Archive preview
Historical essays show the thesis and workflow preview. The full examples, prompt pack, and downloadable packet unlock with a one-time purchase or archive pass.
The signal
Teams are getting better results by separating generation from evaluation.
Why it matters
The useful shift is to make AI work auditable instead of treating a single answer as done.
The evaluator-optimizer loop makes quality explicit.
Workflow
Workflow preview
- Define the acceptance rubric before generation.
- Generate the first artifact.
- Run an evaluator pass against only the rubric.
Prompts
Prompt preview
Review this output only against the rubric below. Return defects, severity, and the smallest repair plan.
Watchouts
Where this goes wrong
- A vague evaluator becomes a second generator.
- The loop is weaker if the rubric is written after seeing the draft.
Sources
Sources checked
- Archive preview. Full packet unlocks the rubric set.
Packet
Evaluator rubric pack
- Rubric templates
- Repair prompts
- Before/after examples