Clever phrasing still helps at the margins, but the real wins now come from controlling the model's context window: what goes in, in what order, and what gets left out.

Garbage in, garbage out has never been more literal. Curate context like you'd curate a brief for a smart new hire.

What good context looks like

Relevant, recent, and ranked โ€” not a firehose of everything you have.

  • Retrieve, then re-rank for relevance
  • Put the most important facts last
  • Strip boilerplate that wastes the window

Measure it

Track answer quality against context changes the same way you'd track a code change โ€” with tests.

The Bottom Line

Spend your time on what the model sees, not just how you ask. That's where the leverage moved.