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SKILL.state

2 articles · Page 1 of 1

Sep 1, 2026 · Artificial Intelligence

Google Publishes Two Agent Skill Papers in One Day: WikiSkill and SKILL.state Break New Ground

Google released two Agent Skill papers—WikiSkill and SKILL.state—introducing a structured knowledge layer for skill evolution and a state‑machine execution model that dramatically reduces prompt length, improves accuracy, and demonstrates strong cross‑model transfer and robustness across a suite of benchmarks.

Agent SkillLLMLong-Horizon Agents

0 likes · 13 min read

Google Publishes Two Agent Skill Papers in One Day: WikiSkill and SKILL.state Break New Ground

AI Engineering

Sep 1, 2026 · Artificial Intelligence

Why Long-Term LLM Agents Fail: The Same Design Choice Behind Two Deaths

Long‑term LLM agents suffer from ever‑slowing execution and context poisoning because they continuously append every observation, action, and reasoning step to the prompt, but the SKILL.state approach replaces this growing history with a compact mutable state, dramatically cutting token usage while boosting accuracy and robustness across diverse benchmarks.

GeminiGemmaLLM agents

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Why Long-Term LLM Agents Fail: The Same Design Choice Behind Two Deaths