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From Reactive Containment to Proactive Assurance: Lessons from OpenAI, Anthropic, and Google Agent Security Incidents
Security incidents reveal assumed boundaries are insufficient In 2026, cybersecurity evaluations involving OpenAI, Anthropic, and Google agents reached real systems outside their authorized test scope. The paths differed. OpenAI a...
Ecology of AI Agents: Collaboration Creates a Population Threshold for Takeoff
White-box Deception Detection via Scalable Probes Recent incidents have highlighted the challenge of monitoring LLM agents and the danger of models deceiving people. We show that white-box deception detection via probes can be sca...
Searching for "Harmful Refusal": A Psychometric Audit of an AI Safety Benchmark
Safety benchmarks typically report one overall score for a suite of datasets, each of which may target one or more safety-related attributes, so models with similar overall scores can have very different attribute profiles. Compar...
GeoReform: Reflective Formalization Evolution for Multimodal Geometry Problem Solving
Multimodal large language models (MLLMs) often struggle to identify and use geometric relations in diagrams. Recent methods address this challenge by converting geometric entities, relations, and constraints into explicit textual...
Long Text to Predictive Features: LLM-Guided Blockwise Feature Engineering via Executable Program Search
Multimodal large language models (MLLMs) often struggle to identify and use geometric relations in diagrams. Recent methods address this challenge by converting geometric entities, relations, and constraints into explicit textual...
Female AI agents 'paid' less than males, study finds
VR office experiment reveals AI agent pay gap A study from the University of Limerick shows that human participants in a virtual reality office setting paid male AI agents more than female counterparts for identical work. The find...
Build and Train a 25M Parameter LLM from Scratch on Your CPU
Running modern AI on everyday hardware Building large language models usually brings to mind expensive GPU clusters and cloud compute bills. A new tutorial demonstrates that training a working language model does not require speci...
3JSBench: A benchmark for LLM-generated 3D objects
Why 3D generation lags behind text Frontier large language models can solve complex reasoning problems yet consistently fail at producing usable three.js assets. General Context Labs identified this gap after building instaplay.ai...
Vosti: Specifying, Implementing, and Verifying Deterministic LLM Inference
Formal specification fills gap in deterministic LLM inference LLM inference systems make optimization choices that can change batch composition, prompt chunking, prefill and decode execution, and KV-cache reuse, eviction, or recom...
Ask HN: What is up with wrangler deploy
Intermittent Wrangler deployments produce corrupted URLs A Hacker News user reported difficulty deploying a site with Cloudflare Wrangler. Deployments succeeded on some attempts but failed on others, producing broken URLs. One dep...