G-pre1: 144k objects clustered into 7,466 groups via Mini-Batch K-Means
on bge-m3 embeddings. Two-stage: k=5000 base + sub-cluster groups >50.
G-pre2: 5,114 Master Controls from lifecycle phase chains
(define→implement→test→monitor), linking 172,504 atomic controls.
G-pre3: REST API for Master Controls
GET /v1/master-controls (list, search, filter)
GET /v1/master-controls/stats
GET /v1/master-controls/{mc_id} (detail with phase-controls)
Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>
Benjamin Admin
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