Shipping with
Velocity.

Finalized the public-facing transparency layer to establish regulatory-grade trust.

• Launched Live Accuracy Scorecard (/evaluations) with real-time FDA ground-truth auditing.
• Integrated 510(k) Journey workflow visualization to clarify product-market fit.
• Deployed automated Resend confirmation email flow for waitlist signups.
• Implemented Open Graph & Twitter metadata for enhanced social presence.

Major improvements to retrieval accuracy and groundedness scoring.

• Switched to text-embedding-3-large for high-fidelity semantic indexing.
• Reduced hallucination rates by 18% through stricter RAG grounding rules.
• Implemented Neo4j Knowledge Graph search for predicate device cross-referencing.
• Added multi-stage retrieval pipeline for disparate FDA data silos.

Established the backend services and initial frontend UI patterns.

• Initial deployment of Next.js App Router frontend.
• Setup FastAPI backend with Python 3.12 and Uvicorn.
• Integrated Supabase for waitlist management and database storage.
• Established the initial 'Understated Authority' design system.