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Prompt engineering prompts

Meta-prompts, accuracy modes, system setups. Prompts about prompting, for people who have noticed it matters.

• work Summarise Code Comments and Documentation for Onboarding

  Turn scattered code comments and docs into an onboarding summary a new developer can use.

• work Summarise a Pull Request Into a Plain Changelog Entry

  Turn a pull request description into a clean changelog entry in sixty seconds.

• work Compare Two API Design Patterns for a New Endpoint

  Get a clear comparison of two API design patterns before you build the endpoint.

• work Compare Two Architectural Approaches for a New Feature

  Get a straight comparison of two architectural approaches and a recommendation.

• work Decide Which Tech Debt Item to Address in the Next Sprint

  Work out which technical debt item gives the best return before the next sprint.

• work Explain a Code Review Comment That Does Not Make Sense

  Find out what the code review comment actually means and what to do about it.

• work Critique a SQL Query for Performance Issues

  Find the performance problems in your SQL query before they cause problems in production.

• work Translate a Stack Trace Into a Plain English Error Description

  Turn a confusing stack trace into a plain description of what went wrong and where to look.

• learn Teach an AI Your Writing Voice Using Examples

  Extract a usable voice profile from your own writing that an AI can follow.

• work Write a Regex Pattern for a Specific Matching Task

  Get a working regex pattern explained clearly enough to modify it later.

• learn Compare Two Prompting Strategies for the Same Task

  Choose the prompting strategy that will produce better results for your specific task.

• learn Get an AI to Critique Its Own Output Before You Accept It

  Build a critique loop that makes an AI review its own output before you use it.

• learn Summarise What a Long AI Conversation Has Established

  Compress a long AI conversation into a state summary you can use to continue it.

• learn Reframe a Prompt That Keeps Getting the Wrong Answer

  Diagnose why a prompt is failing and rewrite it to fix the specific cause.

• work Generate Test Cases for an Untested Function

  Generate meaningful test coverage for a function that currently has none.

• learn Evaluate Whether an AI Output Can Be Trusted

  Check whether an AI output is reliable enough to use before you act on it.

• learn Evaluate a Source Before You Cite It

  Check whether a source is actually worth citing before you use it.

• learn Write a Persistent Setup Prompt for a Recurring Task

  Write a setup prompt for a recurring task so you never have to explain it again.

• work Write a Shell Script for a Task You Do Every Week

  Automate the command-line task you do manually every week.

• learn Build a System Prompt That Improves Every Conversation

  Write a system prompt that makes every AI conversation start better than the last.

• learn Understand How Chain-of-Thought Prompting Changes AI Behaviour

  Understand what chain-of-thought prompting actually does and when to use it.

• work Compare Two Frameworks for Measuring Business Performance

  Choose between performance measurement frameworks based on your stage and culture, not on what is fashionable.

• work Compare Two Approaches to Building a Data-Driven Culture

  Choose between a top-down and bottom-up approach to building a data-driven culture based on what actually works in your organisation.

• learn Critique a Literature Review for Research Quality

  Get peer-reviewer-level feedback on a literature review before it goes to submission.

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