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Retrieval-augmented systems that actually work in production. We instrument every call, ground every answer, and ship with observability baked in from day one.
Hybrid retrieval across structured and unstructured corpora. Citations, confidence scoring, and enterprise-grade access controls.
Versioned, evaluated, and A/B tested. We treat prompts as code — with the same rigor.
LoRA, QLoRA, and full-parameter fine-tunes. Distill frontier quality into edge-deployable models.
Multi-step reasoning with tools, memory, and recovery. Built on LangGraph, deployed anywhere.