“Harness design is key to performance at the frontier of agentic coding.”
“Humans steer. Agents execute.”
“It’s a harness that helps you achieve the final outcomes.”
“The harness matters more than the model.”
Purpose-built harnesses
supercharge business workflows.
Turn your institutional expertise into actual tools which Agents can call.
We build
Customized
harneses
Production-grade AI infrastructure that connects, reasons, and acts — securely.
Any workflow involving data I/O — input, output, transformation, routing. We create a custom harness that fits your exact business context, no matter how unique.
- ▸Custom data I/O pipelines
- ▸Business-specific workflow orchestration
- ▸Tailored to your existing infrastructure
- ▸End-to-end integration & support
Deploy AI
with confidence
Commercial AI agents often collect training data. That means your proprietary code, documents, and strategies could end up in someone else's model.
HIPAA, GDPR, SOC 2, government regulations — we build harnesses that respect regulatory boundaries and keep sensitive data private.
Full visibility into every prompt, response, and decision. No black boxes. No surprises. Audit logs that stand up to scrutiny.
Your data stays where you control it. Deploy on-prem, in your VPC, or in a dedicated environment — your choice.
Every critical decision includes a human. We build approval gates fine-tuned to your organization — balancing performance and control where it matters.
Drops into your existing stack without disrupting workflows. APIs, databases, directories — we connect to what you already use.
Built by
Researchers
We are a lean team of senior engineers and security researchers on a mission to make secure AI accessible to everyone.
Prior to this, our members have led IT departments, published research in top journals and disclosed critical vulnerablities (CVEs) in major software providers.
We have been working with AI since ChatGPT launched, and we know the challanges of deploying and securing Agentic system in production.
A good harness accomodates both Humans and AI
AI is not infallible. It can hallucinate and lie convincingly. A good harness accounts for these inconsistencies.
A good harness is task-dependent. We use our experience to fine-tune the AI and the harness to the specific needs of each business.
We have deployed AI-driven agents in real research environments. We know what works, what breaks, and what it takes to ship agentic systems that enterprises can actually trust.
You don't have to figure it out alone.
We've done this before.