Satya Nadella just put a name on the thing everyone keeps circling: tokens per dollar per watt. But the weird part is the same week we got proof that better agents can be safer, while code tools keep winning on friction, not raw model IQ. Alex and Ala argue about whether this is the beginning of sober AI — or the start of a much colder arms race.
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 →80.6% accuracy on 156 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 →Nvidia's AI moat shifts from chips to power contracts
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
