Matt Pocock shares decision framework for AI coding agent workflows
The framework frames process weight as a cost model: clarification overhead should scale with the cost of building the wrong thing, not be applied uniformly. Practitioners using the Skills tooling can adopt an escalation pattern — start light, upgrade to mapping only when complexity emerges — rather than defaulting to heavyweight planning. This applies to any agentic coding setup where upfront planning competes with iteration speed.
