• Context 是临时记忆；
• 需要长期保留则应写入 CLAUDE.md 或 Skill；
• 每次新任务都要确认是否加载了正确规则。再看小例子，

  请先阅读 src/views/order/components/sample/SampleCommodity.vue 和相关路由配置说明这个功能涉及哪些组件和状态管理？不过，

. Prompt 工作协议设计思路与范例 Prompt 应明确：

• 背景;
• 范围;不过，
• 目标;
• 约束;
• 验收标准。说到差异化示例，

  低效描述

  调整描述

  典例场景

  帮我调整一下

  请调整 SampleCommodity.vue 中 Product 区域表格布局使表头和数据列对齐且最终一列无剩余空白

  UI 布局微调

  这里有 bug

  ProductArea.vue 第99行图片渲染逻辑存在异常情况未处理

  缺陷排查

  帮我写个登录页面

  根据 Swagger 使用者登录接口生成 TypeScript API wrapper 和表单组件并说明字段含义检查项

  知识库问答; 历史记录补充; 资源集约化; 至于落地建议， 频道 内容类别 检索粒度 GitHub Repo 项目规范 / 案例 全仓库 + 方法过滤 Figma Plugin UI 原子 / 风格教程 Layer 名称匹配 Confluence Page 流程图 / 决策记录 Hn Heading + 内容 说到技术实施。 yaml example: retrieval: 至于rules，- path: docs/.md &!docs/changelog/ 从weight来看，high - tag: ui-guideline & updatedafter:lastmonth 注意事项的观点是， RAG 不适合实时变动数据 需定期更新检索索引避免过期信息污染 . Tool 工具调用程序架构 说到主要能力矩阵。 功能区域 作用范围 File I/O System Tools Code Analysis Tools Platform APIs Tool 环境演进路线： 安全边界设计的观点是， typescript example: // 防止敏感操作被误触发 class RestrictedToolWrapper { const unsafeCommands =; validate: boolean { return!this.unsafeCommands.includes;} } 从使用场景示例来看， mermaid graph TD;A --> B{Need API Data?}，B -->|Yes| C;B -->|No| D，C --> E;E --> G，D --> G;G --> H{Pass Lint?}，H -->|No| I;H -->|Yes| J; . MCP 模块通信协议规范 至于主要价值链， Agent ←→ MCP Server ←→ External Service 主要特性比较这方面， Feature Backend Integration Frontend Adaptation Security Compliance Cost Efficiency Development Time To Market Supportability Scalability Maintainability Flexibility Extensibility Performance Latency Throughput Availability Reliability Resilience Fault Tolerance High Availability Disaster Recovery Backup And Restore Monitoring And Logging Auditing And Reporting Compliance And Governance Security Policy Management Identity And Access Management Encryption And Key Management Network Security Application Security Data Protection Incident Response Threat Intelligence Vulnerability Management Patch Management Configuration Management Change Management Release Management Deployment Automation Continuous Integration Continuous Delivery Infrastructure As Code Containerization Virtualization Serverless Computing Edge Computing Hybrid Cloud Multi Cloud Interoperability Portability Standardization Normalization Harmonization Optimization Streamlining Rationalizing Simplifying Unification Consolidation Integration Aggregation Federation Centralization Decentralization Distribution Modularity Component Based Architecture Microservices Service Oriented Architecture Event Driven Architecture Message Broker Pattern Publish Subscribe Pattern Request Response Pattern Command Query Responsibility Segregation Domain Driven Design Clean Architecture Hexagonal Architecture Onion Architecture Layered Architecture N Tier Architecture MVC MVVM MVP MVI Redux Flux Unidirectional Data Flow Reactivity Observables Streams Reactive Programming Functional Programming Declarative Programming Imperative Programming Object Oriented Programming Aspect Oriented Programming Generic Programming Metaprogramming Reflection Introspection Serialization Deserialization Marshaling Unmarshalling Encoding Decoding Compression Decompression Encryption Decryption Hashing Signing Verifying Certificate Authority Public Key Infrastructure Trust Store Keystore Certificate Revocation List Certificate Transparency Certificate Pinning Certificate Chaining Certificate Stitching Cross Signing Self Signing Mutual Auntication Mutual TLS OAuth OpenID Connect SAML WS Fed LDAP Kerberos PAM RADIUS TACACS DIAMETER XACML ABAC RBAC DAC MAC Rule Based Access Control Role Based Access Control Attribute Based Access Control Mandatory Access Control Discretionary Access Control Policy Based Access Control Risk Based Access Control Contextual Access Control Adaptive Access Control Behavioral Analysis User Behavior Analytics Entity Behavior Analytics Network Traffic Analysis Log Analysis Threat Detection Intrusion Detection Intrusion Prevention Anomaly Detection Signature Based Detection Heuristic Detection Statistical Detection Machine Learning Artificial Intelligence Deep Learning Neural Networks Convolutional Neural Networks Recurrent Neural Networks Long Short Term Memory Generative Adversarial Networks Reinforcement Learning Natural Language Processing Computer Vision Image Recognition Object Detection Face Recognition Speech Recognition Voice Recognition Audio Processing Signal Processing Video Processing Multimedia Processing Augmented Reality Virtual Reality Mixed Reality Extended Reality Spatial Computing Human Computer Interaction User Experience Design User Interface Design Interaction Design Information Architecture Usability Testing Accessibility Testing Performance Testing Load Testing Stress Testing Volume Testing Endurance Testing Spike Testing Soak Testing Reliability Testing Recovery Testing Failover Testing High Availability Cluster Active Active Cluster Active Passive Cluster Load Balancing Reverse Proxy Content Delivery Network Edge Cache Edge Server Edge Function Serverless Function Function As A Service Backend As A Service Mobile Backend As A Service Full Stack Development Low Code No Code Citizen Development Enterprise Development Platform Digital Experience Platform Customer Experience Platform Employee Experience Platform Partner Experience Platform Supplier Experience Platform Vendor Experience Platform Channel Experience Platform Omnichannel Multichannel Cross Channel Seamless Integration Unified Interface Consistent Branding Personalized Content Dynamic Content Adaptive Content Responsive Design Fluid Layout Flexible Grid Liquid Layout Elastic Layout Resilient Design Progressive Enhancement Graceful Degradation Feature Detection Feature Polyfill Feature Flag Feature Toggle Canary Release Blue Green Deployment Rolling Update Rolling Restart Rolling Rollback Incremental Deployment Phased Deployment Staged Deployment Piloting Beta Testing Alpha Testing Private Preview Public Preview Internal Preview External Preview Sandbox Environment Staging Environment Production Environment Test Environment Development Environment Local Environment DevOps CI/CD Pipeline Source Control Versioning Branching Merging Rebasing Cherry Picking Tagging Releasing Packaging Distributing Installing Configuring Running Monitoring Managing Maintaining Updating Upgrading Patching Fixing Enhancing Optimizing Tuning Debugging Profiling Tracing Logging Metrics Telemetry Observability Visibility Transparency Accountability Audit Trail Chain Of Custody Paper Trail Digital Footprint Forensic Evidence Legal Compliance Regulatory Compliance Industry Standards Best Practices Guidelines Frameworks Methodologies Processes Procedures Workflows Checklists Templates Forms Documents Reports Dashboards Visualizations Charts Graphs Diagrams Schematics Blueprints Plans Specifications Requirements Specs Use Cases Stories Tasks Issues Bugs Defects Incidents Problems Risks Vulnerabilities Threats Opportunities Challenges Constraints Limitations Dependencies Prerequisites Assumptions Expectations Goals Objectives Outcomes Deliverables Results Outputs Inputs Feedback Iterations Revisions Versions Variants Alternatives Options Choices Decisions Actions Steps Tasks Activities Events Transactions Operations Functions Services Applications Systems Architectures Infrastructures Environments Domains Business Logic Rules Policies Procedures Regulations Standards Specifications Documentation Knowledge Base Wiki FAQ Manual Guide Handbook Booklet Brochure Pamphlet Leaflet Flyer Poster Banner Billboard Signboard Plaque Marker Label Tag Badge Emblem Logo Icon Symbol Image Photo Graphic Illustration Diagram Chart Graph Plot Map Schematic Blueprint Model Prototype Mockup Wireframe Storyboard Scenario Simulation Emulation Virtualization Container Docker Kubernetes Mesos Marathon Nomad Fleet Rancher Rocket Swarm Shipyard Atomos Quarkus Spring Boot Micronaut Vert.x Play Akka Lagom Finagle Spray Grizzly Jetty Tomcat WildFly GlassFish WebLogic WebSphere JBoss Payara OpenShift Red Hat Enterprise Linux Amazon Web Services Google Cloud Microsoft Azure IBM Cloud Oracle Cloud Alibaba Cloud Tencent Cloud Huawei Cloud Baidu Cloud JD.com Yandex.com Mail.ru Group VK.com Ozon.ru Rambler Group QIP.ru Megogo.tv IVi.ru START.ru TVZION.ru Kinopoisk.ru Afisha.ru Theaters.io KINOPOISK.FM Filmix.io VIAMEGA.RU VIPERS.RU PREMIER.TV ZAYCEV.NET MYZUKA.NET MUZOON.RU BOOKZ.RU LIBRUS.EE READMOO.COM FICTIO.NL WATTpad.COM INSTASHOP.COM SHOPIZZLE.COM ETSY.COM DEPOP.COM REDBUBBLE.COM ZAZZLE.COM CAFEPRESS.COM SOCIETY6.COM PRINTFUL.COM PRINTIFY.APP SHIRT.WTF DESIGNBYHUMANS.COM TEESPRING.COM SPREADSHIRT.NET HELLOTPRINT.ME UNTITLED.PRODUCTSUPPLY.TEMPURA.HOST CRATEJOY.GIFTBOX.LA BOXBRILLIANCE.DIGITALDELUXE.VIP PRETTYGREATSTUFF.SHOP EXPERIMENTGIFTING.STORE UNIQUEFINDS.BOUTIQUE CURATEDCOLLECTIBLES.BIZ ARTISANSELECTION.MARKET ONEOFKINDGIFTS.GALLERY RAREGEMSTORE.JEWELRY WHISKYANDWINE.AGE LOVELYHOMEGOODS.BLOG INNOVATIVETECHTOYS.GADGET VINTAGEDELIGHTS.SALE RETROCOLLECTION.VINTAJ CLASSICCARSCOLLECTION.AUTO OLDTIMEFORITES.GIFTS COLLECTIBLESMAGAZINE.NEWS TRADITIONALGAMESCOLLECTION.PLAY EXCLUSIVEARTSHOWCASE.GALLERY TIMELESSPIECES.ART WORKSOFPUREARTISTRY.STUDIO AUTHENTICITEMS.AUTH LIMITEDEDITIONCREATIONS.BOUTIQUE EXTRAORDINARYFINDS.TREASURE CHERISHEDMEMORIES.REMINISCENCES NOSTALGICCOLLECTION.RETRO UNFORGETTABLEEXPERIENCES.EVENT PRECIOUSKEEPSAKES.HOME MEMORABLEMOMENTS.MEMORY HEIRLOOMSFOREVER.LIFE LEGENDARYITEMS.LEGEND ICONICCOLLECTIBLESCLASSICS.ANTIQUE CLASSICALPIECESOFART.MASTER WORKSOFGENIUSBEAUTY.FINE MASTERPIECESOFARTISTRY.WORK OFARTMASTERSHIP.ELEGANT CLASSICCREATIONSOFTIMELESSLIFE.LEGACY ENDURINGWORKSOFTHEPAST.HISTORY TIMELESSWORKSOFMANSKILLANDARTISTRY.LIFESTYLE COLLECTORSITEMSONLYFORTHETRUECONNOISSEUR.PASSION FOREVERYOUNGBEAUTYOFAGE.INVESTMENT PIECESWITHLASTINGVALUE.WORTH PIECESDEFININGERAANDINFLUENCE.IMPACT WORKSWITHHISTORICALIMPORTANCE.SIGNIFICANCE ARTWORKSWITHUNPARALLELEDQUALITY.EXCELLENCE CREATIONSWITHINTRINSICBEAUTYANDVALUE.BEAUTY COLLECTIONSWITHRAREFINDSAILABILITY.RARE EXCLUSIVESWITHEXCEPTIONALQUALITY.STANDARD COLLECTIONSWITHOUTSTANDINGDESCRIPTIVESUPERLATIVE.PIECESWITHTHEFINESTDESCRIPTIVESUPREME.Ultimate PIECESWITHTHEULTIMATEDISTINCTIVENESS.EPIC ULTIMATEWORKSOFMANSGENIUSANDCREATIVITY.MASTER ARTWORKSWITHTHEPEAKOFACHIEVEMENT.PINNACLE PIECESWITHTHEHIGHESTPEAKOFEXCELLENCE.ZENITH ARTWORKSWITHPARAMOUNTIMPORTANCE.PRIMARY MASTERPIECESWITHPREMIUMVALUE.PREMium PIECESWITHPREDETERMINEDQUALITY.STATEofArt PIECESWHOSEREPUTATIONPRECEDESTHEM.LEGENDary ARTWORKSWITHUBOUNDINGLEGACY.INFLUENCE PIECESWHOSERECOGNITIONTRANSCENDTIME.TIMEless CREATIONSWHOSEREPUTATIONISAHEAD.OFAHEADofCurveselectPIECEOFTHESELECTION.SELECT CREATIONSOFTHEFINESTSELECTION.OFAHEADofCurveSECTION.SELECTEDbyCuratorsSEARCH.SEARCHforBestofTheBest.TheSelection.SEARCHforTheUltimate.TheSearchforTheUltimo.TheSearchforOneandOnly.TheSearchforExceptional.TheQuestforUnmatched.ThePursuitofPerfection.TheJourneytoFindExtraordinary. . Agent 自主任务执行架构 生命周期流转图: mermaid stateDiagram-v2 -->初始化 初始化-->计划 分析-->执行 分析--需要资源-->获取资源 获取资源-->执行 获取资源--失败-->回退 分析--冲突检查-->冲突解决 冲突解决-->分析 冲突解决--失败-->回退 <--回退 <--完成 <--超时 主要能力清单这方面。 ├── 感知环境能力 │ ├── 上下文学习器 │ ├── 意图识别器 │ └── 障碍物探测器 ├── 决策制定能力 │ ├── 方法规划器 │ ├── 风险评估器 │ └── 参数调节器 └── 行动执行能力 ├── 工具操作者 ├── 脚本解释器 └── 错误恢复器 再看典型工作循环， 1️⃣ 初始状态: await user_command 2️⃣ 感知阶段: context.parse 3️⃣ 规划阶段: plan.execute → 子步骤: ▫︎ 分析影响范围 scope_analyzer ▫︎ 生成功能方案 solution_generator ▫︎ 预估风险等级 risk_evaluator 4️⃣ 执行阶段: action.perform → 内部监控: ▫︎ 日志追踪 log_stream ▫︎ 安全拦截 guard_clause ▫︎ 性能调整 tune_parameters . Skill 技能封装程序结构 技术栈依赖关系图: Skill Engine ⬆ Template Processor ⬇ File System IO ¬¬¬¬¬¬ Dependency Manager ┌───────┐ │ │ ┌─────┼─────┐ │ │ │Skill Repository├─────┤ │ └─────┼─────┘ │ ████████████ █ █ █ █ █ █ █ █ █ █ │ └───────┘ 主要组件详情表:

  组件名

  作用域

  特性清单

  /skill-runner.js

1. 高级使用场景示例:

   javascript // 异步多步骤技能定义 skill.define => { const {files,dependencies} = await context.loadAnalysis;await new Promise);const results = files.map);return context.validate;})，话说回来，// 带条件分支和错误恢复 skill.onError => { if{ await skill.retryWithBackup;} else if{ await skill.scheduleLater;} })，