OUTLINE

• Summary: Team is not aware of the capabilities of the framework. Testing it tomorrow
• Core problems
  • Framework does not have capabilities for orchestration
  • Framework hasnt been tested with IMPRESS
  • Framework doesnt have support for non-open router support
    • N ⇒ LLM backend
    • M ⇒ given implementations (may be the same with a handful of things different)
  • Framework is not fully documented (outside docstrings)

Problem I: No capabilities for orchestration

• Frameworks used
  • agentic_framework ⇒ single agent creation (includes centralized interface for open-router, Ollama, langchain)
  • langraph ⇒ multiple agent organization (how we create the MAS structure, communicating between agents
  • radical.asyncflow ⇒ task execution asynchronously. HPC-ready
• Framework discarded
  • Academy ⇒ (single-agent) behavior is defined by agentic_framework, coordination by langraph and deployment through heterogeneous resources is done with radical.asyncflow