Selected work
Case study 04
Local AI infrastructure
Governed Local AI Operator
A local-first assistant model combining practical utility, persistent context and proactive preparation with controlled authority.
Challenge
A useful AI operator may need local models, memory, state, scheduling, repository awareness and proactive preparation. Those capabilities become risky if conversation automatically grants consequential external-action authority.
Dane’s role
Directed the evolution of a local-first operator into a governed assistant model that combines practical utility with controlled authority.
System design
- Conversational operator interface
- Hosted and local provider routing
- Local-model support
- Persistent memory and state
- Repository observation and scheduled or proactive assistance
- Advisory and draft-only boundaries for consequential external actions
What this demonstrates
Local AI infrastructureModel routingHuman-controlled conversational automationPersistent-state designProgressive governance