AI in production
Hybrid RAG systems, streaming replies, operator tools, and cost optimization. Systems that run under real load, not demos.
One or two engagements at a time. The sections below cover the shapes the work typically takes and the problems best suited to this kind of collaboration.
Fixed-scope engagement spanning 6 to 16 weeks. Architecture, implementation, and deployment owned in full. Suited for a new product or a de-risked rebuild.
Two to four weeks against a specific deliverable — a RAG pipeline tuned, a Chrome extension migrated to MV3, an infrastructure path rebuilt for zero-downtime. Fixed price.
Weekly or bi-weekly calls with async access in Slack or Linear. For product teams that want architectural direction and PR review without transferring the keyboard.
Hybrid RAG systems, streaming replies, operator tools, and cost optimization. Systems that run under real load, not demos.
Manifest V3 migrations, cross-context state, offscreen audio, and data-safe updates at scale.
Type-safe end to end. React, Next.js, or Astro on the frontend; Node, Postgres, and pgvector on the backend; edge or container-ready.
Zero-downtime deployments on single nodes or cloud, CI/CD pipelines that catch regressions early, and on-call runbooks.
Email or book a call. Response within 24 hours on weekdays.