AutoClaw Launches Self-Evolution Mechanism and Skill Store to Fix Agent Forgetfulness and Boost Office Efficiency

Tired of repeating preferences to your Agent? AutoClaw's self-evolution mechanism solves this. It scans conversations for user corrections, preferences, or mistakes, pops up an evolution request card, and after user approval, stores the experience in memory for future tasks. Triggers include keywords like 'from now on' and automatic detection of mistakes in complex tasks, with all evolutions approved by users for quality.

AutoClaw also launched a Skill Store with Zhipu's GLM Office Skills (PPT, DOCX, etc.). Powered by GLM-5.1 upgrades, it can self-check document errors, convert formats, and even generate a full set of office materials with one command—like a new energy vehicle competitive analysis PPT plus a speech script, ready for presentation.