Don’t Paste the AI: Keep Your Judgment
Pasting chatbot output makes your message feel generic and unowned. Use AI as a drafting partner, then extract the useful core, rewrite in your voice, and quote only with an explanation of why it fits.
Pasting chatbot output makes your message feel generic and unowned. Use AI as a drafting partner, then extract the useful core, rewrite in your voice, and quote only with an explanation of why it fits.
Claude 5-era agents perform better when context engineering shifts from rigid rules and examples to judgment, progressive disclosure, and tool interface design. Audit conflicting guidance, move deep logic into skills, and use deferred loading/tool search patterns to keep context focused when it matters.