Teleon Control Plane · /app/orient
Driven by dedicated lane aq21 (muscle_memory_induction), Teleon indexes both whole-task structural skeletons (teleon_mt_muscle_procedures) and mid-task cognitive steps (teleon_mt_cognitive_steps) using deterministic multi-key blocking rather than quadratic vector scans.
Exact Skeletons & N ≥ 3 Reflex Graduation
Blocks candidates via skeleton_hash, blk_dom, blk_io, blk_err, and 4-band MinHash blk_lsh. Filters out INFRASTRUCTURE_INVALID blips, records negative pain reflexes on failure, and trips a circuit breaker if postconditions drift.
POST /v1/public/muscle-memory/orient POST /v1/public/muscle-memory/episodes GET /v1/public/muscle-memory/procedures
5-Signal Cross-Domain Step Similarity
Combines 16 cognitive phases, 12 obstacle archetypes, a 24-cluster concept hypernym lattice, typo-tolerant character 3-grams, and 8-band 64-bit Charikar SimHash to return what_worked and what_failed_avoid.
POST /v1/public/muscle-memory/steps/recall POST /v1/public/muscle-memory/steps