Evals Before Demos: Shipping Grounded RAG to Production
Why benchmark scorecards in CI matter more than flashy chat demos, and how we enforce hallucination boundaries with pgvector and automated eval suites.
Engineering & Architecture Insights
Practical, opinionated essays on distributed systems, AI evaluation, frontend performance, and senior-only engineering practices.
Why benchmark scorecards in CI matter more than flashy chat demos, and how we enforce hallucination boundaries with pgvector and automated eval suites.
Manual cloud console edits create silent drift and security blind spots. Here is our blueprint for 100% declarative infrastructure as code.
How structured design tokens and Storybook component contracts eliminate design debt and ensure sub-second Core Web Vitals on the web.
An honest breakdown of software development pricing models, when fixed-scope works, and when agile sprint teams save millions.
Retrofitting compliance after launch is 5x more expensive. How we embed automated audit trails, KMS envelope encryption, and IAM least-privilege into every build.
Keyboard navigation, focus rings, ARIA live regions, and semantic landmark roles: how we guarantee zero critical accessibility flaws.
Why traditional project management status reports fail, and why shipping demonstrable software every Friday builds unbreakable client trust.
Techniques for eliminating layout shifts, reducing LCP bundle weight, and streaming dynamic components with React 19 server actions.
How OpenAPI 3.1 specifications and automated client SDK codegen empower frontend and backend teams to build concurrently with zero friction.