AI that takes on real work, and shows its work.
Teams of specialist agents with their own memory, a shared knowledge base, and guardrails, running where your data should live.
Where these projects usually start.
We tried a chatbot. It was a novelty, not a coworker.
What we know is scattered across a dozen cloud apps.
We can’t send our data to someone else’s model.
Agents & AI, start to finish.
Agent personas
Specialists for administrative, financial, facilities management, security analysis, maintenance, and health & wellness work.
Shared knowledge
Curated knowledge bases the whole fleet reads, kept in sync in real time. What one agent learns, the next already knows.
Flattened context
Secure, self-hosted connectors into mail, documents, project boards and the books, without handing over every key.
Private AI compute
Language, speech and vision models on your own hardware, with work split across GPUs and shared by Kubernetes time-slicing.
How the pieces fit
- Your systemsmail, docs, books
- Connectorssecure, self-hosted
- Shared knowledgecurated, synced
- Specialist agentsone job each
- Youpreview & approve
Work on this path.
A standing team of six agents
Administration, facilities, maintenance, health, finance and security, each resident in its own domain and doing standing work every day.
A document archive an agent can use, safely
Years of receipts and statements made reachable to an AI assistant through an access-controlled bridge.
Case studies on this path
The Question That Vanished, and the Fix That Was Almost Right
A self-hosted AI agent crashed with "no user query found in messages" — on a request that demonstrably contained a user query. The cause was an upstream renderer that validates messages after the server…
Agents & AI · Cloud & InfrastructureTwo Cards, One Model, and the Ethernet Between Them
Pooling two Tesla T40s under llama.cpp's RPC backend bought a quarter-million-token context window on hardware I own — and cost half the generation speed, because every single token had to round-trip over plain TCP…
Agents & AI · Security, Data & RecoveryTurning a Document Archive into a Tool an AI Agent Can Use, Safely
A self-hosted document archive holds years of receipts, statements, and scans — useless to an AI assistant unless it can be reached safely from the outside. The build: an OAuth-gated bridge that took a…
No price list. A conversation first.
- A conversationThirty minutes about what you’re trying to build or fix, and whether I’m the right fit.
- ScopingA written plan with an estimate and an architecture sketch.
- The buildA fixed-scope project or ongoing hours, with progress you can see.
- Ongoing supportHosting, maintenance and on-call, or a clean handover.
Put an agent to work.
Tell me what you’re working on. I’ll tell you honestly whether I’m the right fit and what a first step looks like.