hi0001234d

Use when user types /autoresearch, /autoresearch:plan, /autoresearch:debug, /autoresearch:fix, /autoresearch:security, /autoresearch:ship, /autoresearch:scenario, /autoresearch:predict, /autoresearch:learn, or /autoresearch:reason, or mentions "autoresearch" with a goal/metric. Autonomous Goal-directed Iteration — apply Karpathy's autoresearch principles to ANY task: modify, verify, keep/discard, repeat. Supports bounded mode via Iterations: N inline config.

Autonomous Goal-directed Iteration. Apply Karpathy's autoresearch principles to ANY task. Loops autonomously — modify, verify, keep/discard, repeat. Supports bounded iteration via Iterations: N inline config.