AutoHarness Learns Claude Code Skills Automatically, Eliminating Manual Workflow Capture

Anthropic-backed developers at Tigerless Labs have released AutoHarness, a self-learning skill layer for Claude Code that automatically distills reusable workflows from completed sessions—eliminating the need to hand-author skills. The system watches active development work and converts repeated patterns into persistent skills, merging near-duplicate ones and removing patterns that fall out of use.