One-off prompts plateau at 10-20% productivity. Workflows compound to 50-200%.
This is the workflow shift for knowledge workers (analysts, lawyers, marketers, consultants, researchers, writers) who use Claude/ChatGPT/Gemini regularly and want to move beyond chatbot use. Five core workflow patterns, prompt architecture, context management, hallucination defenses, and the personal workflow library that produces compounding career advantage. From a builder who runs LLM-augmented work
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