trending
Risto Holappa

5d ago

How do you see airgapped/self-hosted AI fitting into enterprise security requirements?

For context I work with teams in regulated industries where cloud AI services are often blocked by security/compliance (think SOC 2, HIPAA, FedRAMP, or just strict internal policies about code leaving the network). The usual workaround is... nothing. Teams just don't get AI assistance.
So discussing here on:
- What's driving the demand for airgapped AI? Is it primarily compliance requirements, or are you seeing general enterprise nervousness about proprietary code going to third-party APIs?

- How does local Llama 4 perform for real coding assistance compared to Claude/GPT-5 etc..? Is the tradeoff acceptable, or do most self-hosted users eventually connect to cloud providers anyway?

Risto Holappa

4d ago

Devometric - Make your team AI-native

Most AI training is generic courses disconnected from daily work. Devometric embeds directly into your internal tools. Measurable AI nativeness scores for every team member. Team-level dashboard showing adoption and skill gaps. Self-hosted option for security-conscious teams. Flat pricing with unlimited users. Always current with the latest AI tools and techniques.