KNOWLEDGE_LOG

Engineering Journal

Fifteen concise field notes on architecture, delivery, accessibility, leadership, and learning systems.

15 entries

Architecture Boundaries

Boundaries Before Frameworks

Stable ownership boundaries make framework choices smaller, safer, and easier to reverse.

Test-First Delivery

A useful test begins as evidence that the requested behavior does not exist yet.

AI-Assisted Engineering

AI tools are most useful when evidence, scope, and verification are stronger than the generated draft.

Legacy Modernization

Modernization becomes safer when change is introduced through verified seams instead of wholesale replacement.

Secure Downloads

Protecting a file requires a complete request contract, not an obscure URL.

Observability

Useful telemetry is designed around decisions an operator must make under uncertainty.