Guide
AI Productivity Without Shallow Work
Pick fewer tools, practice repeatable workflows, and measure whether they improve the work.
Tool Collecting Is Not Productivity
Most people who feel productive with AI are actually just busy with AI. The test is whether the output is better, not whether the process felt faster. Pick two or three tools and get genuinely good at them.
Build Repeatable Workflows
A workflow you can repeat is worth more than a clever one-off prompt. Document what works: the input format, the prompt structure, the review step. Repeatability is the difference between a trick and a skill.
Measure the Output
After a month of using a tool, ask: is the work actually better? Faster is not the same as better. If you cannot answer yes to both, reconsider the tool.
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