Grant Ziolkowski
Senior Software Developer
Grant is a creative Web Developer committed to clear, object-oriented design on the back end and clean, simple and modern UX on the front end.
Posts by this author
Measure Fluency, Not Maturity
Maturity models rank you against a generic ladder. Why measuring code quality, delivery stability, and adoption together against your best teams is the real signal.
Individual AI Experimentation Doesn't Scale. Shared Rituals Do
Individual AI skill lifts individuals, not throughput. Why mob elaboration and mob construction turn one engineer's practice into how the whole team works.
Why Shorter AI Coding Sessions Produce Better Code
Model output degrades as context grows. Why bounding delivery scope and coding sessions with a plan-first discipline improves quality and cuts token cost.
Build a Knowledge Layer So Your AI Stops Relearning Your Business Every Session
Every AI coding session rebuilds context from scratch. A persistent knowledge layer of domain models and retrieval tooling encodes your intent so it doesn't.
Why Isn't Our AI Coding Tool Making Us Faster? Start by Structuring Your Repos
Your AI coding tool isn't the variable, your repos are. Why structuring repositories for AI readiness is the first move that makes every gain measurable.
The 2027 AI Budget Honesty Pass
Boards are asking what the AI budget actually bought. Run every line item through three questions — owner, metric, review workflow — before 2027 planning locks.