Technical Founder · Behavioral Systems Architect
18+ years in production software engineering. Psychology graduate building structured behavioral modeling infrastructure.
Founder of Echos of Mind — a signal-based behavioral intelligence platform.
A deterministic behavioral signal engine designed to model longitudinal emotional patterns without relying on engagement manipulation.
Most mental health apps optimize retention. Echos of Mind optimizes signal precision.
- Rolling window analysis: 24h / 7d / 30d
- Core detectors implemented: frequency spike, volatility shift, clustering, intensity deviation
- Signal cooldown + deduplication: enforced
- Cron-based idempotent execution layer
- Infrastructure cost: <$100/month
- Target: 1000 real active users (weekly signal-density sufficient) within 18 months
Active = ≥3 meaningful entries/month sustained ≥3 months.
Behavioral modeling must be deterministic before it becomes adaptive.
System design:
- Modular NestJS backend
- Prisma schema-first modeling
- Indexed MySQL for window queries
- Detector abstraction interface
- Per-user baseline tracking
- RBAC with granular permissions
- Token lifecycle management
- Dockerized dev/prod parity
AI interpretation is layered above the signal engine — not embedded inside it.
Phase 1 — Structured Journaling Pattern detection based on rolling deviations.
Phase 2 — Adaptive Calibration Per-user baseline refinement and sensitivity tuning.
Phase 3 — Behavioral Operating System Longitudinal multi-domain behavioral abstraction.
Compounding asset: personal baseline evolution over time.
- Signal density over streaks
- Precision over frequency
- Restraint over engagement pressure
- Longitudinal modeling over reactive feedback
The system should send fewer insights as it becomes more accurate.
Aligned with depth of behavioral clarity:
- Premium adaptive calibration layer
- Longitudinal behavioral reports
- Institutional behavioral infrastructure (long-term)
No ads. No retention engineering.
Clarity compounds when behavior is structured over time.
Echos of Mind begins as a journaling platform. It evolves into adaptive behavioral infrastructure.