Whitepaper · V2.0 · 2026

Mirror Box Orchestrator

Auditable, multi-vendor AI software engineering for any codebase

MBO is a coordination layer for AI-assisted software development. It orchestrates multiple AI models, from different vendors, running locally or in the cloud, to independently plan, review, and execute code changes on any repository. Vendor monoculture is treated as a bug, human oversight as the design, and auditability as a first-class requirement.

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MBO multi-agent orchestration architecture diagram
Architecture · Multi-agent orchestration with intelligence graph and cost tracking
Automated guest experience workflow powered by MBO
Workflow · Automated guest communication from booking through post-checkout
Tokenmiser cost dashboard showing model spend and savings
Tokenmiser · Cost intelligence across providers with waste detection

Design Principles

Multi-Vendor by Default

Different models plan, write, and review. Correlated blind spots are a structural impossibility.

Human Control at Every Gate

No autonomous execution. Every decision point has an operator checkpoint before code lands.

Full Audit Trail

Every action, decision, and token spend is logged. When something goes wrong, you can trace it.

Cost-Intelligent Routing

Codebase-aware task routing sends the right model to the right job. Config changes don't cost like refactors.

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