Prompt Design: effective prompts for different personas tasks schema & models Few-shot & Zero-shot Learning: guide model behaviors Tool use integration: prompt to interact with APIs Databases and external tools Building AI Agents - 2 years:
Agent Frameworks: langchain autogen crewai MCP etc.
Memory & Context Management: long-term memory RAG Tool Use & Planning: Integrating external tools (API/DB) multi-step reasoning task decomposition State management: goal tracking actions outcomes LLM Integration: using common open and closed models (OpenAI Gemini Anthropic Llama etc.) Evaluation & safety: testing agent behavior fail-safes ethical constraints
Prompt Design: effective prompts for different personas tasks schema & models Few-shot & Zero-shot Learning: guide model behaviors Tool use integration: prompt to interact with APIs Databases and external tools Building AI Agents - 2 years:
Agent Frameworks: langchain autogen crewai MCP etc.
Memory & Context Management: long-term memory RAG Tool Use & Planning: Integrating external tools (API/DB) multi-step reasoning task decomposition State management: goal tracking actions outcomes LLM Integration: using common open and closed models (OpenAI Gemini Anthropic Llama etc.) Evaluation & safety: testing agent behavior fail-safes ethical constraints