


Shared by @humzaakhalid ↗

Own the playbook, keep an expert in the loop, don't give sacrifice good for perfection. These are three key steps to operationalizing AI for B2B Marketers.
Move LLM safeguards out of AGENTS.md: how agent hooks plus nano-staged run linters on changed files only, cut tokens, and tighten the agent's feedback loop







