Lab Notes

Lab Notes

Practical writing on software strategy, custom business systems, AI-assisted workflows, product tradeoffs, and delivery decisions.

March 13, 2026

4 min read

Shipping AI Features Without Product Bloat

Most AI features fail because they are added as novelty instead of as workflow leverage. The better question is not "where can AI fit?" but "where is the user already doing repetitive, time-consuming, or judgment-heavy work?"

AI Integration

Product Strategy

Read Note

March 6, 2026

3 min read

Why Lean Studios Win on Focused Builds

For many projects, the main risk is not lack of manpower. It is communication drag, weak scope control, and too much distance between decisions and implementation.

Studio Model

Delivery

Read Note

February 27, 2026

4 min read

The Case for Case Studies on Studio Sites

A portfolio image can prove taste. A case study proves judgment. The second one is what clients are actually trying to evaluate.

Positioning

Case Studies

Read Note