Skill Forge

A self-improving environment where LLM agents rewrite their own skill instructions through a generate → evaluate → optimize loop. Instead of fine-tuning weights, we optimize human-readable skill files, making improvements interpretable, transferable, and composable. Outputs are automatically scored against gold standards (Patronus Judge MM + Gemini Vision), and the agent updates its own rules with zero human feedback. MVP: consulting slide generation improved 33 → 94 in one iteration. The same loop generalizes to any document task by swapping skill files and evaluators.