Step-by-step SKILL.md packages an AI follows for a single kind of task.
A skill is a focused playbook - instructions, examples and constraints - that makes any model reliable at one job, from SQL reporting to changelog writing. The router fills a plan's skill slot with the best match for the request.
Append a single observation, question, hypothesis, or concern to TASK_STATE.md as task memory without disrupting in-progress work or requiring a full state sync. Lean append-only; never restructures o
