#提示词工程
143 related articles

Local LLM Giving Off-Target Responses? A Systematic Debugging Approach: Locate First, Then Adjust
Local LLM giving off-target or confused responses? This guide offers a systematic approach: check task and input first, then the chat template, and only adjust sampling parameters last — one change at a time.

ComfyUI Plugin Krea Prompt Generator: Build Prompts by Attribute
Krea Prompt Generator is an open-source ComfyUI custom node set that auto-builds female character prompts via attribute dropdowns and reference images, with seed-based reproducible randomness.

Generate n8n Workflows with Claude in One Shot: Say Goodbye to Manual Node Dragging
A YouTube creator shares how to use Claude to generate complete n8n workflows: one role-anchored prompt outputs valid JSON, paste into the canvas with Ctrl+V, and your workflow is ready to run.

12 Personal AI Assistant Use Cases That Feel Almost Illegal
Tech blogger Matthew Berman demos 12 personal AI assistant scenarios: using Grokbot to negotiate subscriptions, control a Tesla, manage family schedules, meeting notes, email triage, and bill optimization.

Midjourney Cloud City Prompt Breakdown: How the sref Parameter Creates a Unified Visual Style
A Reddit creator shares the full Midjourney prompt and sref style reference parameters behind "Deep Sleep City." Learn how layered prompts and sref seeds create cinematic, consistent AI visuals.

The Complete Claude Guide: From Basics to Building Your Own AI Operating System
A complete Claude guide: from the GCAO prompt framework, web search, and Artifacts to custom instructions, Projects, Skills, and Connectors — build your own AI operating system.

Claude Opus 5.5 Best Practices: 9 Official Prompting Guidelines from Anthropic
Anthropic's official Claude Opus 5.5 guidelines: use the effort parameter instead of "think carefully," give complete tasks, manage long sessions with CLAUDE.md and tasks.md, and provide raw screenshots.

Qiyuan Prompt Assistant Review: A Versatile Local LLM-Powered Prompt Tool
Qiyuan Prompt Assistant is a local LLM-powered desktop tool that turns vague ideas into production-ready prompts. Review covers all 8 modules: film/TV, game, visual, e-commerce, AI video, and more.

n8n Beginner Tutorial: Optimize AI Email Summaries with Prompt Engineering
Learn how prompt engineering improves AI output in n8n. Compare vague vs. structured prompts for email summarization, with OpenAI node configuration walkthrough.

Ten Prompt Changes for Claude Opus 5.5: Official Best Practices Decoded
Claude Opus 5.5 prompt writing has changed significantly: reasoning is on by default, effort defaults to medium, max tokens need loosening, and multi-agent time budgets are in. Ten key changes explained.

Why Do LLM Judge Results Keep Flip-Flopping? Breaking Down the Stability Traps of LLM-as-Judge
Why do LLM-as-Judge results keep changing on identical inputs? This post breaks down stability traps — temperature myths, prompt interference, and the all-must-pass noise problem — with practical fixes.

Professional System Prompts Don't Help Scientific Reasoning: A 503-Profile AI Benchmark Reveals Hidden Cost Traps
An arXiv study tested 503 profession-specific AGENTS.md profiles and found detailed professional system prompts don't boost accuracy on scientific tasks but raise costs 2–4× and hurt tool-calling success rates by 10 points.

Can Emotional Manipulation Make AI Work Better? One Developer's Controversial Experiment
A Reddit developer asks: is emotionally manipulating an AI Agent ethical? We explore why emotional prompts work, the ethics behind them, and the real limits of prompt engineering.

38 Messages to Recreate Rhine Lab UI: A Practical Methodology for Collaborating with GPT-6 Astra
A creator used Codex with GPT-6 Astra to recreate Arknights' Rhine Lab UI in 38 messages over 14 hours. Here's the AI collaboration methodology behind it.

How to Choose an AI Text Humanizer? A Practical Guide to Removing the AI Feel from ChatGPT and Claude
Tired of ChatGPT and Claude sounding robotic? This guide covers AI humanizing tools, how to evaluate them, and why prompt engineering often beats third-party plugins.

Claude Opus 5.5 Official Prompting Guide: 12 Key Takeaways
Deep dive into Anthropic's official Claude Opus 5.5 prompting guide: effort controls, thinking mechanism changes, agent time budgets, prompt caching, safety guardrails, and 12 practical tips.

Why AI Refuses to Generate Prompts: The Logic Behind Copyright and Content Moderation
Why do ChatGPT, Claude, and Gemini refuse to generate AI art prompts over copyright and content compliance? We break down the moderation logic and offer practical alternatives like local open-source models and image interrogation tools.

Using Skill.md to Shape AI Behavior in Hacker News Comments
A Skill.md file for Hacker News sparks debate. We break down what Skill.md is, how it encodes community norms for AI, and the quality vs. deception tradeoffs.

KREA 2 Turbo Style Library Major Update: One Prompt Fix Revives 397 Styles
KREA 2 Turbo style library update: a missing style name fix triggers re-renders of 397 styles, 5 rewrites, and 1 new Breath of the Wild style. Key prompt engineering lessons inside.

Ollama Local Deployment Guide: Faster Downloads & AI Character Prompt Design
Complete guide to deploying Ollama locally: fix slow downloads from overseas servers and learn a front-end/back-end AI roleplay prompt framework, with DeepSeek demos.