The Operating System for Intelligent Work

The Orchestrator is your persistent, personalized AI Chief of Staff. It serves as the single, trusted control plane for all intelligent work, translating high-level intent into governed, multi-step workflows. It plans work as DAGs, selects the optimal team of specialist agents, allocates resources with predictive scheduling, verifies outputs, and maintains an immutable audit log of every action.

• High-Performance Scheduling: It solves the inference crisis with dynamic, popularity-based scheduling, leveraging adaptive computation and speculative decoding to dramatically reduce latency and cost.
• Durable Execution: It provides enterprise-grade reliability with built-in transactionality, idempotence, and retries, ensuring every workflow is executed with maximum resilience.
• Argumentative Alignment: The Orchestrator does not blindly execute. It constructs a justification for its plan and presents it for human critique, ensuring alignment through a robust, auditable dialogue.

The Marketplace is the enterprise-grade implementation of the proven Switch Transformer paradigm. It is a decentralized ecosystem of Capsules—specialized, outcome-specific agents that function as the "experts" in our Mixture-of-Experts architecture. This model is the architectural antidote to the "jagged frontier" of AI capabilities, ensuring every task is handled by an agent fine-tuned for that specific domain.

• The Capsule: A Capsule is the Digital Product Passport for the agentic economy. It is a self-contained, version-controlled unit of work encapsulating a team of agents, their playbooks, and a mandatory Model Card that serves as a transparent, auditable governance contract.
• Composition: Capsules can call other Capsules, allowing for the creation of complex, compounding workflows from a library of trusted, specialized components.
• The Economic Unlock: The Marketplace resolves the "Goliath Paradox" by creating a decentralized ecosystem where the most agile and innovative creators can productize their expertise and compete on a level playing field.

The Work IDE is a no-code studio for transforming domain expertise into scalable, recurring-revenue assets. It is an environment for disciplined Context Engineering, where creators can productize their firm's unique intellectual property into governed, enterprise-grade Capsules.

• From Tinkering to Engineering: The IDE transforms the ad-hoc practice of "prompt tinkering" into a rigorous engineering discipline. It provides the scaffolding, shared experts, and automated test suites to build high-quality, reliable AI workflows.
• Automated Governance: The IDE automatically generates the Capsule Model Card and test suites, abstracting away the complexity of rigorous evaluation and transparent documentation required by emerging global standards.
• Strategic Design: The IDE is integrated with the Business Model Canvas, guiding creators to build solutions that are not just technically proficient, but are designed from the ground up to solve real-world business problems.

• The Proving Ground: This is our continuous red-teaming and conformity assessment engine. It functions as a dedicated sandbox for emerging global standards like the NIST AI RMF, using AI-Assisted Red Teaming (AART) to continuously verify the performance, safety, and reliability of every Capsule in the ecosystem.
• The Context Spine: This is the architectural antidote to the economic and reliability crisis of long context. It is a modern, enterprise-grade re-imagining of the CYC project—a dynamic knowledge base that provides the deep, semantic, and auditable "engine of precedent" required for intelligent, high-signal context delivery.