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Populate `FeatureAgentRuntimeHours.Actual` on every entitlements refresh for licenses that grant the feature. A new `GetTotalUsageHBAgentRuntimeV1` query sums `runtime_ms` over the license's usage period, reading `usage_events` directly: `hb_agent_runtime_v1` is exactly one row per hourly bucket deployment-wide with `created_at` at the bucket start, enforced by the unique partial index introduced in #27983. The measurement reuses the shared `measureUsage` policy from #27984 through a new `AgentRuntimeMsFn` closure (usage publisher subject): failures publish the stable `LicenseAgentRuntimeUsageUnavailableErrorText` and log the cause. Usage is floored to whole hours, matching the unit of the `agent_runtime_hours_*` claims, and at most one warning is emitted per refresh: reaching the allocation supersedes the advisory soft limit. The dashboard renders the soft-limit advisory muted without a sales link and treats the runtime usage-unavailable text as a diagnostic. **Precise usage.** `Feature.ActualMs` (JSON `actual_ms`), set only for `agent_runtime_hours`, carries the exact stored milliseconds backing the floored `Actual` so clients can render fractional hours (e.g. `10.3`). It has the same freshness as `Actual`; the whole-hour warning thresholds are unchanged. **Unlimited licenses.** A license minted with the unlimited (`-1`) allocation decodes to an enabled feature with a nil `Limit` (#27984), so the warning write-back now guards the allocation dereference: no thresholds can exist for an unlimited license, so no runtime hours warning is ever emitted, while `Actual` is still measured and published. `Feature.Compare` is unchanged; for usage-period features the issued-at/end dates decide first, so a metered feature outranks an unlimited one only on an exact timestamp tie, an edge pinned by a `TestFeatureComparison` case and documented on `decodeAgentRuntimeHours`. **Grandfathered premium licenses.** Premium licenses without `agent_runtime_hours_*` claims are now granted the feature disabled with a zero limit over the license term, identical to an explicit `allocation: 0`: usage is measured and published for every Premium deployment, and chatd's pooled admission (#27902) caps concurrent agentic chats until a license with a positive allocation is added. The default carries a fixed early `UsagePeriod.IssuedAt` (2026-08-01, the same mechanism as the managed-agents default) so any license actually carrying the claims outranks it in the `AddFeature` merge regardless of the licenses' relative issue dates; the constant must stay earlier than the earliest legitimately issued claim-bearing license. Zero allocations (explicit or grandfathered) emit no deployment-wide warning banner: those deployments are steered by the in-page upgrade CTA and the concurrency cap. Enterprise licenses are unchanged. Part 3 of a 3-PR stack splitting up #27796 (see there for review history). Stack: #27983 → #27984 → this PR. Closes CODAGT-852.