Converts Claude Code, OpenCode, or OpenAI Codex into an autonomous loop that iterates atomic changes against a single mechanical metric, auto-reverting failures via git. v2.2.0 adds a plain-language orchestrator that classifies a typed goal, derives a success predicate, then chains subcommands (debug, fix, security, ship, evals) until done.

Architecture was rebuilt in v2.1.0 to cut token cost from ~100K to 5–8K per invocation across 12 self-contained command files.