The archive, mapped
Every blog post and case study on the site with the principles and playbooks each piece argues for. Filter by any principle or playbook to see just the evidence behind it.
Matching the filter
6 items- A One-Page AI Usage Policy That Actually WorksApr 20, 2026 · 4 min
A short, adoptable AI usage policy for engineering teams: what to put on the page, what to leave off, and why the policy matters less than the habits it makes explicit.
- The First 90 Days: Introducing AI-Assisted Dev to a New TeamApr 20, 2026 · 8 min
A 90-day rollout for AI-assisted development: start with bounded habits, measure the work, and standardize only after the team has evidence.
- Build Your Own Legs Before the Crutches FailMar 9, 2026 · 13 min
How I use AI drafts to build engineering judgment through inspection, regression tests, code review, and repeatable release checks.
- A Production Playbook for Healthcare API IntegrationsDec 19, 2025 · 7 min
A practical operating model for healthcare integrations: explicit contracts, safe delivery, observable decisions, and support loops that improve the product.
A de-identified field pattern for containing patient-match risk when filter and mode parameters interact in undocumented ways.
How FlexDeck combines Kubernetes, Flux, CI, observability, and model state without hiding freshness, access boundaries, or the limits of a homelab control surface.