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8 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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#Claude Code
Claude Code workflows, agents, hooks, skills, and operating patterns.
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7 min read
Your CLAUDE.md Is Not An Operating System
CLAUDE.md can give context, but serious agentic work needs hooks, validators, ledgers, and review gates that do not depend on model memory.
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The Best AI Model Should Not Do All The Work
Premium models should plan, decide, review, and escalate. Cheaper workers should handle bounded tasks that can be checked.
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