Why Self‑Mastery OS Now — Category POV

Old Game: single‑domain apps, vague coaching, no outcomes.
New Game: a Self‑Mastery Operating System—measure → plan → act → adapt → visualize.

Why Now

LLMs can synthesize plans from structured inputs
Cheap, secure infra (Supabase/Vercel/serverless)
Normalized sensors & remote research norms
User readiness for AI guidance

What Makes It Work

Unified, interpretable 1–100 anchors
Policy‑driven daily quests (weakness + recovery)
Mastery Map: behavior‑shaping visualization
Provenance & privacy baked in

Proof We’ll Show

Reliability (α, ICC) and convergent validity
14‑day micro‑cycle effect sizes (per domain)
Adherence curves and retention vs progress
Map‑shift correlates with outcomes

Call to Partners

Adopt the spec (AIF), join the workshop, pilot the reference app Evo‑Apt, and co‑author the first benchmark.