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sickn33/智能体记忆系统

记忆是智能体的基石。没有记忆,每一次交互都从头开始。本技能涵盖了智能体记忆的架构:短期记忆(上下文窗口)、长期记忆(向量存储)以及组织它们的认知架构。

智能体记忆系统 是什么?

该技能深入探讨智能体记忆系统的核心架构,旨在解决 LLM 驱动的 AI 智能体在长期交互中缺乏持续记忆的根本问题。它清晰区分了短期记忆(即上下文窗口,决定智能体当前会话中的即时注意力范围)和长期记忆(通常通过向量数据库实现,支持持久化存储和语义检索)。此外,技能还展示了如何通过认知架构(例如分层记忆、检索增强生成等模式)来有效组织和协调这两种记忆,使智能体能够在复杂任务中保持连贯的上下文并利用历史知识做出更明智的决策。该技能适用于设计需要持久记忆能力的 AI 代理系统,例如个人助理、编码代理或长期对话机器人。

兼容平台~Claude Code~Codex CLI~Cursor
npx skills add https://github.com/sickn33/antigravity-awesome-skills/tree/main/skills/agent-memory-systems

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智能体记忆系统 是做什么的?

记忆是智能体的基石。没有记忆,每一次交互都从头开始。本技能涵盖了智能体记忆的架构:短期记忆(上下文窗口)、长期记忆(向量存储)以及组织它们的认知架构。

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

sickn33/3d-web-experience

Expert in building 3D experiences for the web - Three.js, React Three Fiber, Spline, WebGL, and interactive 3D scenes. Covers product configurators, 3D portfolios, immersive websites, and bringing depth to web experiences.

sickn33/agent-memory-mcp

A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).

sickn33/ai-agents-architect

Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration.

sickn33/api-documentation-generator

Generate comprehensive, developer-friendly API documentation from code, including endpoints, parameters, examples, and best practices

sickn33/api-patterns

API design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination.

sickn33/api-security-best-practices

Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and protection against common API vulnerabilities

sickn33/app-store-optimization

Complete App Store Optimization (ASO) toolkit for researching, optimizing, and tracking mobile app performance on Apple App Store and Google Play Store

sickn33/architecture

Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design.

sickn33/audio-transcriber

Transform audio recordings into professional Markdown documentation with intelligent summaries using LLM integration

sickn33/aws-serverless

Specialized skill for building production-ready serverless applications on AWS. Covers Lambda functions, API Gateway, DynamoDB, SQS/SNS event-driven patterns, SAM/CDK deployment, and cold start optimization.

sickn33/backend-architect

Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems.

sickn33/backend-dev-guidelines

You are a senior backend engineer operating production-grade services under strict architectural and reliability constraints. Use when routes, controllers, services, repositories, express middleware, or prisma database access.

sickn33/bash-linux

Bash/Linux terminal patterns. Critical commands, piping, error handling, scripting. Use when working on macOS or Linux systems.

sickn33/bash-scripting

Bash scripting workflow for creating production-ready shell scripts with defensive patterns, error handling, and testing.

sickn33/brainstorming

Use before creative or constructive work (features, architecture, behavior). Transforms vague ideas into validated designs through disciplined reasoning and collaboration.

sickn33/browser-automation

Browser automation powers web testing, scraping, and AI agent interactions. The difference between a flaky script and a reliable system comes down to understanding selectors, waiting strategies, and anti-detection patterns.

sickn33/browser-extension-builder

Expert in building browser extensions that solve real problems - Chrome, Firefox, and cross-browser extensions. Covers extension architecture, manifest v3, content scripts, popup UIs, monetization strategies, and Chrome Web Store publishing.

sickn33/bullmq-specialist

BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications.

sickn33/bun-development

Fast, modern JavaScript/TypeScript development with the Bun runtime, inspired by [oven-sh/bun](https://github.com/oven-sh/bun).

sickn33/cc-skill-security-review

This skill ensures all code follows security best practices and identifies potential vulnerabilities. Use when implementing authentication or authorization, handling user input or file uploads, or creating new API endpoints.

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