SKILLS
| Component | Purpose | Example Tools / Frameworks |
|---|---|---|
| Language Model (LLM) | Core intelligence: understanding and generating human-like responses | OpenAI GPT-4/5, Anthropic Claude, Google Gemini, Llama 3 |
| Memory System | Store context, facts, and user data for continuity | LangChain Memory, Vector DBs (Pinecone, Weaviate, Chroma) |
| Reasoning Engine | Decision-making logic (e.g., selecting next actions, tools, or plans) | LangChain Agents, CrewAI, AutoGen, Semantic Kernel |
| Tool/Action Interfaces | Allow agent to take actions (e.g., query APIs, run code, send emails) | LangChain Tools, OpenAI Function Calling, ReAct framework |
| Knowledge Base | Provide domain knowledge for better answers | RAG (Retrieval-Augmented Generation) using embeddings + DB |
| User Interface | Interaction layer for users | Chat UI (React, Streamlit, Gradio, Telegram bot, Web app) |
| Functionality | Tools |
|---|---|
| Monitoring & Analytics | LangFuse, Weights & Biases, OpenDevin logs |
| Security & Auth | OAuth, JWT, API keys |
| Multi-Agent Coordination | CrewAI, AutoGen, Hugging Face "smolagents" |
| Workflow Automation | Temporal, Airflow, Zapier integrations |
| Component | Purpose | Example Tools / Frameworks |
|---|---|---|
| Language Model (LLM) | Core intelligence: understanding and generating human-like responses | OpenAI GPT-4/5, Anthropic Claude, Google Gemini, Llama 3 |
| Memory System | Store context, facts, and user data for continuity | LangChain Memory, Vector DBs (Pinecone, Weaviate, Chroma) |
| Reasoning Engine | Decision-making logic (e.g., selecting next actions, tools, or plans) | LangChain Agents, CrewAI, AutoGen, Semantic Kernel |
| Tool/Action Interfaces | Allow agent to take actions (e.g., query APIs, run code, send emails) | LangChain Tools, OpenAI Function Calling, ReAct framework |
| Knowledge Base | Provide domain knowledge for better answers | RAG (Retrieval-Augmented Generation) using embeddings + DB |
| User Interface | Interaction layer for users | Chat UI (React, Streamlit, Gradio, Telegram bot, Web app) |
| Functionality | Tools |
|---|---|
| Monitoring & Analytics | LangFuse, Weights & Biases, OpenDevin logs |
| Security & Auth | OAuth, JWT, API keys |
| Multi-Agent Coordination | CrewAI, AutoGen, Hugging Face "smolagents" |
| Workflow Automation | Temporal, Airflow, Zapier integrations |