Get more dependable work from AI
Learn how to set constraints, inspect evidence, and tell whether an output meets your standard.
Read the Field GuideA field guide for useful work
Stop fixing the same AI mistake. Keep the correction that works.
When AI keeps making the same mistake, your correction should survive the next chat.
Bring one recurring correction. Leave with an instruction you can copy into your next task, plus a way to check whether it helped.
What are you trying to accomplish?
Stop rewriting the same correction
Bring one recurring mistake to Fix It Once. Leave with a portable instruction, checks, and a test prompt.
Open the WorkbenchSee what holds up in practice
The Journal is for documented work: the recommendation, the correction, and the result when it can be measured.
Visit the JournalA useful result is the standard.
More drafts do not necessarily mean better work. We care about what survives review, what someone can use on a real project, and whether it helps on a later attempt.
Today’s Worker pairs research-based explanations with tools you can adapt. Each method should tell you what it requires, what was tested, and where the evidence ends.
How we check our work