Compounding intelligence with Ontology + Knowledge Graph + Handles
Handles: Our patent-pending architecture for the universal, mathematically secure interface for AI agent execution.
We are building the secure, sustainable and scalable agent architecture for the future.
Capability Machine is building the foundation for Enterprise AI that can actually be trusted. We know that AI systems that look reliable, and AI systems that are reliable, are not the same thing. This is an essential problem to solve when real business decisions are on the line.
Current AI agents rely on large language models as their de facto knowledge stores, meaning their foundational knowledge is opaque, unreliable, frozen, and structurally uncontrollable.
Generative architectures trained on vast datasets have been astonishingly successful for language understanding and creation. But when deployed to execute real-world actions, free-text outputs and probabilistic security guardrails fundamentally fail to prevent hallucinations and access overreach.
We have developed a structural architecture that replaces the LLM as the brain with a formally grounded, Incremental Ontology. We reposition the LLM as a powerful knowledge extractor, feeding a unified Knowledge Graph where agents consume and produce strictly verified, typed entities.
The enterprise runtime for agentic work. Secure, governed, and built to control real software/resources, (not just chat about it).
Capability-secure Handles allow these agentic systems to interact with any resource; databases, APIs, and cloud services, through unforgeable, self-describing interfaces. Because the Handle itself is the permission boundary, privilege escalation isn't just prevented by a policy; it is mathematically and structurally impossible.
We advance enterprise AI infrastructure and develop applications where reliability, controllability, and safety matter, especially for AI agent sandboxing, multi-tenant SaaS environments, automated cyber-defense, and verifiable governance.
Built to manage the formidable but untapped power of frontier models, our architecture provides the 'digital immune system' and containment mechanisms required to safely scale agents without the embedded risk.
True agentic capability comes from formally structured, verified knowledge with guaranteed security.
About Us
Capabilty Machine has been incubated by ebm.ai, a London-based technology team that has been delivering AI solutions to enterprise organisations since 2016. Under the technical leadership of Bill Pearson, Chief AI Engineer, we have built the foundational technology that will enable AI agents to be secure, sustainable and scalable globally. That technology is our Capability Machine.
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