컨텍스트 윈도우 관리은(는) 무엇을 하나요?
LLM 컨텍스트 윈도우를 요약, 트리밍, 라우팅 및 컨텍스트 부패 방지를 통해 관리하는 전략
LLM 컨텍스트 윈도우를 요약, 트리밍, 라우팅 및 컨텍스트 부패 방지를 통해 관리하는 전략
이 스킬은 대규모 언어 모델(LLM)의 컨텍스트 윈도우를 효과적으로 관리하기 위한 전략들을 제공합니다. 주요 기능으로는 컨텍스트 요약(summarization), 불필요한 정보 제거(trimming), 작업에 따라 적절한 컨텍스트를 할당하는 라우팅(routing), 그리고 시간이 지남에 따라 컨텍스트가 오염되거나 유용성을 잃는 '컨텍스트 부패(context rot)'를 방지하는 방법을 다룹니다. AI 에이전트(Claude Code, Cursor, Codex 등)가 장기 대화나 복잡한 작업을 수행할 때 필수적인 기술입니다. 사용자는 이 스킬을 통해 컨텍스트 윈도우 한계를 극복하고 일관된 성능을 유지할 수 있습니다.
npx skills add https://github.com/sickn33/antigravity-awesome-skills/tree/main/skills/context-window-managementInstalled? Explore more 코딩 & 개발 skills: steipete/bluebubbles, steipete/eightctl, steipete/blucli · View all 6 →
LLM 컨텍스트 윈도우를 요약, 트리밍, 라우팅 및 컨텍스트 부패 방지를 통해 관리하는 전략
This repo contains 20 individual skills — each has its own dedicated page.
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.
A hybrid memory system that provides persistent, searchable knowledge management for AI agents (Architecture, Patterns, Decisions).
Memory is the cornerstone of intelligent agents. Without it, every interaction starts from zero. This skill covers the architecture of agent memory: short-term (context window), long-term (vector stores), and the cognitive architectures that organize them.
Expert in designing and building autonomous AI agents. Masters tool use, memory systems, planning strategies, and multi-agent orchestration.
Generate comprehensive, developer-friendly API documentation from code, including endpoints, parameters, examples, and best practices
API design principles and decision-making. REST vs GraphQL vs tRPC selection, response formats, versioning, pagination.
Implement secure API design patterns including authentication, authorization, input validation, rate limiting, and protection against common API vulnerabilities
Complete App Store Optimization (ASO) toolkit for researching, optimizing, and tracking mobile app performance on Apple App Store and Google Play Store
Architectural decision-making framework. Requirements analysis, trade-off evaluation, ADR documentation. Use when making architecture decisions or analyzing system design.
Transform audio recordings into professional Markdown documentation with intelligent summaries using LLM integration
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.
Expert backend architect specializing in scalable API design, microservices architecture, and distributed systems.
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.
Bash/Linux terminal patterns. Critical commands, piping, error handling, scripting. Use when working on macOS or Linux systems.
Bash scripting workflow for creating production-ready shell scripts with defensive patterns, error handling, and testing.
Use before creative or constructive work (features, architecture, behavior). Transforms vague ideas into validated designs through disciplined reasoning and collaboration.
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.
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.
BullMQ expert for Redis-backed job queues, background processing, and reliable async execution in Node.js/TypeScript applications.
Fast, modern JavaScript/TypeScript development with the Bun runtime, inspired by [oven-sh/bun](https://github.com/oven-sh/bun).
Send and manage iMessages via BlueBubbles, including attachments, tapbacks, edits, replies, and groups.
Control Eight Sleep pods (status, temperature, alarms, schedules).
BluOS CLI (blu) for discovery, playback, grouping, and volume.
Create, search, and manage Bear notes via grizzly CLI.
Capture frames or clips from RTSP/ONVIF cameras.
Search GIF providers with CLI/TUI, download results, and extract stills/sheets.