All Prompts
Masharty Tembo's project for organizing AI prompts
AI Product Management, Evals & Prompt Systems
Synthetic Data Generation Plan
Use this skill to turn messy product context into a useful synthetic data generation plan with clear reasoning and next steps.
AI Product Management, Evals & Prompt Systems
Responsible-AI Review Checklist
Use this skill to review responsible-ai review checklist and turn the findings into specific risks, tradeoffs, and next actions.
AI Product Management, Evals & Prompt Systems
Red Team Plan
Use this skill to design a red-team session to find adversarial inputs that break an AI feature.
AI Product Management, Evals & Prompt Systems
RAG Quality Evaluation Plan
Use this skill to turn messy product context into a useful rag quality evaluation plan with clear reasoning and next steps.
AI Product Management, Evals & Prompt Systems
Prompt-Injection Threat Review
Use this skill to review prompt-injection threat review and turn the findings into specific risks, tradeoffs, and next actions.
AI Product Management, Evals & Prompt Systems
Prompt-Feature Specification
Use this skill to turn messy product context into a useful prompt-feature specification with clear reasoning and next steps.
AI Product Management, Evals & Prompt Systems
Prompt Spec Writer
Use this skill to documents a production prompt with role, tone, formatting, refusals, and version notes.
AI Product Management, Evals & Prompt Systems
Prompt Engineering Workshop Builder
Use this skill to builds a 90-minute workshop teaching a team practical prompt engineering.
AI Product Management, Evals & Prompt Systems
Prompt A/B Test Designer
Use this skill to design an A/B test for prompt variants with sample sizes and eval pre-registration.
AI Product Management, Evals & Prompt Systems
Model-Selection Trade-off Matrix
Use this skill to build a useful model-selection trade-off matrix with explicit inputs, assumptions, scoring logic, and decision criteria.
AI Product Management, Evals & Prompt Systems
Model Selection Memo
Use this skill to picks the right model for a feature with cost, latency, quality, and switching plan.
AI Product Management, Evals & Prompt Systems
Model Drift Monitoring Plan
Use this skill to build a useful model drift monitoring plan with explicit inputs, assumptions, scoring logic, and decision criteria.
AI Product Management, Evals & Prompt Systems
LLM-as-Judge Eval Setup
Use this prompt to turn messy product context into a useful llm-as-judge eval setup with clear reasoning and next steps.
AI Product Management, Evals & Prompt Systems
LLM Cost vs Quality Analysis
Use this skill to turn messy product context into a useful llm cost vs quality analysis with clear reasoning and next steps.
AI Product Management, Evals & Prompt Systems
Human-in-the-Loop Flow Design
Use this prompt to turn messy product context into a useful human-in-the-loop flow design with clear reasoning and next steps.
AI Product Management, Evals & Prompt Systems
Hallucination Mitigation Strategy
Use this skill to turn messy product context into a useful hallucination mitigation strategy with clear reasoning and next steps.
AI Product Management, Evals & Prompt Systems
Golden Test-Set Builder
Use this skill to turn messy product context into a useful golden test-set builder with clear reasoning and next steps.
AI Product Management, Evals & Prompt Systems
Fine-tune vs Prompt vs RAG Memo
Use this skill to draft a clear fine-tune vs prompt vs rag memo that frames the decision, evidence, tradeoffs, and recommendation.
AI Product Management, Evals & Prompt Systems
Eval-Driven Model Upgrade Check
Use this skill to decides whether to upgrade to a new model version by comparing eval performance.
AI Product Management, Evals & Prompt Systems
Eval Spec Generator
Use this skill to create an eval specification with tasks, graders, datasets, and pass criteria for an AI feature.
AI Product Management, Evals & Prompt Systems
Eval Set & Rubric Designer
Use this skill to turn messy product context into a useful eval set & rubric designer with clear reasoning and next steps.
AI Product Management, Evals & Prompt Systems
Eval Dataset Curator
Use this prompt to curates a balanced eval dataset from production logs without leaking sensitive data.
AI Product Management, Evals & Prompt Systems
Cost Per Query Audit
Use this skill to audits an AI feature's cost-per-query and recommends optimization tactics.
AI Product Management, Evals & Prompt Systems
Confidence & Uncertainty UX Spec
Use this skill to turn messy product context into a useful confidence & uncertainty ux spec with clear reasoning and next steps.
AI Product Management, Evals & Prompt Systems
Bias & Fairness Audit Prompt
Use this skill to review bias & fairness audit prompt and turn the findings into specific risks, tradeoffs, and next actions.