdo memory compile error: could not start recording`. Bypass that cache > node if affected. See **Format and compatibility** below. This repository contains quality-oriented, weight-only quantizations of `TenStrip/10Eros-Max` for ComfyUI. The current root release is the proxy-activation-informed beta5 checkpoint: ```text 10Eros_Max_h3_TURBO-hybrid_beta5_proxy_activation_balanced_final_14_5gb_
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.