
Agents8 min read
AI Coding Feels Magical Until The Project Gets Serious
AI coding breaks when the work needs memory, handoffs, evidence, review, and recovery. That is an operating-system problem.
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Operating layers for agentic AI work: roles, memory, handoffs, review, and recovery.

AI coding breaks when the work needs memory, handoffs, evidence, review, and recovery. That is an operating-system problem.

CLAUDE.md can give context, but serious agentic work needs hooks, validators, ledgers, and review gates that do not depend on model memory.