AI Agentic Apps #

AI agents, are LLM

Libraries #

Many AI providers publish packaged for developing agentic apps.

• openai-python - a Python package for building apps with OpenAI API;
• google-adk - Agent Development Kit from Google;
• langgraph - a Python package that can be used to build agents using LLMs from different providers.

Multi-Agent Apps #

Multi-agent apps can be built by implementing agents that call MCP servers and APIs which, in order, run AI agents to generate the results.

Some agentic app development frameworks also address this task. Examples are:

• CrewAI
• (manually) with LangChain
• etc.

Models #

Models have varying reliability when it comes to function calling, which is also affected by the contents and the size of the context. So, currently, llama.cpp is likely not suitable for developing agentic apps.