What we do

Trustworthy, verifiable agents in production — clear scope, guardrails, human fallback, and every decision auditable. Not just a RAG: a harness.

AI process automation wired into the systems you already use, built as engineering: auditable, idempotent, and observable — not a brittle no-code flow.

A custom conversational assistant with RAG over your knowledge base — open source or Claude via your own API, always on your infrastructure.

Boutique, senior-led AI consulting: honest architecture, a verification strategy (a Harness, not just a RAG), and a path from pilot to production, without dependency.

Incremental modernization of systems that cannot stop: strangler fig, monolith-to-services, and Build-Operate-Transfer. Freedom, not dependency.

Real production profiling, a surgical fix of the 3-5 causes that explain 80% of the problem, with before/after benchmarks. No unnecessary rewrite.

Senior full-stack development for systems that have to work under real load, integrate with the existing, and keep evolving. A premium entry point, not a body shop.

A senior squad embedded for 3 to 6 months, with structured knowledge transfer and a planned handoff from day one. Success means making ourselves unnecessary.