Buying AI tools and rolling out company-wide training does not equal AI transformation. Real change means replacing human-to-human collaboration with human-plus-agent workflows. That shift hits headcount first, then rewrites the survival rules for employees.
After a year with Claude Code, I distilled my workflow into 7 reusable principles. The biggest beginner mistake isn’t lack of skill — it’s treating Claude Code like ChatGPT. Used right, it’s your super-engineer. Used wrong, it’s a hallucinating, lying slacker.
Explores the limitations of using LLMs as simple chatbots and introduces the Model-Context-Protocol (MCP), detailing four essential tools that provide context, planning, and memory to transform AI into a powerful, autonomous engineering partner.
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