Supervised Prompt Producer
- 1 repo stars
- Updated June 29, 2026
- JayLBean/supervised-prompt-producer
Four-phase methodology for producing frozen classification prompts: baseline labeling, stratified split, optimization loop with auditor review, and test-set validation.
About
Supervised Prompt Producer generates production-grade classification prompts through disciplined methodology. Four phases: baseline labeling with review, stratified data split (train/dev/test), optimization loop with auditor approval on discrepancies, and one-time test validation. Prevents both baseline overfitting and instruction-following optimization. Solo builders ship prompts with confidence that changes address real patterns, not noise.
- Four-phase discipline (label, split, loop, test)
- Separated human judgment from automation
- Stratified data splitting
- Development plateau detection
Supervised Prompt Producer by the numbers
- Data as of Jul 7, 2026 (Skillselion catalog sync)
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| repo stars | ★ 1 |
|---|---|
| Last updated | June 29, 2026 |
| Repository | JayLBean/supervised-prompt-producer ↗ |
What it does
Four-phase methodology for producing frozen classification prompts: baseline labeling, stratified split, optimization loop with auditor review, and test-set validation.
Who is it for?
production classification systems
Skip if: one-off classification tasks
What you get
- frozen-prompt
- validation-report
Plugins in this marketplace
1 plugin - install individually after you add the marketplace.
