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
Define the protected data and every boundary it crosses before choosing a private AI hosting pattern.
Local GPU vs VPC perimeters
Compare local GPU and private-cloud options by data path, infrastructure ownership, connectivity and recovery.
GDPR and LLM workloads
Map the processing roles and data lifecycle; assess processor terms, risk controls, transfers and DPIA needs.