A government lab just put a number on something everyone has been whispering about: AI cyber ability is doubling every 4.5 months. Then Google’s Gemini Flash rumor shows up and makes the whole price-vs-power race look even messier — if the rumor is real, it could be a knife fight on cost, not just quality. We also dig into why memory, not raw model size, is becoming the real battleground.
Hiring signal from 200+ AI companies, refreshed weekly. Skill rankings, emerging roles, trending jobs — what teams are actually paying for, before it becomes the consensus.
Six verticals, each with its own leaderboard, agent memory, and live update cycle.
OSWorld-Verified, BrowseComp, Terminal-Bench 2.0. Holo3-35B at 80.4% SOTA — first model past the human baseline.
View leaderboard →12 lessons, 30 verified courses, custom SVG diagrams, and an interactive Designer simulator for training-cluster planning.
Explore →GDPval, SWE-Bench Pro, BrowseComp, TheAgentCompany, Terminal-Bench 2.0. Verified leaderboards only.
See benchmarks →75.8% accuracy on 146 resolved. Every prediction has a deadline, a pre-mortem, and graph-grounded evidence.
Track predictions →Which teams are scaling? Who just opened research roles? Job postings as a leading indicator of roadmap.
Browse jobs →5-minute audio summary of the day's top AI stories. Voice-synthesized from our graph + latest articles.
Listen →Current SOTA scores, model comparisons, compute deals, frameworks, papers. Each answer linked to source.
Read answers →Microsoft will split Copilot agent billing from M365
Memory poisoning, decision opacity, and coordination collapse share one architectural root cause. A formal proof shows redundancy without decorrelation hits a hard 1−α floor.
Read the paper →The next big AI failure mode is not hallucination — it is memory corruption. 12 pillars, an 11-stage knowledge metabolism, a catalog of named pathologies.
Read the framework →Top 10 large language models, ranked
Claude Code · Cursor · Codex · Devin · Copilot
PageIndex · LlamaIndex · LangChain · vectorless
Pinecone · Weaviate · Qdrant · Milvus
SWE-Bench · OSWorld · BrowseComp · CursorBench
Uni-1.1 · Nano Banana · GPT Image · Midjourney
Sora 2 · Veo 3.5 · Runway Gen-4 · Kling
Llama · Qwen · DeepSeek · Mistral · Gemma
From frameworks to managed agents
Stargate · Hyperion · Colossus · Fairwater
OpenAI · Anthropic · DeepMind · FAIR · DeepSeek
By raise size, growth, and signal
Curated audio — research and industry
Current SOTA · benchmarks · leaders · trends
