Retrieval, agents and pipelines
RAG with hybrid retrieval, structured output, tool-use agents and human-in-the-loop checkpoints. Built on OpenAI, Anthropic, open-source models or a mix.
Evaluation
Offline evals, online experiments, prompt regression suites and red-team exercises. No feature ships without measurable quality bars.
Cost & latency
Token budgeting, model routing, caching, batching and on-device inference where it makes sense.