I built Mind-Bridge.app solo from zero—from product strategy and UX to frontend, ML integration, analytics, and launch. Built in Bolt.new with Hugging Face for semantic search/summarization, the MVP shipped in 14 days with auth, core flows, and trustworthy instrumentation for fast iteration.

Solo builder: product strategy · UX/UI · frontend (Bolt.new) · light backend · ML (Hugging Face) · analytics · QA · launch

Teams needed a lightweight way to capture ideas, connect them across projects, and turn them into action—without heavy PM tooling and with reliable data to steer iteration.

A lean, measurement-first MVP: friction-free capture, graph-style linking, Hugging Face–powered semantic search & auto-links, and “Next Actions” prompts—all instrumented for activation/retention insight from day one.

Discovery & scope — ICP, KPIs, 2-week MVP cut

Flows & wireframes — capture → connect → act

Build in Bolt.new — components, auth, data model, core UI

Hugging Face integration — embeddings for semantic search/auto-linking; lightweight summarization

Instrumentation — top-15 events, funnels/retention, dashboards

Alpha → polish → launch — bug bash, microcopy, perf/accessibility, go-live

Quick Capture (keyboard-first)

Connections / Graph view to reveal clusters

Semantic Search & Auto-Links (Hugging Face embeddings)

Smart Summaries for idea clusters (HF summarization)

Next Actions generator

Spaces & sharing, search & tags, activation nudges

Frontend: Bolt.new (component-based) / Next.js where needed

Backend/Data: Supabase (Auth, Postgres, RLS)

ML: Hugging Face

Analytics: PostHog (events, funnels, retention)

Email/Notifications: Resend

Hosting: Vercel / Netlify

Design: Figma