Prompt Engineering
11 posts
Why Does AI Sometimes "Misbehave"?——Prompt Behavior Guidance Techniques
Deep dive into guiding AI behavior through prompts: from Few-shot examples to A/B testing, unveiling how Claude Code uses carefully designed prompts to turn an “impatient” AI into a “patient” one, and solving problems of AI being “over-eager” or “failing to ask when it should.”
System Prompts——The "Director Behind the Scenes"
Deep dive into Claude Code’s system prompt architecture: segmented composition design, division of identity/tools/format/safety modules, and the secrets of model-specific tuning. Unveiling why the same request gets completely different response styles from Claude Code versus ChatGPT.
Building Complex Prompts from Scratch: The Seven-Element Framework
A complete guide to building complex prompts using the seven-element framework: Task Context, Tone, Rules, Examples, Input Data, Immediate Task, Output Format. Includes career coach, legal assistant, and code bot examples.
RAG in Practice: Stop Making Your LLM Take Closed-Book Exams
A practical RAG tutorial: build an enterprise knowledge base Q&A system in 4 steps using embedding vector search and Claude. Contextual Retrieval cuts retrieval failure from 5.7% to 1.9%, with full Python code and Voyage AI model comparison.
Tool Use: Teach AI to Make Phone Calls and Get Help When It's Stuck
Claude can’t do math or query databases on its own. But you can teach it to ‘make phone calls’ — give it the numbers for calculators, databases, and other tools, and let it dial when needed.
Prompt Chaining: Make AI Check Its Own Work and Double Accuracy
Writing requires revision, and so do AI responses. Learn how to use prompt chaining to make Claude self-review and improve, dramatically boosting response accuracy. Like having AI write a draft, check it, polish it, and hand you a perfect final answer.
Prompt Engineering Lesson 2: Clear and Direct is King
Anthropic’s official tutorial chapter 2: Why does Claude keep missing the point? Because your prompts aren’t clear enough. Learn this one trick to make AI understand you precisely.
Precision Control! One JSON Template Makes AI Image Generation 100% Obedient
From failure to control - unveil the secret weapon of AI image generation precision. A JSON prompt framework helps Gemini/Doubao generate TikTok-style portraits with 6-layer control structure + 3 multiplier tricks. Learn to control AI like a photographer in 3 minutes.
Claude Prompt Engineering 07: Show AI Examples and It Just Gets It
Stop writing lengthy instructions. Just show Claude a few examples and AI will instantly understand what you mean. Let’s talk about Few-Shot Prompting
Make Claude Think Step by Step
Ever noticed AI sometimes gives wrong answers? Learn how ’thinking out loud’ dramatically improves accuracy. A simple yet powerful technique.
