Product behavior
Flows, context, memory, citations, fallbacks, and user control designed as one experience.
You get a working system with explicit quality boundaries — not a model call wrapped in a polished interface.
Flows, context, memory, citations, fallbacks, and user control designed as one experience.
Task-specific tests and release thresholds for the behavior users actually see.
Latency, token use, caching, routing, and model choice managed as product constraints.
We start with the behavior and operating constraints that matter, then make each release measurable and reversible.
Separate the valuable behavior from accidental prompt behavior and prototype shortcuts.
Engineer context, tools, state, permissions, feedback, and failure handling.
Test every change before release and watch real behavior after launch.
Bring the current build, the workflow, or the production problem. We will map the shortest responsible path forward.
Design and engineering for reliable LLM assistants, copilots, and generation products with testing, safeguards, and production operations.