How I Think About Technical Debt
Moving beyond a list of disliked code toward a conversation about cost and timing.


Moving beyond a list of disliked code toward a conversation about cost and timing.
The tools change quickly. The habits that help teams think clearly and ship deliberately change much more slowly.
Finding repeatable tasks that fit the limits of a laptop and a human review step.
A support notebook returned convincing answers from outdated installation notes. Version labels and a small relevance review made the results easier to trust.
Modernization is a product decision as much as it is a technical one. Here is how I frame the first conversation.
A practical plan connects technical milestones to evidence that the business can use.
From curiosity to a small daily toolkit: what running models locally has taught me about useful constraints.
Faster drafts make context, evidence, and careful questions more valuable.
Why small workflow details matter as much as the feature that motivated the project.