Hierarchical Control · Deterministic Pipelines · Multi-Pass Refinement
Unit turns chaotic AI execution into controlled, deterministic production pipelines. A 3-tier architecture with 7-stage sequential refinement — designed for enterprises that need reliability, security, and high-quality output from their AI systems.
Master Orchestrator → Domain Orchestrators → Execution Agents
Every project passes through all seven stages with a 3-pass refinement loop (Build → Expand → Harden) at each stage.
Repository structure and interface definition
Core logic and functional completeness
Performance optimization and stress resistance
Vulnerability detection and system hardening
API wiring and integration alignment
Functional and structural validation
Production-locking and consistency checks
Deterministic reliability through structured execution.
Sequential processing ensures no scattered execution. Every project follows the same proven path from skeleton to production.
The 3-pass loop (Build → Expand → Harden) at every stage eliminates the single-pass failure common to standard AI agents.
Total visibility and permission management over all sub-processes. The CEO sees everything. Domain heads control their lanes.
Enterprise AI orchestration. Deterministic pipelines. Production-grade results.
~ Source on GitHub