Advanced AI Tool-Calling Workflows

Modern enterprises want to automate complex processes like content generation, market strategy formulation, and deep research. However, relying on external third-party LLM APIs (like OpenAI) poses significant issues: high monthly costs, unpredictable latency, and the potential leakage of proprietary intellectual property.

The objective was to design a completely self-hosted, local multi-agent system capable of running complex tool-calling workflows directly on local silicon.