Why it matters
NDC AI talk exploring less obvious Claude Code workflows and capabilities. The practical value is in evaluating where coding agents help beyond simple generation, while still asking what context they can access, what commands they can run, and how teams verify the resulting changes.
My takeaway: Treat advanced coding-agent workflows as production tooling. Useful capability has to be paired with context hygiene, command boundaries, observable changes, and tests that catch automation mistakes.