Projects

 The operating system for AI agents—portable, governed, and observable through Synthetic Virtual Machines (SVMs).

Each SVM executes within deterministic boundaries, enabling transparent, replayable decision-making across cloud and edge substrates. 

 Policy-bounded, replayable simulations that allow researchers to test treatment sequences safely, with full audit trails and human-in-the-loop safeguards.

Designed for hypothesis testing and therapy optimization under reproducible, governed conditions.

SVM-OS mapping: Perception • Memory • Policy Engine • Reasoning • Orchestrator • I/O

 AI-driven, policy-controlled simulations to explore care pathways and operational trade-offs such as timing, sequencing, and resource allocation.

Built for healthcare systems that demand deterministic execution and traceable outcomes.

SVM-OS mapping: Perception • Memory • Policy Engine • Reasoning • Orchestrator • I/O

 Servers as digital properties where SVM agents live; owners earn tokenized rent for governed compute and uptime.

Exploring hybrid estates that blend physical and digital yield—turning infrastructure into an investable, auditable resource layer.

SVM-OS mapping: Perception (usage meters) • Policy Engine (tenancy/rent rules) • Orchestrator (provisioning) • Observability (audit logs) • I/O (infrastructure adapters)

 Policy-aware detection and response with traceable rollbacks and deterministic behavior across cloud and edge.

Enables fault-tolerant ecosystems that can self-heal and verify every operational decision.

SVM-OS mapping: Perception • Memory • Policy Engine • Reasoning • Orchestrator • I/O

 Real-time triage, routing, and prioritization with full audit trails and governed hand-offs—from dispatch to on-site action.

Combines human-in-the-loop transparency with automated verification to ensure accountability at every layer.

SVM-OS mapping: Perception • Memory • Policy Engine • Reasoning • Orchestrator • I/O

 Substrate AI continues to expand its portfolio into new frontiers including:

• Autonomous Infrastructure Agents – self-verifying maintenance ecosystems
   
• Synthetic Biomes – distributed environments for agentic collaboration
   
• Governed AI Markets – tokenized compute and audit exchange systems