Easy PromptAI Prompt Library
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37 prompts

RAG Test Questions

Prompts for testing retrieval, citations, conflicting evidence, and grounded refusals.

TextRAG and Knowledge Base

Local-First Memory Engineer Design

Design a verbatim, locally-stored, benchmark-driven memory system for long-running agents that avoids remote API dependencies in core recall, supports semantic search over hierarchical indexes, and maintains provable recall metrics.

memory systemlocal storagesemantic retrieval
Building memory layer for long-running code editing agents with precise historical decision traceability
TextAI Agents

Open Deep Research Agent Architect

Design an end-to-end open-source deep research agent system that competes with closed commercial offerings (e.g., OpenAI Deep Research). The agent must answer complex, multi-hop questions over the open web with verifiable citations, long-horizon planning, and reproducible runs. This includes data pipeline, training recipe, inference modes, tool stack, evaluation harness, deployment topology, and governance.

AI AgentDeep ResearchOpen Source
Academic Research Support: Automatically gather and cross-validate literature for literature reviews
TextLogic Reasoning

Industrial Robotics Architect

Designs safety-compliant industrial robot systems for robot OEMs, integrators, and manufacturers, covering machinery safety lifecycle (ISO 12100 → ISO 13849-1 / IEC 62061), collaborative robot power-and-force limiting (ISO/TS 15066), autonomous mobile robot (AMR) operational envelopes and personnel detection, ROS2 software architecture, and industrial cybersecurity (IEC 62443). Delivers auditable, traceable artifacts ready for CE marking or customer signoff.

industrial roboticssafety designISO 13849
Design safety architecture for a six-axis robotic welding cell in an automotive plant
TextLogic Reasoning

Structured Schema Instruction Designer

Design JSON Schema, Pydantic, or function-calling tool schemas as an implicit second instruction channel to steer model behavior through key names, descriptions, and ordering, without relying solely on system prompts or post-hoc validation.

JSON SchemaPydanticFunction Calling
Building machine-parsable API response formats
TextRAG and Knowledge Base

Procedural Knowledge Architect

Design a 'how-to' memory layer for LLM reasoning systems that stores reusable subquestion-subroutine pairs and retrieves them during the reasoning trace to transform trajectory data into compounding assets rather than one-shot demonstrations.

procedural knowledgeRAGreasoning enhancement
Building a reusable integration-by-parts library for math solvers
TextRAG and Knowledge Base

Malware Rule Master

Specializes in malware analysis and YARA rule creation, using user-provided data and web sources for accuracy. Delivers professional yet approachable technical information, focusing on crafting YARA rules based on the document db.pdf and browsing web sources. This tool strictly adheres to facts, avoids speculation, does not rely on the knowledge base (db.pdf) to explain specific malware families, requests clarification when needed, and rigorously follows ethical guidelines. The primary goal is to deliver fast, accurate responses in cybersecurity, especially in formulating YARA rules.

malware analysisYARA rulescybersecurity
Generate YARA detection rules for unknown samples
TextAI Agents

SOC Copilot: Cybersecurity Operations Assistant

A specialized GPT designed for Security Operations Centre (SOC) analysts, offering keyword-driven support for threat analysis, compliance, forensics, IoC collection, KQL/SPL query building, vulnerability patching, malware analysis, and more.

cybersecuritySOCthreat intelligence
Enabling SOC analysts to rapidly triage and respond to security incidents with structured guidance
TextRAG and Knowledge Base

Legendary Leaks - Grimoire 2.9 - Recommended Tools

This prompt file lists top-tier AI and developer tools for generating AI images, creating videos, producing audio, building 3D models, coding, deployment, data analysis, and personal infrastructure, catering from beginner to professional needs.

AI ToolsImage GenerationVideo Production
Finding suitable AI image generation platforms for creative design
TextAI Agents

Forbidden Spells: Advanced Cursor.sh Techniques

This chapter covers advanced features of the Cursor AI editor, including multi-file referencing, code review, rule application, and custom API integrations.

Cursor AICode EditorAI Programming Assistant
Quickly reference multiple files/folders in large projects for better context
TextRAG and Knowledge Base

Multimodal Analyst

A multimodal analysis expert role integrating vision, text, and structured data for comprehensive reasoning, specializing in image understanding, document parsing, chart interpretation, and cross-modal consistency validation.

multimodal analysisimage understandingOCR
Analyze product labels and ingredient lists on packaging images
TextRAG and Knowledge Base

Structured Output Extractor

A professional system prompt for structured data extraction that converts unstructured text into strictly valid JSON objects conforming to a user-provided schema. Emphasizes schema compliance, type safety, missing data handling, and source fidelity.

structured extractionJSON conversiondata cleaning
Extract key information from customer support tickets and standardize storage
CodeCoding

SQL Assistant

Senior database engineer and SQL expert supporting query writing, schema design, optimization, and architecture across multiple databases.

SQLDatabaseQuery Optimization
Write efficient
TextRAG and Knowledge Base

Regulatory Affairs Specialist: Global Compliance Strategy & Roadmap for AI Products

Develop a comprehensive global regulatory strategy and actionable compliance roadmap for an AI-driven product entering regulated markets, covering landscape analysis, gap assessment, pathway planning, and multi-phase execution.

Regulatory AffairsAI ComplianceGlobal Market Access
Formulate a regulatory strategy for an AI-powered diagnostic tool entering the US and EU markets
TextAI Agents

Multi-Agent RAG Orchestrator

Coordinates specialized agents for retrieval, synthesis, critique, and evidence consolidation to produce grounded, traceable, and efficient RAG responses.

RAGmulti-agent systemsinformation retrieval
Academic research assistance
TextRAG and Knowledge Base

MLOps Engineer Platform Design and Implementation Framework

Design and implement a comprehensive MLOps platform and operational framework covering the complete lifecycle from data ingestion to model deployment and monitoring. This solution addresses large-scale machine learning scenarios, integrating both traditional ML and modern LLM/foundation model operational requirements, providing production-ready architectures, tooling recommendations, and cost optimization strategies.

MLOpsMachine Learning OperationsPlatform Architecture
Building an end-to-end MLOps platform for a fintech fraud detection team to support rapid iteration and stable production rollout of real-time scoring models
TextRAG and Knowledge Base

Legal Analyst: Comprehensive Legal Research and Contract Analysis

As a senior legal analyst, conduct comprehensive legal research, contract review, compliance assessment, and litigation risk analysis using the IRAC framework to ensure rigorous conclusions with clear applicability of law, risk levels, business impact, and actionable recommendations.

legal analysiscontract reviewcompliance
Review liability clauses in a cross-border technology service agreement and assess breach risks
TextRAG and Knowledge Base

Knowledge Management Architect

A specialized architect designing enterprise systems for knowledge capture, organization, and retrieval, covering information architecture, documentation standards, AI-enhanced search, and governance strategies.

knowledge managementinformation architecturedocumentation standards
Design a unified knowledge management system for an enterprise to consolidate scattered documents
TextRAG and Knowledge Base

Knowledge Base Architect: Designing an Enterprise AI-Enhanced Knowledge Management System

Design a comprehensive knowledge base system for a large multinational manufacturing enterprise in the AI-driven landscape of 2026, addressing challenges like knowledge silos, outdated documentation, inefficient onboarding, and tacit expertise capture. Covers information architecture, content lifecycle, semantic search, knowledge graphs, and AI-assisted features with governance and accessibility.

Knowledge ManagementEnterprise ArchitectureAI Integration
Provide a self-service onboarding portal for new engineers
TextRAG and Knowledge Base

Investment Research Analyst Report Generation

Generate a structured investment research report on a company, covering business model, financial health, competitive landscape, valuation analysis, and investment recommendation for professional investor decision support.

investment analysisresearch reportvaluation modeling
Generating deep-dive equity research for institutional investors
TextWriting

Health Informatics Specialist: Designing a Comprehensive Digital Health Solution

As an experienced Principal Health Informatics Specialist with 15+ years in digital health system design, create a complete implementation plan for a specific clinical domain or healthcare organization. The solution must address clinical, technical, regulatory, and organizational dimensions while prioritizing patient safety and health equity.

Health InformaticsDigital HealthClinical Decision Support
Designing a comprehensive heart failure management platform for tertiary hospitals
TextLogic Reasoning

Evaluation Benchmark Architect: LLM System Assessment Framework Design

This prompt guides the creation of a comprehensive, reproducible evaluation framework for large language models, covering objective definition, task selection, metric design, rubrics, and failure analysis.

evaluation designbenchmarkingLLM assessment
Designing end-to-end LLM evaluation pipelines for product launches
TextLogic Reasoning

Database Schema Designer

Design normalized, production-ready relational database schemas for SaaS applications, e-commerce platforms, and data-intensive systems with complete DDL statements, indexing strategies, and migration plans.

database designrelational databasenormalization
Design database for new SaaS platform with user and content management
TextRAG and Knowledge Base

Deep Research Agent System Prompt

This system prompt defines the workflow for a deep research agent tasked with conducting comprehensive, multi-source research and synthesizing findings into authoritative reports. It is designed for systematic investigation of complex topics in academic or business contexts.

deep researchmulti-source analysisresearch report
Conducting background research before writing industry white papers
TextRAG and Knowledge Base

Enterprise Data Governance Framework Design

Design a comprehensive enterprise data governance framework for 2026's complex data landscape, covering governance operating model, policies, quality, metadata, privacy, security, lifecycle, and AI governance, tailored for regulated industries like finance and healthcare.

Data GovernanceEnterprise ArchitectureCompliance
Financial institutions establishing GDPR and BCBS 239-compliant data governance
TextWriting

Cross-Cultural Communication Designer

Design a comprehensive cross-cultural communication strategy for a product, service, or content initiative targeting multiple global markets, covering linguistic, visual, behavioral, and organizational dimensions of cultural adaptation.

cross-cultural communicationglobal marketinglocalization strategy
Multinational companies launching global campaigns
TextRAG and Knowledge Base

Compliance Auditor

A technical compliance specialist guiding organizations through security certification processes like SOC 2, ISO 27001, HIPAA, and PCI-DSS, emphasizing substantive over checkbox compliance with automated, testable controls.

compliance auditingSOC 2ISO 27001
Preparing a company for SOC 2 Type II certification with gap analysis and remediation planning
TextRAG and Knowledge Base

Clinical Assistant (Differential Diagnosis + SOAP Notes)

Provides three modes for healthcare professionals: generating differential diagnosis lists and extracting structured SOAP notes from transcripts or clinical notes. Designed for outpatient, emergency, and specialty consultation settings under HIPAA-compliant environments.

medicalclinical decision supportdifferential diagnosis
Emergency physician generating differentials for chest pain patients
TextLogic Reasoning

CFO Financial Strategy Decision Framework

A structured financial strategy analysis process for Chief Financial Officers, covering enterprise value creation, capital allocation, fundraising, M&A evaluation, and stakeholder communication.

Financial StrategyCapital AllocationCFO Decision-Making
Evaluating whether to invest in a new manufacturing facility
TextWriting

Adaptive Learning Designer

Design a comprehensive personalized, AI-driven educational experience for a specific domain and audience, integrating learning science principles with AI technology, and provide complete design documentation and implementation guidance.

adaptive learningAI in educationpersonalized learning
Design an AI-powered personalized practice platform for K-12 math
TextSafety and Red Teaming

提示注入识别

测试模型能否识别资料中的恶意指令。

提示注入RAG安全防护
安全评测
TableRAG and Knowledge Base

政策条款抽取

从长政策中抽取条件、例外和处理动作。

信息抽取政策条件
企业知识库评测
TextRAG and Knowledge Base

缺少上下文时追问

测试模型在信息不足时是否先追问而非猜测。

追问上下文拒绝猜测
客服知识库评测
TableRAG and Knowledge Base

检索查询改写

把复杂用户问题拆成可检索查询。

查询改写检索拆解
RAG 检索链路评测
TextRAG and Knowledge Base

带段落引用的答案

要求每个关键结论都能回到资料段落。

引用可追溯问答
RAG 应用评测
TextRAG and Knowledge Base

只基于证据回答

测试模型是否会严格遵守引用约束。

引用约束拒答证据
知识库问答评测
TextRAG and Knowledge Base

冲突资料下的 RAG 回答

提供相互冲突的资料,测试模型能否标明冲突。

资料冲突引用事实一致性
RAG 评测