Every React codebase of a certain age has one: the legacy Redux store. Hundreds of thunk actions, manually managed loading flags, per-feature cache invalidation, and a polling timer per data type pulling the full payload whether anything changed or n...

Three parts in, JobCopilot had layers that worked but couldn't talk to each other. Part 1 gave me a structured-output layer — ParseOk/ParseError as data. Part 2 gave me retrieval — buildcontext pulling the top-8 resume chunks for a job description. ...

Stop bloating your AGENTS.md: reference your conventions instead of pasting them Most AGENTS.md files I see are bloated walls of text. Here is the problem: your agent reads this file at the start of every task. Everything you put in there is passed ...