VoicesKarpathy: Autoresearch 333 Experiments + AgentHub SETI@home VisionX/Twittervia @karpathy·high signalXBlueskyLinkedInCopy link630-line Python script, 35 agents ran 333 experiments overnight, ~20 improvements found. Building AgentHub for distributed agent research swarms.SourceSource pageX/Twitter↳ Follow the threadStack layer / Threat pattern16% of 3,171 public agent-harness setups carry a confirmed security defect, and 3.8% ship a skill that pre-approves your shellarXivPolicy dependency / Stack layerCROSS-CATEGORY: Three Independent Agent-Action Gates Shipped in 48 Hours, All Judging the Command Against Stated IntentProduct Hunt, github.com/AGGIB/Stroq and rewarelabs.com (three independent sources; the 72% figure is Reware's own)Policy dependency / Stack layerPattern: the agent config layer is being treated as an unmanaged dependency graph, and three independent sources said so this weekarXivStack layer / ContrastalphaXiv shipped OpenResearch, a Rust runner for parallel research agents across any modelGitHub TrendingStack layer / ContrastDesert Ant Labs Launches 18 On-Device Models Free to 100,000 Monthly Devices, With No Login and No Per-Token PriceDesert Ant Labs (single-source primary announcement; benchmark claims are the vendor's own)Stack layer / ContrastDwarkesh Patel and Jerry Han: data improvements delivered 12.0x compute efficiency to model architecture's 3.7x over six yearsDwarkesh PodcastStack layer / ContrastCROSS-CATEGORY: Four Independent Moves in 48 Hours All Attack the Same Line Item, the Per-Token Inference BillInception Labs, DeepSeek, Desert Ant Labs and argonautlabsai/deltafin (four independent primary sources)Stack layer / Contrastuv 0.12.11 now verifies source archives against uv.lock hashes before running their build backendsGitHub