Local-first design
Prefer on-device and on-prem before any cloud hop. Cloud is a choice, not the default.
zero-trust · private infra
Inference inside your perimeter
Architecture, models, and products that never need your secrets on someone else’s GPU. Local, VPC, or air-gapped — with proof, not slogans.
DATA NEVER LEAVES on-prem · VPC · LAN no training on your prompts EU residency available
L0 Public marketing L1 Client workspace L2 VPC inference L3 Air-gap / LAN
Control of the host is the product
Encryption in transit is table stakes. Who runs the inference box — and who can see the prompts — is the real deliverable.
Data residency
EU and client-controlled regions only — written into the contract, not a slide.
Threat-aware builds
Threat models, red-team notes, and least-privilege access by default.
RTX / cluster ready
High-end local GPU (incl. 5090-class) for private image and LLM work.
Engagements we run
Audit
Privacy audit
Map where data flows today and what must never leave the perimeter.
Stack
Private RAG
Retrieval stacks that stay inside your VPC or LAN.
Product
On-prem assistants
Internal copilots without SaaS data leakage.
Vision
Secure image pipelines
Local vision/gen workflows for regulated assets.
Field notes on private AI
Why “private AI” is not a checkbox
Encryption in transit is table stakes. Control of the inference host is the product.
Local GPU vs VPC: choosing the perimeter
When a single workstation beats a private cloud — and when it does not.
GDPR and LLM workloads in 2026
Processors, sub-processors, and prompts as personal data.