Capabilities
Governed autonomous engineering
Programs of AI coding agents that finish, prove it, and can be trusted
Bigger models and longer context on fixed GPU memory
When GPU memory, not the workload, is the limit
AI teammates inside Microsoft Teams and team chat
A colleague people can call, interrupt and invite to meetings, under an identity the organisation governs
Business systems as safe agent tools
Agents acting on payments, email, social platforms and private APIs without holding a key, with every action attributed
High-throughput batch inference and embeddings
Millions of items through GPUs I own, with the hardware kept busy and the accounting balanced
Custom small models for tool calling and routing
When a 0.6B model that cannot be wrong in the dangerous way beats a large model reading a catalog
Memory and code intelligence for agents
Agents that remember across sessions and explain code without inventing it
Voice agents in calls and meetings
Speech recognition, synthesis and turn-taking on my own hardware, joined to the platforms people already use
GPU vector search and corpus analytics
Vectors that stay out of the database yet verifiably tied to it, searched and scored on the GPU
AI subscriptions as governed workers
Running vendors' authenticated command-line tools as governed workers, alongside API-keyed and local models