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AI Agents & LLM Development Skills

ai-llm-skills-guide

Guide for AI Agents and LLM development skills including RAG, multi-agent systems, prompt engineering, memory systems, and context engineering.

SKILL.md

Full skill instructions

AI Agents & LLM Development Skills

Scope

Use this skill when:

  • Finding or adding AI/​LLM related skills
  • Understanding agent architecture patterns
  • Working with RAG, embeddings, or vector databases
  • Implementing multi-agent systems

Key Skill Categories

Agent Frameworks

FrameworkDescription
LangGraphStateful, multi-actor AI applications
CrewAIRole-based multi-agent orchestration
AutoGenMicrosoft's multi-agent framework

RAG (Retrieval-Augmented Generation)

ComponentSkills
EmbeddingsText embedding models, chunking strategies
Vector DBsPinecone, Weaviate, Chroma, Qdrant
RetrievalHybrid search, reranking, context optimization

Observability & Tracing

ToolPurpose
LangfuseOpen-source LLM observability
LangSmithLangChain tracing and debugging
Weights & BiasesML experiment tracking

Memory Systems

TypeDescription
Short-termConversation buffer, sliding window
Long-termVector store persistence, entity memory
EpisodicExperience-based memory recall

Context Engineering Skills

Core Concepts

  • Context fundamentals: What context is and why it matters
  • Context degradation: Lost-in-middle, poisoning, distraction patterns
  • Context compression: Summarization, trimming strategies
  • Context optimization: Caching, masking, compaction

Multi-Agent Patterns

  • Orchestrator pattern
  • Peer-to-peer collaboration
  • Hierarchical delegation
  • Tool-using agents

Where to Add in README

  • Agent frameworks: AI Agents & LLM Development
  • RAG tools: AI Agents & LLM Development or Data & Analysis
  • Observability: AI Agents & LLM Development
  • Context engineering: Context Engineering

Key Repositories

sickn33/​antigravity-awesome-skills/​skills/
├── langgraph/
├── crewai/
├── langfuse/
├── rag-engineer/
├── prompt-engineer/
├── voice-agents/
├── agent-memory-systems/
└── autonomous-agents/

muratcankoylan/​Agent-Skills-for-Context-Engineering/​skills/
├── context-fundamentals/
├── context-degradation/
├── context-compression/
├── multi-agent-patterns/
└── memory-systems/

Best Practices

  1. Modular design: Separate retrieval, generation, and orchestration
  2. Evaluation: Include benchmarks and test cases
  3. Cost awareness: Document token usage and API costs
  4. Fallback strategies: Handle API failures gracefully
  5. Streaming: Support streaming responses where possible

Full Resource List

For more detailed skill resources, complete link lists, or the latest information, use WebFetch to retrieve the full README.md:

https://raw.githubusercontent.com/​gmh5225/​awesome-skills/​refs/​heads/​main/​README.md

The README.md contains the complete categorized resource list with all links.

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