sickn33/sistemas-de-memoria-para-agentes

La memoria es la piedra angular de los agentes inteligentes. Sin ella, cada interacción comienza desde cero. Esta habilidad cubre la arquitectura de la memoria del agente: a corto plazo (ventana de contexto), a largo plazo (almacenes vectoriales) y las arquitecturas cognitivas que las organizan.

¿Qué es sistemas-de-memoria-para-agentes?

Este skill se enfoca en la memoria de agentes de IA, un componente crítico para mantener contexto y coherencia en interacciones prolongadas. Explica los tres tipos principales de memoria: la memoria a corto plazo (limitada por la ventana de contexto del modelo), la memoria a largo plazo (implementada mediante almacenes vectoriales como Pinecone o Weaviate) y las arquitecturas cognitivas que estructuran cómo se almacenan y recuperan los recuerdos. Es útil para desarrolladores que construyen agentes autónomos en plataformas como Claude Code, Cursor o Codex, ya que describe patrones como la memoria episódica, semántica y procedimental, junto con técnicas como la compresión de contexto y la recuperación aumentada por generación (RAG). El skill detalla cómo implementar estos sistemas en Python, incluyendo ejemplos de código para incrustaciones, consultas vectoriales y gestión de tokens.

Compatible con~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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¿Qué hace sistemas-de-memoria-para-agentes?

La memoria es la piedra angular de los agentes inteligentes. Sin ella, cada interacción comienza desde cero. Esta habilidad cubre la arquitectura de la memoria del agente: a corto plazo (ventana de contexto), a largo plazo (almacenes vectoriales) y las arquitecturas cognitivas que las organizan.

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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