AI / LLM
Team experience
AI Apps — LLM application features
AI-enabled application features built across multiple LLM providers with structured prompt/context pipelines.
Some entries below are Station Eight Labs client engagements. Others — marked “Team experience” — are projects our founding engineers delivered at previous companies or as independent consultants, shown here as real background, not as Station Eight Labs client relationships.
- Client
- AI Apps
- Role
- Architect + Developer
Challenge
LLM responses needed application-side validation connecting them to deterministic product logic, with retrieval, caching, and async processing for production use.
Outcome
Production AI features across GPT-4/GPT-3, Gemini, Claude, and Llama, with vector/retrieval patterns on PostgreSQL and Redis.
- Python
- Node.js
- TypeScript
- PostgreSQL
- Redis

