# Private Model Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/private-model
> Markdown URL: https://aitinkerers.org/technologies/private-model.md
> Technology record last updated: 2026-03-30T16:33:50Z
> Generated: 2026-09-22T04:37:48Z

Deploy AI models within your secure, single-tenant infrastructure (on-premises or private cloud) to ensure data sovereignty and compliance.

Private Model technology establishes a dedicated AI environment, processing proprietary data without external exposure: a critical distinction from public models (e.g., ChatGPT). This ensures full compliance with strict regulations (e.g., HIPAA, GDPR) by keeping sensitive information, like financial records or patient data, strictly within your firewall. Organizations gain complete control over model training, governance, and data usage, allowing for highly customized solutions tailored to specific business needs, such as secure financial analysis or confidential legal research.

- Official technology site: https://www.hpe.com/us/en/glossary/private-ai.html
- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Leveraging Private AI with Model Context Protocol](https://seattle.aitinkerers.org/talks/rsvp_Vit5O9zvyOI)

A quick overview of Kamiwaza (www.kamiwaza.ai) and a demonstration of a Private Chat+Private Model+Model Context Protocol allowing the chat to read/write files locally/etc.

- Event context: AI Tinkerers Seattle - January 2025 Meetup — 2025-01-23 — Seattle
- Public talk page: https://seattle.aitinkerers.org/talks/rsvp_Vit5O9zvyOI

## Related Technologies

- [Kamiwaza](https://aitinkerers.org/technologies/kamiwaza) ([Markdown](https://aitinkerers.org/technologies/kamiwaza.md)) — 1 public demo
- [Private Chat](https://aitinkerers.org/technologies/private-chat) ([Markdown](https://aitinkerers.org/technologies/private-chat.md)) — 1 public demo