Design tokens in code, not in screenshots
Keeping a UI consistent is an engineering problem long before it is a design problem.
A freelance developer team building websites, web apps, and AI features for teams that need it shipped properly.
Keeping a UI consistent is an engineering problem long before it is a design problem.
Most projects do not need five databases. Here is what one good relational database covers.
Data isolation, per-tenant config, and the mistakes that are expensive to undo later.
If a regex, a lookup table, or a rule can do it, that is the cheaper and more reliable answer.
Conventions beat cleverness once more than two people touch the same files.
Chunking, evals, and the boring retrieval work that decides whether the answers are any good.
Caching, smaller models for easy paths, and measuring before you optimise anything.