A chat window is not an integration.
AI Integration
Wiring models into the tools, data, and workflows a business already depends on — with defined inputs, inspectable outputs, and a person accountable at every step that matters.
Review capabilityAI integration · Local AI builds · Agent systems
AI that survives contact with your real systems.
Integration, private local builds, and agent systems — delivered with evidence, documentation, and a handoff your team can maintain.
Capabilities
A chat window is not an integration.
Wiring models into the tools, data, and workflows a business already depends on — with defined inputs, inspectable outputs, and a person accountable at every step that matters.
Review capabilitySome work cannot leave the building.
On-premise and edge deployments that run on hardware you control. Right-sized to the task rather than the largest model available, and measured on whether it holds up on your actual documents.
Review capabilityA demo is not production.
Designing and hardening multi-step agent workflows: what they may touch, what they must ask about first, and how you prove afterwards what actually happened.
Review capabilityPublic evidence
Open source
Working code rather than write-ups: agent tooling, local-AI utilities, and the operational scripts behind the engagements described here.
On chain
An entitlement system where an NFT is the licence and agents run the pipeline — with ownership re-read from the chain at every request. Every mint and transfer is public.
Engagement model
Define the decision, constraints, access, and evidence boundary.
Build, integrate, or harden against the agreed question.
Deliver findings, priorities, and the documentation needed to act.
Start an engagement
Start with the situation, the decision you need to make, and the constraints that matter.