All tags
Topic: "zero-preparation-generalization"
not much happened today
arc-agi-3 claude-code anthropic langchain arcprize primeintellect agentic-reasoning interactive-environments benchmarking efficiency-metrics zero-preparation-generalization agent-infrastructure trainable-agents classifier-approval fchollet mikeknoop scaling01 _rockt mark_k andykonwinski bradenjhancock jeremyphoward togelius bracesproul hwchase17 caspar_br _catwu
ARC-AGI-3 benchmark introduced by @arcprize and François Chollet resets the frontier for general agentic reasoning with humans solving 100% of tasks versus under 1% for current models, focusing on zero-preparation generalization and human-like learning efficiency. The scoring protocol sparked debate over its harsh efficiency-based metric compared to prior ARC versions and other benchmarks like NetHack. The community acknowledges the benchmark highlights weaknesses in current LLM agents in interactive, sparse-feedback environments. Concurrently, agent infrastructure advances with LangChain launching Fleet shareable skills for reusable domain knowledge, and Anthropic revealing Claude Code auto mode for classifier-mediated approval balancing autonomy and manual confirmation. Browser and coding agents are evolving into trainable systems beyond prompt wrappers, exemplified by BrowserBase and Prime Intellect collaboration.