Thinking...
The flywheel panel makes the symbiosis visible: learners create telemetry, mentors convert it into better human sessions, and institutions turn patterns into cohort action.
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.
Connected stakeholder loops
1
+1 this week
Sadat retention decay projects into student, family, mentor, and institution actions.
Role surfaces active
4
+4 Phase 0 routes
Family, Mentor, Institution, and Investor ecosystem surfaces now compile.
Evidence-gated claims
3
unchanged
Hidden Talent, market-size, and SAARC expansion claims remain gated.
Flywheel loop
Learner telemetry is the source event. Student claims stay individual and actionable.
Mode 2 is the Mentor's Workbench. It empowers educators; it does not replace them.
Mode 3 stays aggregate and action-oriented. No public teacher ranking or surveillance language.
Compounding edges
Learner signal sharpens mentor prep
Mentor outcomes enrich cohort intelligence
Institution response improves future learner path