01 · Service
AI & LLM Development Services
Applied AI that holds up in production — grounded, evaluated, and wired into real product flows.
The approach
Most AI projects don't fail at the model. They fail at everything around it: retrieval that returns the wrong chunks, outputs that don't parse, latency that makes a voice agent unusable, and no way to tell whether a change made things better or worse.
I build the parts that make an LLM feature safe to put in front of customers — retrieval before generation, structured output validation on every response, and grounding so an answer traces back to the source it came from. Then I wire it into the product properly: auth, rate limits, cost controls, and the UI that surrounds it.
This is work I've shipped, not surveyed. A RAG platform normalising multi-source data into explainable output. A voice agent platform holding sub-600ms on live calls with HIPAA compliance behind it. AI-assisted case analysis inside a Spring Boot dispute-resolution SaaS.
What you get
- A retrieval pipeline — ingestion, chunking, embeddings, and pgvector search tuned against your actual corpus
- Structured output contracts with validation, so downstream systems get reliable shapes instead of prose
- Grounding and citation, so every answer traces back to the source data it came from
- Voice agents on Retell, Twilio, ElevenLabs, or Deepgram with latency budgets that hold on live calls
- Cost and rate-limit controls, prompt versioning, and a way to measure whether a change helped
- The product engineering around it: API, auth, storage, dashboard, and deployment
Where this shipped
The Holistic Researcher
A RAG system that aggregates and normalizes multi-source data into grounded, explainable AI output.
- RAG
- Claude API
- OpenAI
- pgvector
- Node.js
- +2
VoiceOS
Production AI voice agents for call centers, clinics, real estate, and law firms — sub-600ms latency.
- Retell AI
- Voice AI
- Node.js
- Supabase
- Twilio
- +3
E-Arbitrator
AI-powered dispute resolution SaaS connecting arbitrators with clients, on Spring Boot microservices.
- Spring Boot
- React
- PostgreSQL
- Stripe
- Zoom
- +4