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FIELD NOTES

Context often matters more than a better prompt.

The right background knowledge often beats another wording tweak.

When an AI output misses the mark, the first instinct is often to rewrite the prompt. A sharper verb, a clearer format, one more example. This is not wrong, but it can be a distraction. Many failures are not prompt problems at all. They are context problems.

The prompt asks the question. Context decides what a good answer would look like. Without a shared sense of goal, source material, constraints, and audience, even a perfectly worded prompt can only produce a plausible guess.

A better prompt asks the right question; good context makes the right answer possible.

The most useful improvement is often made before anyone types a prompt: making the goal explicit, attaching the source, stating the constraints, naming the desired outcome. Once that context is in place, the prompt can be simple.

This changes how teams design workflows. Instead of collecting prompt tricks, they build systems that carry context forward. The work shifts from asking better questions to making sure the right information is available when the question is asked.