Thinking...
This panel distinguishes defensive data assets from vanity metrics and makes instrumentation gaps explicit before production telemetry exists.
All Phase 1 investor metrics are fixture-fed until production telemetry, consent enforcement, and backend aggregation are connected.
Three-way Mode 1, Mode 2, Mode 3 compounding panel.
Fixture-fed Hidden Talent counter with evidence gates.
Connected-unit LTV model by stakeholder.
Data Moat depth indicator and instrumentation gaps.
Patent-protected asset posture and claim discipline.
Trust, consent, safeguarding, and access-control posture.
Interactive event stream, consent check, and investor-safe lineage.
Narrow fixture-fed assistant. It reads only Phase 0 and Phase 1 deltas.
Phase 0 converted Sadat's retention decay into four stakeholder actions. Phase 1 now exposes that loop through flywheel, talent, cohort, moat, IP, and compliance investor panels.
Student-hours logged
Fixture only
Instrumentation pending
Every hour becomes longitudinal cognitive context once telemetry is connected.
Question attempts
Fixture only
Question-bank events pending
Attempt history powers retention, prerequisite, and exam-readiness intelligence.
Verified mentor outcomes
0 live
Mode 2 backend pending
Mentor outcomes become a distribution channel and quality signal.
Evidence-driven curriculum revisions
0 live
Mode 3 backend pending
Institution-level response data is the hardest operational asset to copy.