Strivon — Technology

06 — CORE APP ARCHITECTURE

Map-first, offline-first, private by design

Built on what Strivon already runs today (PWA + Supabase + on-device intelligence + Claude edge functions) and extended with a Python ML brain.

📱 Client (PWA / Capacitor native)→ Supabase — Auth · Postgres+PostGIS · Realtime · Storage→ Edge Functions (Deno) — coach · missions→ 🧠 Flask ML service — twin · embeddings · agents

Client

Vanilla-JS PWA today → Capacitor for native GPS/Health/notifications. Map-centric UI, offline journey capture, on-device GPS smoothing & sports-science math.

Data & realtime

Supabase Postgres + PostGIS for geospatial, Storage for media, RLS for privacy, Realtime for the anonymous network.

Intelligence

Deno edge functions for low-latency LLM calls; a Python/Flask service for the digital twin, vector memory (pgvector), and the agent swarm.

07 — AI ARCHITECTURE · THE AGENT SWARM

Nine agents, one companion

Agent	Job	Inputs	Engine
Coach	Empathetic daily guidance & check-ins	Plan, runs, mood, calendar, weather	LLM (Claude) + RAG
Memory / RAG	Retrieve your past — “what was I doing last spring?”	Journeys, notes, media captions	pgvector embeddings
Mission Generator	Daily adventures tuned to context	Location, weather, time, fitness, history	LLM + rules + POI data
Route Generator	Loops by distance, mood, scenery, elevation	PostGIS, OSM, elevation, preferences	Graph routing + LLM
Behavioural Analyst	Detect habit cycles, break points, personality	Time-series of activity & mood	Classical ML (sklearn)
Wellbeing Insights	“Which places lift you” correlations	Mood deltas × place × route	Stats / causal-lite
Digital Twin	Predict future fitness, mood, burnout; simulate scenarios	Full history + goals	Time-series forecasting
Story Generator	Narrate your year / journey as a film	Journeys, memories, milestones	LLM + media pipeline
Serendipity	Anonymous crossings & kindred spirits	Hashed geohash grid, k-anonymity	Privacy-preserving match

The learning loop: every agent writes back to a per-user profile of motivations, triggers and preferred adventures. The companion gets more “you” every week — the compounding data moat.