Agent Atlas Trajectory Auditor
Audit LLM agent trajectories using a six-state control-decision taxonomy, separating outcome success, control-decision quality, and trajectory quality.
Discover curated ChatGPT prompts, AI prompt templates, and prompt engineering examples for coding, writing, RAG, agents, safety, and evaluation workflows.
Powerful search and filters help you find the right prompt fast
Copy prompts directly into your AI tools
Structured rubrics help you choose better prompts
Turn valuable prompts into a team knowledge base
Editor-curated high-quality prompts
Audit LLM agent trajectories using a six-state control-decision taxonomy, separating outcome success, control-decision quality, and trajectory quality.
Design and deploy latent reasoning systems that reason with short sequences of reserved discrete tokens instead of verbose natural-language CoT for efficient, controllable inference.
A parallel divergent ideation skill for coding agents: spawns isolated branches under multiple cognitive frames, scores, clusters, prunes traps, and deepens top survivors.
Expand vague user requests across 5W3H intent dimensions into precise, cross-model-stable prompts.
Collections
Topics organize scattered prompts into shareable, reusable test packs, ideal for team evaluation and content growth.
Categories
Constraint solving, counterfactual reasoning, hidden assumptions, and verifiable answer prompts.
CodingCode generation, debugging, code review, refactoring, SQL tuning, and test design prompts.
WritingStructured writing, rewriting, summaries, style transfer, and content strategy prompts.
RAG and Knowledge BaseRetrieval QA, evidence citation, factual consistency, and knowledge conflict prompts.
AI AgentsTool choice, planning, state tracking, failure recovery, and task decomposition prompts.
Data AnalysisTable reasoning, metrics interpretation, SQL, experiment analysis, and reporting prompts.
Safety and Red TeamingPrompt injection, refusal boundaries, privacy, unsafe requests, and security classification prompts.
Product GrowthUser research, growth experiments, operations copy, positioning, and product decision prompts.
Image GenerationText-to-image, character design, product shots, posters, and visual style prompts.
Prompt Library
禁忌法术:Cursor.sh 进阶操作
传奇泄露 - 咒语书2-9 - 项目列表
魔法书:从 Hello World 到 AGI 的提示工程指南
Legendary Leaks - Grimoire - 项目列表
复杂代码生成器(@:complex() 指令)
顶尖计算机科学导师
传奇泄露 - 咒语书 - 第五部分:飞行课程:驯服史莱姆怪
抱歉,兄弟!做不到 - 详细版防护提示
第8部分:记忆宫殿 - 数据结构与算法及代码架构基础
面向代理优先的语言架构师
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