AI infrastructure for data that cannot leave the building.
The teams with the most to gain from AI are the ones least able to send their data to an API. Zybuu builds the layer that runs where the data already lives — on your hardware, against models you host, with every action recorded.
Titan is running now · on-prem · air-gap capable
The thesis
variance
The scaffold around the model decides more than the model does.
A controlled study on SWE-bench Verified found harness-induced variance exceeds model-induced variance by 7.80×, reversing the ranking in 6 of 9 model-pair comparisons. Change the scaffold — the context management, the tool contracts, the permission model — and the same model becomes a different product.
Most of the industry treats that layer as glue code around someone else's API. Zybuu treats it as the product: engineered separately, evaluated separately, behind a provider abstraction. Better model, better system. Better harness, better system. Both compound.
Products
One product shipped. A platform underneath it.
Titan is live and in use today. The verticals below share its foundations — the same execution sandbox, policy engine, and audit layer — and are stated as what they are: planned, not shipped.
Titan Live
An on-prem, air-gap-capable deep agent platform. Model-agnostic across 20+ providers, tiered execution sandbox, absolute deny rules, and a replayable audit trail for every action.
Open the console →GPU & Workload Benchmarking Planned
Reproducible evaluation for inference workloads: what a model actually costs on your hardware, and which scaffold configuration wins on your tasks rather than on a public leaderboard.
AI Security & Red Team Planned
Adversarial testing for agent deployments — prompt injection, tool abuse, sandbox escape, and exfiltration paths, run continuously against your own configuration.
Observability for Agents Planned
Traces built for non-deterministic systems: which tool call changed the outcome, where context was lost, what a run cost, and why two identical prompts diverged.
Inference Infrastructure Planned
Serving and scheduling for self-hosted models, sized for teams running their own GPUs rather than renting capacity by the token.
Private Cloud Deployment Planned
Signed, verifiable bundles for enclaves with no internet route — the install path Titan already ships, generalised across the platform.
Evidence
Numbers that survive a technical diligence call.
What is not true yet. Zybuu holds no SOC 2, ISO 27001 or HIPAA certification. There is no support SLA. A human red-team engagement remains outstanding and is not substitutable by the adversarial suite. Those are stated here rather than discovered later, because the buyers this is built for will ask — and an honest answer is worth more than a careful one.
Building this in the open.
Zybuu is early and founder-led. If you are an investor, a team with data that cannot leave your network, or an engineer who finds the thesis interesting — the fastest way to judge it is to use the product.