Orchestration Layer

Modules interaction system

The core logic responsible for coordination, task decomposition, and result integration.

• Mastermind Engine: Divides initial prompt into logical subqueries via NLP tools and LLMs. Then based on key-words, semantic search and scoring selects most suitable agents to process each subquery and routes them to selected Agents.

• Aggregation Module: Merges outputs from multiple agents into a single coherent response, eliminating contradictions and data-noise.

• Evaluation Module: Once each agent produces response including aggregation module, Evaluation module provides assessment of selected agents and quality of response to provided prompt and tags.

• Learning module: Collects the complex feedback from external and internal ecosystem elements, users and modules, forming the comprehensive historical experience database for AI-modules further development. Increasing quality of agent selection based on user prompts and agents specialization.