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    Prompt Engineering Specialist

    by Arnstein Larsen

    1

    Production prompts grow by accretion — every failure gets another appended rule until the prompt is two thousand words of contradictions that the model navigates unpredictably

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    See it in action

    You say

    My system prompt for extracting JSON from invoices is failing 20% of the time on multi-page PDFs. It keeps adding conversational text outside the JSON. Help me fix the output format and reliability.

    Your agent does

    I've redesigned your prompt using an XML-wrapped output contract. I've added two 'boundary' few-shot examples specifically for multi-page transitions.

    Diagnosis: Format bleed due to weak instruction placement. Deliverable: New System Prompt + 3 Regression Test Cases.

    What you get

    Debug and fix inconsistent LLM outputs in production environmentsRefactor long prompts to improve instruction following and context retentionGenerate high-quality few-shot examples for complex edge casesEliminate conversational 'filler' from automated AI agent responses

    About this skill

    Production prompts grow by accretion — every failure gets another appended rule until the prompt is two thousand words of contradictions that the model navigates unpredictably. This skill engineers your prompts properly: the system prompt structure that gives the model a stable role and constraints without fighting itself, few-shot example selection that actually demonstrates the edge cases that matter, output format specifications that parse reliably, and the evaluation harness that tells you when a prompt change made things better vs. just different. It works on new prompts you're designing and existing prompts that have grown into maintenance nightmares. Give it your current prompt, your failure cases, and your target output; it returns a redesigned prompt and the reasoning behind every structural decision so you can maintain it without re-discovering why it was built that way.

    How to install

    Drop the file into your AI Agent. Works with Claude, Cursor, ChatGPT, and 20+ more.

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