36 units in three weeks. Klamath County's on-prem AI playbook.

Klamath County's operational departments were carrying the same administrative load every county carries: permit triage, citizen correspondence, internal reporting, records-request response, meeting prep. The work was getting done, but the staff was running near capacity and the county couldn't budget more headcount.

Cloud AI tools were a non-starter. The data the departments handle — citizen records, animal control case files, internal county communication — wasn't going to a vendor's training cluster regardless of what the vendor's privacy policy said. The county's IT director needed AI that lived inside the county network. Harmonee had been built for exactly that requirement.

Animal Control staff time previously spent on case-file summarization and routine correspondence has been redirected to public-facing work. The paperwork still gets done — faster, and with documentation that's easier for supervisors to review — but it no longer fills the day.

The deployment is now expanding into other county operational units. Each new department adds to the same PH22 unit; no new hardware purchase, no new vendor onboarding, no new audit. The county built the muscle once and is now reusing it.

The expansion roadmap covers permits, public-records response, internal communication, and meeting prep across the county's operational departments. The Living Context Model has begun accumulating the institutional knowledge of how the county actually runs — knowledge that will make every subsequent department's deployment faster than the last.

The unit is owned by the county. The data on it belongs to the county. The institutional knowledge it has built up over months of use is the county's. That's the relationship Harmonee was designed to make possible.