Property operations
Work orders, vendors, after-hours desks that cannot hallucinate a lockout policy.
V4 ships today. V5 is the runtime. Local-first. Offline verification is first-class.V4 ships today · V5 is the runtime
Operations
Internal operators do not need motivational autonomy. They need a workflow with a named owner, tools with a blast radius, and a console that shows what the system almost did.
Operator surface
HIVE systems around Knolo treat jobs, approvals, traces, and evals as first-class. The model proposes. The tool waits. Eval scores sit next to the action, not in a slide three weeks later. Knolo Studio is the V5 destination for opening one artifact.

Work orders, vendors, after-hours desks that cannot hallucinate a lockout policy.
Internal knowledge that must stay inside the firm’s permission model.
Narrow, high-cost workflows where a wrong action has a record attached.