Red Shell · Common Errors

Red Shell · OpenClaw MM Rubrics · Multi Turn

The mistakes that keep costing tasks

23 mistakes, each shown in a real task from this project with the exact spot marked. Open one to see the mistake, what to do instead, and where it went wrong in a real task. The explanations take every example apart in full.

1

The Foundations Every Task Must Get Right

Two decisions made before prompt 1 that cannot be repaired afterwards. Each one is cheap to check and expensive to get wrong.

2

What you may not tell Model A or Model B

Leg A defines the task: the opening prompt and the follow ups you send Model A. Leg B is the golden run: Model B gets the same opening prompt, word for word, then the turns you send it as you steer it through the milestones. The no leak rule and the input folder are the same in both legs; what a turn may point at is not.

3

Milestones

Written from the Leg A conversation with Model A, used in Leg B to steer Model B. Three standards cover what sits around the intent line: Modifier and Assets Delivered, the stopping rules, and one milestone per requirement on every Leg A turn.

4

A rubric that separates two runs

A rubric exists to tell a strong run from a weak one. Five standards keep it doing that, and a set can break any of them while still looking complete.

5

Criteria a correct run can pass

A criterion has to pass a correct run, fail a wrong one, carry the right Category and Evaluation Target, and count once. If your own golden fails one, check the criterion first: it is usually the one that is broken.

6

The subjective block

Ten or more criteria, no more than 30% of the weight, each grading a property of the render rather than your golden's wording, and each naming its file when the task ships more than one. Check all four before you submit.

7

Closing the task

The golden is a deliverable, not a run you stopped. Check every value against its source and every revision for wording it left behind, then run the close out before you submit.