Debug Agent Tool Use - Diagnose why an agent is misusing, ignoring, or fumbling its tools.
Design an Eval - Design an evaluation strategy for an LLM feature before you ship it.
Orchestrate With Cheap Sub-agents - Wrap a large task with explicit delegation rules so expensive-model time goes only where it matters.
Review My RAG Pipeline - Get a structured review of a retrieval-augmented generation design.
Tighten This System Prompt - Audit a system prompt for dead weight, contradictions, and missing constraints.
Coding
Catch Me Up on This Project - Have a coding agent read your recent git history and remind you what you were doing and where you left off.
Code Review - Get a structured review of a diff or function covering correctness, edge cases, and readability.
Debug This Code - Get systematic, step-by-step debugging help for any code snippet.
Explain This Codebase - Build a mental model of unfamiliar code: what it does, how it's structured, and why.
Pair Program With Me - Build something together in navigator mode, talking through the forks instead of getting a finished block.
Write a Design Doc - Turn a problem statement into a structured technical design document.
Learning
Build a Study Guide - Turn any topic into a structured study plan with clear milestones.
Explain This Concept - Get a clear, tailored explanation of any concept, from first principles to nuance.
Quiz Me - Test your understanding of a topic with targeted questions and feedback.
Session Retrospective - End-of-session debrief: what the model should have done differently, and what you could have asked for better.
Teach Me, One Layer at a Time - Learn something interactively, one checked layer at a time, instead of in a single explanation.
Thinking
Fact-Check This Claim - Scrutinize a claim or argument, separating what's verifiable from what's a confident guess.
Interrogate This Feature Idea - Pressure-test what you're about to build by going after the underlying need, not the feature as specified.
Scope an MVP - Turn an idea into the smallest version that tests its riskiest assumption, with a build plan and an explicit cut list.
Writing
Audit My Content for Staleness - Hunt through a site or doc set for facts that expired, claims that drifted wrong, and pages that contradict each other.
Cut This to the Bone - Aggressively shorten a piece of writing to what earns its place, and strip the AI tells.
Edit for Clarity - Make a piece of writing tighter, clearer, and more direct without losing your voice.
Turn Notes Into a Post - Transform rough notes or a brain dump into a readable blog post.
Write a Clear Email - Turn a rough idea into a direct, well-structured email.
Write a README - Turn a project description into a clear, useful README.
Write a Runbook - Document an operational process so anyone on-call can follow it under pressure.
Write a Self-Review - Turn a list of accomplishments into a strong performance self-review.