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MindLab is not a single model. It’s a governed operating system built on four pillars — unified under a control plane that enforces policy, memory, and audit across every workflow.
  1. Orchestrator: The Orchestrator plans work as DAGs, selects Capsules, allocates resources, verifies outputs, and keeps humans in the loop.
  2. Marketplace: An ecosystem of Capsules — outcome‑specific, governed workflows that ship results.
  3. Work IDE: A no‑code studio that turns domain expertise into productized Capsules.
  4. Proving Ground + Context Spine: Continuous test/eval, red‑teaming, and a knowledge backbone for reliable, economical context.
This architecture is a direct, enterprise-grade implementation of the proven Switch Transformer paradigm—a simplified, scalable, and massively efficient version of the Mixture-of-Experts (MoE) model. The Orchestrator acts as the intelligent gating network, routing complex tasks to a marketplace of specialized agents. By delegating work to fine-tuned specialists, we ensure that every task is handled by an agent optimized for that specific domain, providing a level of reliability and performance that monolithic models cannot achieve.