Agent Architecture · 2024
AI Agent Tool-Use Framework
A Python framework enabling LLMs to discover, select, and invoke external tools through autonomous workflows.
PythonLangChainFunction CallingRAGLLM APIsAgent Memory
ORCHESTRATORAI AgentPlanning next action…
01 Market Data02 Knowledge RAG03 Risk Analysis
OVERVIEW
Engineering the system
Designed a unified tool description schema and function-calling interface for hot-pluggable tools, dynamic routing, multi-turn memory, streaming responses, and complex task orchestration. The framework also integrates retrieval-augmented generation for private knowledge and evaluation pipelines for measuring output quality.
01Dynamic tool discovery and routing
02Serial and parallel tool-chain orchestration
03Multi-turn state and context-window management
04Evaluation pipeline and guardrail design
NEXT STEP