method-evolution

What problem does it solve?

Evolves an agent's method when the same rubric violation recurs across multiple tasks and domains, ensuring issues originate from the method rather than the tasks.

Core Features & Use Cases

• Automatically detects recurring patterns across tasks and domains, signaling a need for method evolution.
• Proposes a single, concrete change to the method artifact (e.g., a rubric tweak, a new constraint, or a clearer prompt) and documents the rationale.
• Measures impact with a task-suite loss metric (Δloss) before and after the change, guiding auditable rollbacks if needed.

Quick Start

Identify a recurring pattern observed across three tasks, propose one concrete method change, and run the task suite to measure Δloss across the suite to guide the evolution.