alphadidactic

The 5-step build pipeline (PRE-FLIGHT, DATA, STRATEGY, OPTIMIZE, file structure). Use when creating a new experiment — pre-flight documentation, building datasets, implementing strategies.

Self-Improving Instruction Tuning

Emergency stop — kill all agents, clean APC, restore references, prune worktrees, verify DB clean. Use when stopping a cycle or recovering from a crash.