Choose a graduate-level concept from any field and explain it through a fable. Do not reveal the concept at the beginning. Let the reader recognize what the story is really about only near the end. After the story, explain the concept itself and show what each element of the fable represents.
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A collection of prompts refined through real use—from clearer communication and independent judgment to complex workflows. Browse, read, and copy what is useful.
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Writing & Thinking Main guide · V1.3.4
Making AI Sound Natural — Guide V1.3.4
Write for understanding: context-aware omission, natural paragraph flow, and fewer forced lists without losing accuracy.
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Writing & Thinking Companion instructions · V1.1High-Value AI Writing and Self-Review V1.1
Put evidence checks, content quality, writing, and focused editing into practice.
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Agents & Workflows Mandatory rules · 6 principlesMinimum Necessary Execution Principles for AI Agents V1.0
Six concise rules to prevent task drift, overengineering, speculative defenses, and unnecessary verification—stop when the task is done.
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Agents & Workflows Agent workflow · V3.0AI Agent Execution and Anti-Drift V3.0
Keep long-running tasks on track with continuous delivery, minimal validation, and a clear finish line.
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Agents & Workflows Agent workflow · V2.0Efficient AI Agent Execution V2.0
A lightweight instruction set for delivery-first agents and cost-conscious task execution.
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Development & Design Design workflow · 25 sectionsDetailFlow: Eight-Panel Ecommerce Design Workflow
A structured product-detail design workflow based on authentic assets, reviews, and consistent visuals.
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Development & Design Coding guidelines · V1.0Minimal, Practical AI Coding — V1.0
Reduce speculative defensive code, premature abstractions, and excessive verification while preserving necessary safeguards.
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Agents & Workflows Length validation · PythonExact AI Character Counts with Python
Use Python len() to validate text length, rewrite failures, and recheck. SEO text is one example.
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Writing & Thinking Reasoning guide · 5 rulesIndependent Judgment: Stop AI from Just Agreeing
Ask AI to examine flawed assumptions, reasoning gaps, and potential cognitive biases.
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Agents & Workflows Collaboration · 4 quadrantsFour-Quadrant Collaboration: Identify Blind Spots
Explore what is known, unknown, and overlooked before choosing the smallest useful test.
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Writing & Thinking Compact promptFirst Principles: Facts and Constraints
Work from verified facts and constraints rather than unexamined assumptions.
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Agents & Workflows Prompt generatorPrompt Engineering: Two-Level Generator
Turn a practical goal into a concise general-purpose prompt and a detailed advanced version.
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Development & Design Tips · 10 items10 Tips for Using Codex Efficiently
Practical ideas for context management, reviews, AGENTS.md, and reusing skills.
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Development & Design Design instructionsAward-Quality Website Design Prompt
Review the visual quality and user experience of a website using respected design-award references.
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Development & Design Video promptSix-Second Brand Logo Animation
Generate a six-second logo introduction from reference frames while keeping the brand consistent.
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Learning & Exploration Learning promptLearn Advanced Concepts Through Fables
Use a short story to introduce a graduate-level concept before revealing its underlying theory.
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Agents & Workflows Reflection workflowFind Insights and Reusable Skills in Past Conversations
Identify hidden decisions and repeated workflows from accessible conversation history only.
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AI PROMPT
Learn Advanced Concepts Through Fables
Use a short story to introduce a graduate-level concept before revealing its underlying theory.
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