AI sidekicks shine only when you feed them real context—code, errors, docs. They speed legacy refactors and CLI tweaks but can still hallucinate bogus API flags or balloon boilerplate on green-field work. Treat them as amplifiers, keep tests tight, and reset fast when suggestions drift.