Station Eight Labs

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.