diff --git a/cloud-console/README.md b/cloud-console/README.md
index 2831a11..539ff40 100644
--- a/cloud-console/README.md
+++ b/cloud-console/README.md
@@ -20,6 +20,13 @@ Accounts have fixed roles:
 - `operator`: viewer access plus task submission APIs
 - `admin`: all API scopes
 
+Administrators can use **Users & limits** to manage accounts, restrict task
+submission to explicit Host/Device targets, configure Host self-submission and
+active-task limits, and inspect non-secret Cloud-proxy usage. Daily token
+budgets are enforced only for Hosts reporting `AI_PLANNER_TRANSPORT=cloud`;
+direct-provider Hosts are labelled **unmetered** rather than budget compliant.
+The configured proxy reservation ceiling must fit within any daily budget.
+
 ## Local development
 
 ```bash
diff --git a/docs/CLOUD_DEPLOYMENT.md b/docs/CLOUD_DEPLOYMENT.md
index e00f040..4b93bb5 100644
--- a/docs/CLOUD_DEPLOYMENT.md
+++ b/docs/CLOUD_DEPLOYMENT.md
@@ -229,7 +229,9 @@ The repository ships an independent Vue 3 + Vite SPA at `cloud-console/` that
 renders task history, devices, hosts, and plugins. Human operators sign in with
 a username and password; the Cloud API creates an expiring, revocable
 `HttpOnly` session cookie and uses a separate CSRF cookie/header for writes.
-The Console has no bearer-token fallback or user-directory view.
+An administrator can manage accounts, submission policies, Host operational
+limits, and non-secret Cloud-proxy token usage from **Users & limits**. Bearer
+tokens remain a compatibility path for API/SDK automation.
 
 ### HTTPS and session configuration
 
@@ -396,6 +398,34 @@ mode:
 `AI_PLANNER_TRANSPORT` unset or `direct` preserves the existing
 direct-to-provider behavior with no change.
 
+### Host governance and Cloud-proxy token budgets
+
+After deploying the API migration, an administrator can use **Users & limits**
+in `/console/` to restrict a user's task submission to explicit Host/Device
+targets, enable or disable Host self-submission, and set a Host active-task
+limit. Policies are enforced by the API and scheduler; hiding Console controls
+is not an authorization boundary.
+
+Cloud-enforced token budgets require `AI_PLANNER_TRANSPORT=cloud`. Before each
+proxy decision, the API atomically reserves
+`CLOUD_PLANNER_TOKEN_RESERVATION_CEILING` tokens (default `4096`) for the
+current UTC day. Set `CLOUD_PLANNER_TOKEN_RESERVATION_TTL_SECONDS` (default
+`300`) to bound an unknown-usage reservation after provider/transport failure.
+The daily Host budget must accommodate the reservation ceiling; otherwise the
+proxy rejects before calling the provider. On a provider response, the
+reservation is settled to reported usage and the Console retains only timestamp,
+provider/model, token counts, and optional task/attempt identifiers.
+
+Hosts reporting `AI_PLANNER_TRANSPORT=direct` are explicitly shown as
+**unmetered**. Cloud cannot enforce or verify their provider token use. Do not
+interpret an unmetered Host's absence of usage events as budget compliance.
+
+Roll out in this order: migrate the Cloud database, deploy the Cloud API,
+switch a pilot Host to Cloud transport, configure a budget above the reservation
+ceiling, then review its usage events before enabling budgets fleet-wide. A
+rollback to direct transport requires valid provider credentials on that Host;
+preserve usage and policy rows rather than deleting accounting history.
+
 ## Operational Limitations
 
 Run exactly one scheduler-enabled Cloud API process. SQLite supports only the
diff --git a/openspec/changes/cloud-console-governance/tasks.md b/openspec/changes/cloud-console-governance/tasks.md
index 21cbf1b..3a1d16c 100644
--- a/openspec/changes/cloud-console-governance/tasks.md
+++ b/openspec/changes/cloud-console-governance/tasks.md
@@ -12,16 +12,16 @@
 
 ## 2. Governance domain, persistence, and migration
 
-- [ ] 2.1 Define target-selector, user-submission-policy, Host-governance-
+- [x] 2.1 Define target-selector, user-submission-policy, Host-governance-
       policy, token-usage-event, and token-reservation domain models with
       non-secret representations and revision semantics.
-- [ ] 2.2 Extend the Cloud repository port with transactional CRUD/query
+- [x] 2.2 Extend the Cloud repository port with transactional CRUD/query
       operations for policies, active Host capacity, budget reservations,
       settlement, expiry cleanup, and bounded usage summaries/events.
-- [ ] 2.3 Add SQLAlchemy rows, indexes, conversion helpers, and concurrency-
+- [x] 2.3 Add SQLAlchemy rows, indexes, conversion helpers, and concurrency-
       safe PostgreSQL/SQLite implementations for governance policies, usage
       events, reservations, and safe policy audits.
-- [ ] 2.4 Add an Alembic forward/downgrade revision that preserves existing
+- [x] 2.4 Add an Alembic forward/downgrade revision that preserves existing
       users, Hosts, devices, tasks, and attempts; advance schema readiness
       checks to the new head.
 - [ ] 2.5 Add repository and migration tests for policy revisions, null versus
@@ -59,7 +59,7 @@
       credentials and validate any named local Device ownership.
 - [x] 4.4 Enforce the Host policy's self-submission and active-task limits in
       the Cloud service/scheduler, not only in Host-local code.
-- [ ] 4.5 Add Cloud API and Host Agent tests for revision convergence,
+- [x] 4.5 Add Cloud API and Host Agent tests for revision convergence,
       unchanged-policy replies, self-targeted task creation, foreign target
       rejection, disabled self-submission, and outbound-only compatibility.
 
@@ -98,7 +98,7 @@
 
 ## 7. Documentation, verification, and rollout
 
-- [ ] 7.1 Update deployment and Console documentation with the dependency
+- [x] 7.1 Update deployment and Console documentation with the dependency
       order, migration/rollback sequence, policy semantics, Cloud transport
       prerequisite, budget reservation behavior, direct-host limitation, and
       safe administrator operations.
diff --git a/tests/test_host_agent_internal_api.py b/tests/test_host_agent_internal_api.py
index 77a413a..86d6a42 100644
--- a/tests/test_host_agent_internal_api.py
+++ b/tests/test_host_agent_internal_api.py
@@ -253,6 +253,49 @@ def test_heartbeat_and_self_submission_preserve_host_isolation(tmp_path) -> None
     assert foreign.status_code == 403
 
 
+def test_host_policy_converges_and_disables_self_submission(tmp_path) -> None:
+    client, pool = _build_client(tmp_path)
+    headers = {"Authorization": "Bearer token-a"}
+    client.put(
+        "/internal/v1/hosts/host-a/heartbeat",
+        headers=headers,
+        json=_heartbeat_payload("host-a", "device-a"),
+    )
+    pool.store.upsert_host_governance_policy(
+        host_id="host-a",
+        self_submission_enabled=False,
+        max_active_tasks=2,
+        daily_token_budget=1000,
+        updated_at=datetime.now(UTC),
+    )
+
+    stale = client.put(
+        "/internal/v1/hosts/host-a/heartbeat",
+        headers=headers,
+        json={**_heartbeat_payload("host-a", "device-a"), "policy_revision": 0},
+    )
+    assert stale.status_code == 200
+    assert stale.json()["policy"] == {
+        "revision": 1,
+        "self_submission_enabled": False,
+        "max_active_tasks": 2,
+        "daily_token_budget": 1000,
+    }
+    current = client.put(
+        "/internal/v1/hosts/host-a/heartbeat",
+        headers=headers,
+        json={**_heartbeat_payload("host-a", "device-a"), "policy_revision": 1},
+    )
+    assert current.status_code == 200
+    assert current.json()["policy"] is None
+    disabled = client.post(
+        "/internal/v1/hosts/host-a/tasks",
+        headers=headers,
+        json={"host_id": "host-a", "goal": "should be rejected"},
+    )
+    assert disabled.status_code == 403
+
+
 def test_planner_proxy_reserves_and_enforces_host_daily_token_budget(tmp_path) -> None:
     class FakePlannerClient:
         calls = 0