aai-coding

The persistent clikernel Python session — Jeremy's preferred single tool for nearly ALL Python work. TRIGGER — read and bootstrap as step zero of EVERY session where clikernel is available, before the first tool call: even tasks that only read a file or search a directory, plus stateful inspection, editing code or notebooks, debugging, experiments, API probes, data transforms, pyskills discovery, notebook-style work, local tool orchestration. If it could go through Python, it goes here — never python -c, Bash heredocs, or ad hoc scripts.

TRIGGER — read before completing ANY non-trivial task: working with files or notebooks, searching or editing code, accessing the internet in any way, finding docs, writing prose for external readers, git or GitHub work, debugging, data transforms, browser automation, or anything else a tool could exist for. The tooling catalog lives in the kernel, not in this skill list.