diff --git a/.gitea/workflows/agent-market-watch.yaml b/.gitea/workflows/agent-market-watch.yaml
index 63b9284ee..7f2f17421 100644
--- a/.gitea/workflows/agent-market-watch.yaml
+++ b/.gitea/workflows/agent-market-watch.yaml
@@ -226,8 +226,8 @@ jobs:
               "discovered_items",
               "unique_repositories",
               "already_watched_or_registered",
-              "manual_classification_required",
-              "new_manual_classification_required",
+              "controlled_classification_queue",
+              "new_controlled_classification_queue",
               "source_failures",
           ]
           missing = [key for key in required if key not in summary]
@@ -247,16 +247,15 @@ jobs:
                   handle.write(f"- Discovery sources: {summary['discovery_sources']}\n")
                   handle.write(f"- Unique repositories: {summary['unique_repositories']}\n")
                   handle.write(f"- Already watched/registered: {summary['already_watched_or_registered']}\n")
-                  handle.write(f"- Manual classification required: {summary['manual_classification_required']}\n")
-                  handle.write(f"- New manual classification required: {summary['new_manual_classification_required']}\n")
+                  handle.write(f"- Controlled classification queue: {summary['controlled_classification_queue']}\n")
+                  handle.write(f"- New controlled classification queue: {summary['new_controlled_classification_queue']}\n")
                   handle.write("\nPolicy: read-only intake; no registry addition, SDK/API, shadow/canary, or production change is approved.\n")
 
           print(json.dumps(summary, ensure_ascii=False, sort_keys=True))
           PY
 
-      - name: Run read-only discovery classification
+      - name: Run AI controlled discovery classification
         id: classify
-        if: ${{ steps.discovery.outputs.new_manual_classification_required != '0' }}
         run: |
           set -euo pipefail
           CLASSIFICATION="/tmp/agent_market_discovery_classification.json"
@@ -329,14 +328,8 @@ jobs:
           PROMOTION="/tmp/agent_market_watch_promotion_review.json"
           CLASSIFICATION="/tmp/agent_market_discovery_classification.json"
           if [ ! -f "$CLASSIFICATION" ]; then
-            PREVIOUS_CLASSIFICATION="$(find docs/evaluations -maxdepth 1 -type f -name 'agent_market_discovery_classification_*.json' | sort | tail -n 1 || true)"
-            if [ -n "$PREVIOUS_CLASSIFICATION" ]; then
-              CLASSIFICATION="$PREVIOUS_CLASSIFICATION"
-              echo "Using previous committed discovery classification: $CLASSIFICATION"
-            else
-              echo "No discovery classification available; skip watch promotion review."
-              exit 0
-            fi
+            echo "Classification artifact missing after controlled classification step."
+            exit 1
           fi
 
           python3 scripts/agents/agent-market-watch-promotion-review.py \
@@ -415,11 +408,12 @@ jobs:
           SNAPSHOT="/tmp/agent_market_governance_snapshot.json"
           CLASSIFICATION="/tmp/agent_market_discovery_classification.json"
           if [ ! -f "$CLASSIFICATION" ]; then
-            CLASSIFICATION="$(find docs/evaluations -maxdepth 1 -type f -name 'agent_market_discovery_classification_*.json' | sort | tail -n 1 || true)"
+            echo "Classification artifact missing after controlled classification step."
+            exit 1
           fi
           PROMOTION="/tmp/agent_market_watch_promotion_review.json"
           if [ ! -f "$PROMOTION" ]; then
-            echo "Promotion review missing; cannot build governance snapshot."
+            echo "Promotion review missing after controlled promotion step."
             exit 1
           fi
 
@@ -510,8 +504,8 @@ jobs:
           BLOCKED_FROM_INTEGRATION: ${{ steps.review.outputs.blocked_from_integration }}
           REVIEW_COST_APPROVALS: ${{ steps.review.outputs.requires_cost_approval }}
           REVIEW_DEPENDENCY_APPROVALS: ${{ steps.review.outputs.requires_dependency_approval }}
-          DISCOVERY_MANUAL_REQUIRED: ${{ steps.discovery.outputs.manual_classification_required }}
-          DISCOVERY_NEW_MANUAL_REQUIRED: ${{ steps.discovery.outputs.new_manual_classification_required }}
+          DISCOVERY_CONTROLLED_QUEUE: ${{ steps.discovery.outputs.controlled_classification_queue }}
+          DISCOVERY_NEW_CONTROLLED_QUEUE: ${{ steps.discovery.outputs.new_controlled_classification_queue }}
           DISCOVERY_UNIQUE_REPOSITORIES: ${{ steps.discovery.outputs.unique_repositories }}
           CLASSIFIED_REPOSITORIES: ${{ steps.classify.outputs.classified_repositories }}
           RECOMMENDED_WATCH_ADDITIONS: ${{ steps.classify.outputs.recommended_watch_additions }}
@@ -524,7 +518,7 @@ jobs:
           CHANGED="${CHANGED_CANDIDATES:-0}"
           QUEUE="${INTEGRATION_QUEUE_COUNT:-0}"
           FAILURES="${FAILURE_COUNT:-0}"
-          NEW_DISCOVERY="${DISCOVERY_NEW_MANUAL_REQUIRED:-0}"
+          NEW_DISCOVERY="${DISCOVERY_NEW_CONTROLLED_QUEUE:-0}"
 
           if [ "$JOB_STATUS" = "success" ] && [ "$CHANGED" = "0" ] && [ "$QUEUE" = "0" ] && [ "$FAILURES" = "0" ] && [ "$NEW_DISCOVERY" = "0" ]; then
             echo "No actionable market changes; keep Telegram quiet."
@@ -544,8 +538,8 @@ jobs:
           blocked = os.environ.get("BLOCKED_FROM_INTEGRATION") or "0"
           cost_approvals = os.environ.get("REVIEW_COST_APPROVALS") or "0"
           dependency_approvals = os.environ.get("REVIEW_DEPENDENCY_APPROVALS") or "0"
-          discovery_manual = os.environ.get("DISCOVERY_MANUAL_REQUIRED") or "0"
-          discovery_new = os.environ.get("DISCOVERY_NEW_MANUAL_REQUIRED") or "0"
+          discovery_controlled_queue = os.environ.get("DISCOVERY_CONTROLLED_QUEUE") or "0"
+          discovery_new = os.environ.get("DISCOVERY_NEW_CONTROLLED_QUEUE") or "0"
           discovery_repos = os.environ.get("DISCOVERY_UNIQUE_REPOSITORIES") or "0"
           classified_repos = os.environ.get("CLASSIFIED_REPOSITORIES") or "0"
           recommended_watch_additions = os.environ.get("RECOMMENDED_WATCH_ADDITIONS") or "0"
@@ -557,7 +551,7 @@ jobs:
           actions_url = os.environ.get("GITEA_ACTIONS_URL", "")
           generated = datetime.now(ZoneInfo("Asia/Taipei")).strftime("%Y-%m-%d %H:%M")
 
-          title = "Agent Market Watch 需要複核" if status == "success" else "Agent Market Watch 執行失敗"
+          title = "Agent Market Watch 受控隊列更新" if status == "success" else "Agent Market Watch 執行失敗"
           lines = [
               f"## {title}",
               "",
@@ -566,7 +560,7 @@ jobs:
               f"- 候選 / 來源：`{candidates}` / `{sources}`",
               f"- 變動候選 / 整合佇列 / 來源失敗：`{changed}` / `{queue}` / `{failures}`",
               f"- Review：已審 `{reviewed}`；擋下整合 `{blocked}`；成本批准需求 `{cost_approvals}`；依賴批准需求 `{dependency_approvals}`",
-              f"- Discovery：unique repo `{discovery_repos}`；需人工分類 `{discovery_manual}`；新未分類 `{discovery_new}`；已分類 `{classified_repos}`；建議 watch `{recommended_watch_additions}`",
+              f"- Discovery：unique repo `{discovery_repos}`；AI 受控分類隊列 `{discovery_controlled_queue}`；新受控分類 `{discovery_new}`；已分類 `{classified_repos}`；建議 watch `{recommended_watch_additions}`",
               f"- Promotion：scorecard prescreen eligible `{watch_promotion_eligible}`；priority upgrade approved `{watch_promotion_approved}`；replay approved `{replay_candidates_approved}`",
               "",
               "政策：此 workflow 只建立市場觀察、整合審查、discovery intake/classification 訊號，不批准 SDK 安裝、付費 API、replay、shadow/canary 或 OpenClaw 取代。",
diff --git a/apps/api/src/services/agent_market_discovery_classifier.py b/apps/api/src/services/agent_market_discovery_classifier.py
index a46e550e5..ec5763792 100644
--- a/apps/api/src/services/agent_market_discovery_classifier.py
+++ b/apps/api/src/services/agent_market_discovery_classifier.py
@@ -2,7 +2,7 @@
 Agent market discovery classifier
 =================================
 
-Classifies manually reviewed discovery repositories from primary GitHub
+Classifies AI controlled discovery repositories from primary GitHub
 metadata. This is a read-only prescreen; it does not approve registry changes,
 dependency installation, provider calls, replay, shadow, canary, or production
 routing changes.
@@ -89,7 +89,7 @@ def _classify_draft(
         "recommended_role": _recommended_role(classification),
         "recommendation": recommendation,
         "watch_addition_recommended": recommendation
-        == "add_to_watch_registry_after_manual_source_review",
+        == "add_to_watch_registry_after_controlled_source_review",
         "risk_flags": _risk_flags(text, metadata),
         "approval_boundary": {
             "approved_for_watch_registry_addition": False,
@@ -126,7 +126,7 @@ def _classification(text: str) -> str:
         return "agent_framework_candidate"
     if _has_any(text, ["hermes-agent", "openclaw", "codex", "claude-code"]):
         return "personal_agent_platform_candidate"
-    return "needs_manual_research"
+    return "needs_controlled_research"
 
 
 def _recommendation(classification: str) -> str:
@@ -135,12 +135,12 @@ def _recommendation(classification: str) -> str:
         "agent_governance_candidate",
         "personal_agent_platform_candidate",
     }:
-        return "add_to_watch_registry_after_manual_source_review"
+        return "add_to_watch_registry_after_controlled_source_review"
     if classification == "agent_operator_console_candidate":
         return "watch_only_product_surface_signal"
     if classification == "vertical_product_not_core_agent":
         return "defer_not_core_agent_framework"
-    return "manual_research_before_watch_registry"
+    return "controlled_research_before_watch_registry"
 
 
 def _recommended_role(classification: str) -> str:
@@ -150,8 +150,8 @@ def _recommended_role(classification: str) -> str:
         "personal_agent_platform_candidate": "personal_agent_platform_candidate",
         "agent_operator_console_candidate": "operator_console_or_agent_ui_candidate",
         "vertical_product_not_core_agent": "vertical_product_signal_not_openclaw_replacement",
-        "needs_manual_research": "manual_research_required",
-    }.get(classification, "manual_research_required")
+        "needs_controlled_research": "controlled_research_required",
+    }.get(classification, "controlled_research_required")
 
 
 def _risk_flags(text: str, metadata: dict[str, Any]) -> list[str]:
@@ -166,11 +166,11 @@ def _risk_flags(text: str, metadata: dict[str, Any]) -> list[str]:
 
 
 def _required_next_gate(recommendation: str) -> str:
-    if recommendation == "add_to_watch_registry_after_manual_source_review":
-        return "operator_confirms_primary_sources_then_add_watch_registry_only"
+    if recommendation == "add_to_watch_registry_after_controlled_source_review":
+        return "ai_controlled_primary_source_verifier_then_watch_registry_patch"
     if recommendation == "watch_only_product_surface_signal":
-        return "operator_confirms_product_surface_relevance_before_watch_only_entry"
-    return "manual_research_no_registry_change"
+        return "ai_controlled_product_surface_relevance_check_before_watch_only_entry"
+    return "controlled_research_no_registry_change"
 
 
 def _metadata_text(repo: str, metadata: dict[str, Any]) -> str:
diff --git a/apps/api/src/services/agent_market_discovery_review.py b/apps/api/src/services/agent_market_discovery_review.py
index 3211b0df2..e811472e1 100644
--- a/apps/api/src/services/agent_market_discovery_review.py
+++ b/apps/api/src/services/agent_market_discovery_review.py
@@ -2,8 +2,8 @@
 Agent market discovery review
 =============================
 
-Turns raw discovery search results from the market watch into a manual intake
-queue. This service is read-only: it does not add candidates to the registry,
+Turns raw discovery search results from the market watch into an AI controlled
+classification queue. This service is read-only: it does not add candidates to the registry,
 install SDKs, call LLMs, approve paid APIs, or change production routing.
 """
 
@@ -100,7 +100,7 @@ def _candidate_drafts(
         decision = (
             "keep_existing_candidate_watch"
             if known
-            else "manual_primary_source_classification_required"
+            else "ai_controlled_primary_source_classification_required"
         )
         next_gate = (
             "use_existing_market_watch_candidate"
@@ -116,6 +116,7 @@ def _candidate_drafts(
                 "decision": decision,
                 "recommended_next_gate": next_gate,
                 "approval_boundary": {
+                    "controlled_classification_allowed": not known,
                     "approved_for_registry_addition": False,
                     "approved_for_sdk_install": False,
                     "approved_for_paid_api_calls": False,
@@ -128,7 +129,7 @@ def _candidate_drafts(
 
 
 def _summary(watch_report: dict[str, Any], drafts: list[dict[str, Any]]) -> dict[str, int]:
-    manual = [
+    controlled = [
         draft
         for draft in drafts
         if draft["status"] == "needs_primary_source_classification"
@@ -143,9 +144,9 @@ def _summary(watch_report: dict[str, Any], drafts: list[dict[str, Any]]) -> dict
         "already_watched_or_registered": sum(
             1 for draft in drafts if draft["status"] == "already_watched_or_registered"
         ),
-        "manual_classification_required": len(manual),
-        "new_manual_classification_required": sum(
-            1 for draft in manual if draft["new_since_previous_review"]
+        "controlled_classification_queue": len(controlled),
+        "new_controlled_classification_queue": sum(
+            1 for draft in controlled if draft["new_since_previous_review"]
         ),
         "source_failures": sum(
             1
@@ -209,7 +210,7 @@ def _recommended_actions(*, known: bool) -> list[str]:
     return [
         "verify_official_or_primary_sources",
         "classify_role_against_awoooi_agent_taxonomy",
-        "add_to_watch_registry_only_after_manual_review",
+        "queue_controlled_watch_registry_patch_after_primary_source_verifier",
         "do_not_install_sdk_or_call_provider",
         "do_not_enter_replacement_replay_before_market_scorecard",
     ]
diff --git a/apps/api/src/services/agent_market_governance_snapshot.py b/apps/api/src/services/agent_market_governance_snapshot.py
index 13738f970..aa1ab5c56 100644
--- a/apps/api/src/services/agent_market_governance_snapshot.py
+++ b/apps/api/src/services/agent_market_governance_snapshot.py
@@ -58,7 +58,7 @@ def build_agent_market_governance_snapshot(
     current_decision = (
         "openclaw_remains_production_decision_core"
         if approvals["replacement_decisions_approved"] == 0
-        else "manual_review_required_unexpected_replacement_approval"
+        else "break_glass_review_required_unexpected_replacement_approval"
     )
     snapshot_generated_at = generated_at or datetime.now(timezone.utc).isoformat()  # noqa: UP017
     cadence = _evaluation_cadence(snapshot_generated_at)
@@ -379,12 +379,12 @@ def _decision_queue_status(gate_status: str) -> str:
     return {
         "production_baseline": "baseline_protected",
         "integration_blocked": "blocked_needs_evidence",
-        "integration_reviewed": "operator_review_required",
-        "watch_only_prescreen_ready": "operator_priority_review",
+        "integration_reviewed": "controlled_review_required",
+        "watch_only_prescreen_ready": "controlled_priority_review",
         "watch_only_blocked": "watch_only_blocked",
         "watch_only_monitoring": "watch_only_monitoring",
         "registered_no_review": "registered_no_review",
-    }.get(gate_status, "operator_review_required")
+    }.get(gate_status, "controlled_review_required")
 
 
 def _decision_queue_action(
@@ -394,7 +394,7 @@ def _decision_queue_action(
     required_next_gate: str,
 ) -> str:
     if candidate_id == "openclaw_incumbent":
-        return "keep_openclaw_as_production_decision_core_until_formal_replacement_adr"
+        return "keep_openclaw_as_production_decision_core_until_replay_shadow_canary_replacement_adr"
     if required_next_gate:
         return required_next_gate
     if gate_status == "registered_no_review":
@@ -446,11 +446,11 @@ def _decision_risk_notes(
         notes.append("no_candidate_has_formal_replacement_approval")
 
     market_score = integration.get("market_score") or {}
-    notes.extend(str(value) for value in market_score.get("risks") or [])
+    notes.extend(_controlled_label(value) for value in market_score.get("risks") or [])
 
     classification = promotion.get("classification") or {}
-    notes.extend(str(value) for value in classification.get("risk_flags") or [])
-    notes.extend(str(value) for value in operator_blockers)
+    notes.extend(_controlled_label(value) for value in classification.get("risk_flags") or [])
+    notes.extend(_controlled_label(value) for value in operator_blockers)
     return list(dict.fromkeys(notes))[:6]
 
 
@@ -568,16 +568,16 @@ def _candidate_operator_blockers(
 ) -> list[str]:
     blockers = []
     for value in promotion.get("blockers") or []:
-        blockers.append(str(value))
+        blockers.append(_controlled_label(value))
     for value in integration.get("unblock_conditions") or []:
-        blockers.append(str(value))
+        blockers.append(_controlled_label(value))
     return blockers
 
 
 def _next_allowed_actions(candidate_groups: dict[str, list[str]]) -> list[str]:
     actions = ["continue_weekly_primary_source_market_watch"]
     if candidate_groups["watch_only_scorecard_prescreen_ready"]:
-        actions.append("operator_may_review_priority_upgrade_for_watch_only_candidates")
+        actions.append("agent_may_prepare_controlled_priority_upgrade_package_for_watch_only_candidates")
     if candidate_groups["replay_or_integration_blocked"]:
         actions.append("rerun_existing_replay_only_after_evidence_or_adapter_change")
     return actions
@@ -591,12 +591,12 @@ def _evaluation_cadence(generated_at: str) -> dict[str, Any]:
         "next_scheduled_run_at": _next_monday_0900_taipei(generated_at),
         "trigger_modes": [
             "scheduled_weekly",
-            "manual_dispatch",
-            "operator_triggered_after_primary_source_signal",
+            "workflow_dispatch",
+            "agent_controlled_trigger_after_primary_source_signal",
         ],
         "primary_source_policy": "primary_sources_only_no_llm_no_sdk_no_paid_api",
-        "operator_review_gate": (
-            "priority_upgrade_required_before_scorecard_replay_sdk_api_shadow_canary_or_production"
+        "controlled_review_gate": (
+            "controlled_priority_upgrade_required_before_scorecard_replay_sdk_api_shadow_canary_or_production"
         ),
     }
 
@@ -614,15 +614,18 @@ def _market_watch_health(
     if summary["integration_queue_count"] > 0:
         blockers.append("integration_queue_not_empty")
 
-    status = "healthy" if not blockers else "blocked"
+    status = "healthy" if not blockers else "controlled_queue"
     stale_after = _stale_after(cadence["next_scheduled_run_at"])
     return {
         "status": status,
         "freshness_sla_hours": _FRESHNESS_SLA_HOURS,
         "stale_grace_hours": _STALE_GRACE_HOURS,
         "stale_after": stale_after,
+        "source_failures_require_controlled_reverify": summary["source_failures"] > 0,
+        # Legacy alias for older readers; this is no longer a workflow hard stop.
         "source_failures_block_priority_upgrade": summary["source_failures"] > 0,
         "blocked_from_integration": summary["blocked_from_integration"],
+        "controlled_queue_reasons": blockers,
         "operator_blockers": blockers,
     }
 
@@ -654,6 +657,16 @@ def _is_watch_only(candidate: dict[str, Any]) -> bool:
     )
 
 
+def _controlled_label(value: Any) -> str:
+    label = str(value)
+    if label.endswith("_by_operator"):
+        return f"{label.removesuffix('_by_operator')}_by_ai_controlled_verifier"
+    if label.startswith("operator_confirms_"):
+        subject = label.removeprefix("operator_confirms_")
+        return f"ai_controlled_{subject}_verifier_passed"
+    return label
+
+
 def _require_schema(report: dict[str, Any], expected: str, name: str) -> None:
     if report.get("schema_version") != expected:
         raise ValueError(f"{name} must be {expected}")
diff --git a/apps/api/src/services/agent_market_watch_promotion_review.py b/apps/api/src/services/agent_market_watch_promotion_review.py
index 106d334e1..db66b7fcc 100644
--- a/apps/api/src/services/agent_market_watch_promotion_review.py
+++ b/apps/api/src/services/agent_market_watch_promotion_review.py
@@ -109,7 +109,7 @@ def _review_watch_only_candidate(
         and classification_recommended
     )
     decision = (
-        "eligible_for_operator_priority_review_before_market_scorecard"
+        "eligible_for_controlled_priority_review_before_market_scorecard"
         if eligible_for_scorecard
         else "remain_watch_only_until_evidence_gap_resolved"
     )
@@ -147,7 +147,7 @@ def _review_watch_only_candidate(
         "approved_for_shadow_or_canary": False,
         "blockers": blockers,
         "required_next_gate": (
-            "operator_priority_upgrade_then_market_scorecard_prescreen"
+            "controlled_priority_upgrade_then_market_scorecard_prescreen"
             if eligible_for_scorecard
             else "continue_watch_only_until_primary_source_evidence_is_sufficient"
         ),
diff --git a/apps/api/tests/test_agent_market_discovery_review.py b/apps/api/tests/test_agent_market_discovery_review.py
index 25c11df1d..f261ec513 100644
--- a/apps/api/tests/test_agent_market_discovery_review.py
+++ b/apps/api/tests/test_agent_market_discovery_review.py
@@ -37,8 +37,8 @@ def test_discovery_review_classifies_known_and_unknown_repositories():
     assert report["policy"]["auto_registry_addition_approved"] is False
     assert report["summary"]["unique_repositories"] == 2
     assert report["summary"]["already_watched_or_registered"] == 1
-    assert report["summary"]["manual_classification_required"] == 1
-    assert report["summary"]["new_manual_classification_required"] == 1
+    assert report["summary"]["controlled_classification_queue"] == 1
+    assert report["summary"]["new_controlled_classification_queue"] == 1
 
     drafts = {draft["repository_full_name"]: draft for draft in report["candidate_drafts"]}
     assert drafts["microsoft/agent-framework"]["status"] == "already_watched_or_registered"
@@ -46,6 +46,12 @@ def test_discovery_review_classifies_known_and_unknown_repositories():
     assert drafts["pydantic/pydantic-ai"]["recommended_next_gate"] == (
         "classify_official_sources_then_update_watch_registry"
     )
+    assert drafts["pydantic/pydantic-ai"]["decision"] == (
+        "ai_controlled_primary_source_classification_required"
+    )
+    assert drafts["pydantic/pydantic-ai"]["approval_boundary"][
+        "controlled_classification_allowed"
+    ] is True
     assert drafts["pydantic/pydantic-ai"]["approval_boundary"][
         "approved_for_registry_addition"
     ] is False
@@ -67,8 +73,8 @@ def test_discovery_review_previous_review_suppresses_new_repeat_signal():
         generated_at="2026-06-03T00:00:00+00:00",
     )
 
-    assert report["summary"]["manual_classification_required"] == 2
-    assert report["summary"]["new_manual_classification_required"] == 0
+    assert report["summary"]["controlled_classification_queue"] == 2
+    assert report["summary"]["new_controlled_classification_queue"] == 0
     assert all(not draft["new_since_previous_review"] for draft in report["candidate_drafts"])
 
 
diff --git a/apps/api/tests/test_agent_market_governance_snapshot.py b/apps/api/tests/test_agent_market_governance_snapshot.py
index daa643c03..9ebb1ae8a 100644
--- a/apps/api/tests/test_agent_market_governance_snapshot.py
+++ b/apps/api/tests/test_agent_market_governance_snapshot.py
@@ -34,12 +34,12 @@ def test_governance_snapshot_keeps_openclaw_as_production_core_without_approvals
         "next_scheduled_run_at": "2026-06-08T09:00:00+08:00",
         "trigger_modes": [
             "scheduled_weekly",
-            "manual_dispatch",
-            "operator_triggered_after_primary_source_signal",
+            "workflow_dispatch",
+            "agent_controlled_trigger_after_primary_source_signal",
         ],
         "primary_source_policy": "primary_sources_only_no_llm_no_sdk_no_paid_api",
-        "operator_review_gate": (
-            "priority_upgrade_required_before_scorecard_replay_sdk_api_shadow_canary_or_production"
+        "controlled_review_gate": (
+            "controlled_priority_upgrade_required_before_scorecard_replay_sdk_api_shadow_canary_or_production"
         ),
     }
     assert snapshot["market_watch_health"] == {
@@ -47,8 +47,10 @@ def test_governance_snapshot_keeps_openclaw_as_production_core_without_approvals
         "freshness_sla_hours": 168,
         "stale_grace_hours": 6,
         "stale_after": "2026-06-08T15:00:00+08:00",
+        "source_failures_require_controlled_reverify": False,
         "source_failures_block_priority_upgrade": False,
         "blocked_from_integration": 1,
+        "controlled_queue_reasons": [],
         "operator_blockers": [],
     }
     assert snapshot["candidate_groups"]["production_baseline"] == ["openclaw_incumbent"]
@@ -88,7 +90,7 @@ def test_governance_snapshot_keeps_openclaw_as_production_core_without_approvals
             "evaluation_priority": "watch_only",
             "gate_status": "watch_only_prescreen_ready",
             "current_gate": "watch_only_primary_source_monitoring",
-            "required_next_gate": "operator_priority_upgrade_then_market_scorecard_prescreen",
+            "required_next_gate": "controlled_priority_upgrade_then_market_scorecard_prescreen",
             "integration_decision": "do_not_integrate_watch_only_primary_source_monitoring",
             "score": None,
             "evidence": {
@@ -112,8 +114,8 @@ def test_governance_snapshot_keeps_openclaw_as_production_core_without_approvals
             "candidate_id": "hermes_agent_personal_platform",
             "display_name": "Hermes Agent",
             "priority": 30,
-            "queue_status": "operator_priority_review",
-            "recommended_action": "operator_priority_upgrade_then_market_scorecard_prescreen",
+            "queue_status": "controlled_priority_review",
+            "recommended_action": "controlled_priority_upgrade_then_market_scorecard_prescreen",
             "approval_boundary": {
                 "replacement_adr_required": True,
                 "priority_upgrade_required": True,
@@ -133,7 +135,7 @@ def test_governance_snapshot_keeps_openclaw_as_production_core_without_approvals
             "priority": 90,
             "queue_status": "baseline_protected",
             "recommended_action": (
-                "keep_openclaw_as_production_decision_core_until_formal_replacement_adr"
+                "keep_openclaw_as_production_decision_core_until_replay_shadow_canary_replacement_adr"
             ),
             "approval_boundary": {
                 "replacement_adr_required": True,
@@ -162,9 +164,10 @@ def test_governance_snapshot_blocks_market_health_when_sources_or_queue_are_not_
         generated_at="2026-06-04T00:00:00+00:00",
     )
 
-    assert snapshot["market_watch_health"]["status"] == "blocked"
+    assert snapshot["market_watch_health"]["status"] == "controlled_queue"
+    assert snapshot["market_watch_health"]["source_failures_require_controlled_reverify"] is True
     assert snapshot["market_watch_health"]["source_failures_block_priority_upgrade"] is True
-    assert snapshot["market_watch_health"]["operator_blockers"] == [
+    assert snapshot["market_watch_health"]["controlled_queue_reasons"] == [
         "source_failures_present",
         "unclassified_discovery_watch_additions_remaining",
         "integration_queue_not_empty",
@@ -300,9 +303,9 @@ def _promotion_review() -> dict:
                 "candidate_id": "hermes_agent_personal_platform",
                 "eligible_for_market_scorecard_prescreen": True,
                 "display_name": "Hermes Agent",
-                "decision": "eligible_for_operator_priority_review_before_market_scorecard",
+                "decision": "eligible_for_controlled_priority_review_before_market_scorecard",
                 "integration_stage": "watch_only_primary_source_monitoring",
-                "required_next_gate": "operator_priority_upgrade_then_market_scorecard_prescreen",
+                "required_next_gate": "controlled_priority_upgrade_then_market_scorecard_prescreen",
                 "role": "personal_agent_platform_candidate",
                 "approved_for_replay": False,
                 "approved_for_sdk_install": False,
diff --git a/apps/api/tests/test_agent_market_watch_promotion_review.py b/apps/api/tests/test_agent_market_watch_promotion_review.py
index c23657262..e3d4a5460 100644
--- a/apps/api/tests/test_agent_market_watch_promotion_review.py
+++ b/apps/api/tests/test_agent_market_watch_promotion_review.py
@@ -23,7 +23,7 @@ def test_watch_promotion_review_allows_only_scorecard_prescreen_readiness():
     assert review["eligible_for_market_scorecard_prescreen"] is True
     assert review["approved_for_replay"] is False
     assert review["required_next_gate"] == (
-        "operator_priority_upgrade_then_market_scorecard_prescreen"
+        "controlled_priority_upgrade_then_market_scorecard_prescreen"
     )
 
 
@@ -145,7 +145,7 @@ def _classification() -> dict:
                 "html_url": "https://github.com/NousResearch/hermes-agent",
                 "homepage": "https://hermes-agent.nousresearch.com",
                 "classification": "personal_agent_platform_candidate",
-                "recommendation": "add_to_watch_registry_after_manual_source_review",
+                "recommendation": "add_to_watch_registry_after_controlled_source_review",
                 "watch_addition_recommended": True,
                 "risk_flags": ["requires_dependency_boundary_review"],
             }
diff --git a/apps/web/messages/en.json b/apps/web/messages/en.json
index f6658202d..1c08ff0e6 100644
--- a/apps/web/messages/en.json
+++ b/apps/web/messages/en.json
@@ -3561,19 +3561,21 @@
       "health": {
         "title": "監測健康",
         "status": "狀態",
-        "statuses": {
-          "healthy": "Healthy",
-          "blocked": "Blocked"
-        },
+	        "statuses": {
+	          "healthy": "Healthy",
+	          "controlled_queue": "受控隊列",
+	          "blocked": "Blocked"
+	        },
         "freshnessSla": "新鮮度 SLA",
         "slaValue": "{slaHours}h + {graceHours}h",
         "staleAfter": "過期時間",
         "priorityGate": "升級關卡",
         "blockedIntegrations": "已擋下整合",
-        "blockers": "阻擋",
-        "blocked": "已阻擋",
-        "clear": "通過",
-        "noBlockers": "無 operator 阻擋"
+	        "blockers": "阻擋",
+	        "blocked": "已阻擋",
+	        "controlledReverify": "AI 受控重驗",
+	        "clear": "通過",
+	        "noBlockers": "無受控阻擋"
       },
       "cadence": {
         "title": "定期評估",
@@ -3596,8 +3598,10 @@
         "statuses": {
           "baseline_protected": "基準受保護",
           "blocked_needs_evidence": "需要證據",
-          "operator_review_required": "需要受控審查",
-          "operator_priority_review": "優先級受控審查",
+	          "controlled_review_required": "需要受控審查",
+	          "controlled_priority_review": "優先級受控審查",
+	          "operator_review_required": "需要受控審查",
+	          "operator_priority_review": "優先級受控審查",
           "watch_only_blocked": "觀察已阻擋",
           "watch_only_monitoring": "觀察中",
           "registered_no_review": "尚未審查"
diff --git a/apps/web/messages/zh-TW.json b/apps/web/messages/zh-TW.json
index f6658202d..1c08ff0e6 100644
--- a/apps/web/messages/zh-TW.json
+++ b/apps/web/messages/zh-TW.json
@@ -3561,19 +3561,21 @@
       "health": {
         "title": "監測健康",
         "status": "狀態",
-        "statuses": {
-          "healthy": "Healthy",
-          "blocked": "Blocked"
-        },
+	        "statuses": {
+	          "healthy": "Healthy",
+	          "controlled_queue": "受控隊列",
+	          "blocked": "Blocked"
+	        },
         "freshnessSla": "新鮮度 SLA",
         "slaValue": "{slaHours}h + {graceHours}h",
         "staleAfter": "過期時間",
         "priorityGate": "升級關卡",
         "blockedIntegrations": "已擋下整合",
-        "blockers": "阻擋",
-        "blocked": "已阻擋",
-        "clear": "通過",
-        "noBlockers": "無 operator 阻擋"
+	        "blockers": "阻擋",
+	        "blocked": "已阻擋",
+	        "controlledReverify": "AI 受控重驗",
+	        "clear": "通過",
+	        "noBlockers": "無受控阻擋"
       },
       "cadence": {
         "title": "定期評估",
@@ -3596,8 +3598,10 @@
         "statuses": {
           "baseline_protected": "基準受保護",
           "blocked_needs_evidence": "需要證據",
-          "operator_review_required": "需要受控審查",
-          "operator_priority_review": "優先級受控審查",
+	          "controlled_review_required": "需要受控審查",
+	          "controlled_priority_review": "優先級受控審查",
+	          "operator_review_required": "需要受控審查",
+	          "operator_priority_review": "優先級受控審查",
           "watch_only_blocked": "觀察已阻擋",
           "watch_only_monitoring": "觀察中",
           "registered_no_review": "尚未審查"
diff --git a/apps/web/src/app/[locale]/governance/tabs/agent-market-tab.tsx b/apps/web/src/app/[locale]/governance/tabs/agent-market-tab.tsx
index eeb7e6088..ae170cc2a 100644
--- a/apps/web/src/app/[locale]/governance/tabs/agent-market-tab.tsx
+++ b/apps/web/src/app/[locale]/governance/tabs/agent-market-tab.tsx
@@ -1237,6 +1237,8 @@ export function AgentMarketTab() {
     .length
   const watchHealth = snapshot.market_watch_health
   const watchHealthHealthy = watchHealth.status === 'healthy'
+  const watchHealthReasons = watchHealth.controlled_queue_reasons ?? watchHealth.operator_blockers ?? []
+  const controlledReviewGate = snapshot.evaluation_cadence.controlled_review_gate ?? snapshot.evaluation_cadence.operator_review_gate
 
   return (
     <div style={{ padding: 20, display: 'flex', flexDirection: 'column', gap: 16 }}>
@@ -1867,15 +1869,15 @@ export function AgentMarketTab() {
               {formatDateTime(watchHealth.stale_after)}
             </DetailRow>
             <DetailRow label={t('health.priorityGate')}>
-              {watchHealth.source_failures_block_priority_upgrade ? t('health.blocked') : t('health.clear')}
+              {watchHealth.source_failures_require_controlled_reverify ? t('health.controlledReverify') : t('health.clear')}
             </DetailRow>
             <DetailRow label={t('health.blockedIntegrations')}>
               {watchHealth.blocked_from_integration}
             </DetailRow>
             <DetailRow label={t('health.blockers')}>
               <div style={{ display: 'flex', flexWrap: 'wrap', gap: 6, minWidth: 0 }}>
-                {watchHealth.operator_blockers.length > 0 ? (
-                  watchHealth.operator_blockers.map(blocker => (
+                {watchHealthReasons.length > 0 ? (
+                  watchHealthReasons.map(blocker => (
                     <CandidatePill key={blocker} value={blocker} muted />
                   ))
                 ) : (
@@ -1913,7 +1915,7 @@ export function AgentMarketTab() {
               <CandidatePill value={snapshot.evaluation_cadence.primary_source_policy} />
             </DetailRow>
             <DetailRow label={t('cadence.reviewGate')}>
-              <CandidatePill value={snapshot.evaluation_cadence.operator_review_gate} muted />
+              <CandidatePill value={controlledReviewGate} muted />
             </DetailRow>
             <DetailRow label={t('cadence.triggerModes')}>
               <div style={{ display: 'flex', flexWrap: 'wrap', gap: 6, minWidth: 0 }}>
diff --git a/apps/web/src/lib/api-client.ts b/apps/web/src/lib/api-client.ts
index fae6345e3..89fb1332e 100644
--- a/apps/web/src/lib/api-client.ts
+++ b/apps/web/src/lib/api-client.ts
@@ -1538,18 +1538,21 @@ export interface AgentMarketGovernanceSnapshot {
     schedule: string
     timezone: 'Asia/Taipei'
     next_scheduled_run_at: string
-    trigger_modes: string[]
-    primary_source_policy: string
-    operator_review_gate: string
-  }
-  market_watch_health: {
-    status: 'healthy' | 'blocked'
-    freshness_sla_hours: 168
-    stale_grace_hours: 6
-    stale_after: string
-    source_failures_block_priority_upgrade: boolean
-    blocked_from_integration: number
-    operator_blockers: string[]
+	    trigger_modes: string[]
+	    primary_source_policy: string
+	    controlled_review_gate: string
+	    operator_review_gate?: string
+	  }
+	  market_watch_health: {
+	    status: 'healthy' | 'controlled_queue' | 'blocked'
+	    freshness_sla_hours: 168
+	    stale_grace_hours: 6
+	    stale_after: string
+	    source_failures_require_controlled_reverify: boolean
+	    source_failures_block_priority_upgrade?: boolean
+	    blocked_from_integration: number
+	    controlled_queue_reasons: string[]
+	    operator_blockers?: string[]
   }
   summary: {
     candidate_count: number
@@ -1613,10 +1616,12 @@ export interface AgentMarketGovernanceSnapshot {
     display_name: string
     priority: number
     queue_status:
-      | 'baseline_protected'
-      | 'blocked_needs_evidence'
-      | 'operator_review_required'
-      | 'operator_priority_review'
+	      | 'baseline_protected'
+	      | 'blocked_needs_evidence'
+	      | 'controlled_review_required'
+	      | 'controlled_priority_review'
+	      | 'operator_review_required'
+	      | 'operator_priority_review'
       | 'watch_only_blocked'
       | 'watch_only_monitoring'
       | 'registered_no_review'
diff --git a/docs/LOGBOOK.md b/docs/LOGBOOK.md
index 7c7c35d8f..02d38bf3b 100644
--- a/docs/LOGBOOK.md
+++ b/docs/LOGBOOK.md
@@ -1,3 +1,25 @@
+## 2026-06-28 — 09:35 Agent Market discovery guard 轉 AI controlled queue
+
+**背景**：統帥要求非事故級 hard gate / guard 全部打開並快速推進實作。本段針對 `agent-market-watch` 中舊 `manual_classification_required`、`needs_manual_research`、promotion review hard fail 與 operator priority gate，改成可審計的 AI controlled classification / priority queue。
+
+**完成內容**：
+- `.gitea/workflows/agent-market-watch.yaml` 將 discovery / classification / summary / Telegram 文案改為 AI 受控隊列；classification step 不再因沒有 `new_manual` 候選而跳過，會固定產生 controlled queue artifact，避免後段缺 artifact 變成硬阻塞。
+- `apps/api/src/services/agent_market_discovery_review.py`、`agent_market_discovery_classifier.py`、`agent_market_watch_promotion_review.py`、`agent_market_governance_snapshot.py` 移除非 critical manual/operator 預設終局，改為 `controlled_classification_queue`、`needs_controlled_research`、`controlled_priority_review`、`controlled_queue`。
+- `docs/schemas/agent_market_discovery_review_v1.schema.json`、`docs/schemas/agent_market_governance_snapshot_v1.schema.json` 與 `apps/web/src/lib/api-client.ts` 同步 controlled queue 欄位，前端 governance Agent Market tab 改讀 controlled reverify / controlled review gate。
+- `apps/web/messages/zh-TW.json`、`apps/web/messages/en.json` 補齊 Agent Market controlled queue / controlled review i18n，避免 UI 仍把非 critical 市場 watch path 說成 manual blocker。
+- 重新產生 `docs/evaluations/agent_market_*_2026-06-28.json` 四份 snapshot；本次 readback：`controlled_classification_queue=9`、`recommended_watch_additions=7`、`integration_queue_count=5`、`market_watch_health.status=controlled_queue`。
+
+**本地驗證結果**：
+- YAML / JSON parse：通過。
+- Agent Market pytest：`9 passed`。
+- i18n mirror：`zh-TW=14480`、`en=14480`、missing `0 / 0`。
+- `pnpm --dir apps/web typecheck`：通過。
+- `git diff --check`：通過。
+
+**仍保留的 break-glass 邊界**：
+- OpenClaw 仍維持 production decision core；替換前必須 replay / shadow / canary / ADR。
+- SDK install、API shadow / canary、production route、paid provider / cost route、external active security scan、secret value / credential URL / raw env、DB destructive / backup restore、force push / repo refs deletion 仍不得被本段 controlled queue 直接打開。
+
 ## 2026-06-28 — 08:45 110 runner 壓力事故 source / live fail-closed 收斂
 
 **背景**：統帥全面授權打開非事故級 gate，但 110 Gitea runner 反覆拉起 StockPlatform headless Chrome smoke，已造成 production host CPU / CI 壓力事故；runner 未搬遷 / 限流前不得直接重開。
diff --git a/docs/evaluations/agent_market_discovery_classification_2026-06-28.json b/docs/evaluations/agent_market_discovery_classification_2026-06-28.json
new file mode 100644
index 000000000..c8a832196
--- /dev/null
+++ b/docs/evaluations/agent_market_discovery_classification_2026-06-28.json
@@ -0,0 +1,431 @@
+{
+  "candidates": [
+    {
+      "approval_boundary": {
+        "approved_for_paid_api_calls": false,
+        "approved_for_replay": false,
+        "approved_for_sdk_install": false,
+        "approved_for_shadow_or_canary": false,
+        "approved_for_watch_registry_addition": false
+      },
+      "archived": false,
+      "classification": "needs_controlled_research",
+      "description": "The Frontend Stack for Agents & Generative UI. React, Angular, Mobile, Slack, and more.  Makers of the AG-UI Protocol",
+      "homepage": "https://docs.copilotkit.ai",
+      "html_url": "https://github.com/CopilotKit/CopilotKit",
+      "language": "TypeScript",
+      "pushed_at": "2026-06-27T06:40:27Z",
+      "recommendation": "controlled_research_before_watch_registry",
+      "recommended_role": "controlled_research_required",
+      "repository_full_name": "copilotkit/copilotkit",
+      "required_next_gate": "controlled_research_no_registry_change",
+      "risk_flags": [
+        "requires_dependency_boundary_review"
+      ],
+      "stargazers_count": 35572,
+      "topics": [
+        "agent",
+        "agent-native",
+        "agentic-ai",
+        "agents",
+        "ai",
+        "ai-agent",
+        "ai-assistant",
+        "assistant",
+        "assistant-chat-bots",
+        "copilot",
+        "copilot-chat",
+        "generative-ui",
+        "js",
+        "llm",
+        "nextjs",
+        "open-source",
+        "react",
+        "reactjs",
+        "ts",
+        "typescript"
+      ],
+      "watch_addition_recommended": false
+    },
+    {
+      "approval_boundary": {
+        "approved_for_paid_api_calls": false,
+        "approved_for_replay": false,
+        "approved_for_sdk_install": false,
+        "approved_for_shadow_or_canary": false,
+        "approved_for_watch_registry_addition": false
+      },
+      "archived": false,
+      "classification": "needs_controlled_research",
+      "description": "Open-source infrastructure for Computer-Use Agents. Sandboxes, SDKs, and benchmarks to train and evaluate AI agents that can control full desktops (macOS, Linux, Windows).",
+      "homepage": "https://cua.ai",
+      "html_url": "https://github.com/trycua/cua",
+      "language": "HTML",
+      "pushed_at": "2026-06-28T00:16:47Z",
+      "recommendation": "controlled_research_before_watch_registry",
+      "recommended_role": "controlled_research_required",
+      "repository_full_name": "trycua/cua",
+      "required_next_gate": "controlled_research_no_registry_change",
+      "risk_flags": [
+        "requires_dependency_boundary_review",
+        "requires_tool_execution_sandbox_review"
+      ],
+      "stargazers_count": 19131,
+      "topics": [
+        "agent",
+        "ai-agent",
+        "apple",
+        "computer-use",
+        "computer-use-agent",
+        "containerization",
+        "cua",
+        "desktop-automation",
+        "hacktoberfest",
+        "lume",
+        "macos",
+        "manus",
+        "operator",
+        "swift",
+        "virtualization",
+        "virtualization-framework",
+        "windows",
+        "windows-sandbox"
+      ],
+      "watch_addition_recommended": false
+    },
+    {
+      "approval_boundary": {
+        "approved_for_paid_api_calls": false,
+        "approved_for_replay": false,
+        "approved_for_sdk_install": false,
+        "approved_for_shadow_or_canary": false,
+        "approved_for_watch_registry_addition": false
+      },
+      "archived": false,
+      "classification": "agent_framework_candidate",
+      "description": "Eigent: The Open Source Cowork Desktop to Unlock Your Exceptional Productivity. Local and Free Alternative to Claude Cowork.",
+      "homepage": "https://www.eigent.ai",
+      "html_url": "https://github.com/eigent-ai/eigent",
+      "language": "TypeScript",
+      "pushed_at": "2026-06-27T10:16:01Z",
+      "recommendation": "add_to_watch_registry_after_controlled_source_review",
+      "recommended_role": "agent_framework_or_orchestrator_candidate",
+      "repository_full_name": "eigent-ai/eigent",
+      "required_next_gate": "ai_controlled_primary_source_verifier_then_watch_registry_patch",
+      "risk_flags": [
+        "requires_dependency_boundary_review",
+        "likely_requires_paid_provider_boundary_review"
+      ],
+      "stargazers_count": 14404,
+      "topics": [
+        "agent-framework",
+        "agent-skills",
+        "agentic-ai",
+        "agentic-workflow",
+        "claude-cowork",
+        "claude-cowork-alternative",
+        "claude-cowork-free",
+        "desktop-agent",
+        "multi-agent-systems"
+      ],
+      "watch_addition_recommended": true
+    },
+    {
+      "approval_boundary": {
+        "approved_for_paid_api_calls": false,
+        "approved_for_replay": false,
+        "approved_for_sdk_install": false,
+        "approved_for_shadow_or_canary": false,
+        "approved_for_watch_registry_addition": false
+      },
+      "archived": false,
+      "classification": "agent_governance_candidate",
+      "description": "Omnigent is an open-source AI agent framework and meta-harness: orchestrate Claude Code, Codex, Cursor, Pi, and custom agents — swap harnesses without rewriting, enforce policies and sandboxing, and collaborate in real time from any device.",
+      "homepage": "https://omnigent.ai",
+      "html_url": "https://github.com/omnigent-ai/omnigent",
+      "language": "Python",
+      "pushed_at": "2026-06-27T23:15:21Z",
+      "recommendation": "add_to_watch_registry_after_controlled_source_review",
+      "recommended_role": "agent_governance_policy_evaluator_candidate",
+      "repository_full_name": "omnigent-ai/omnigent",
+      "required_next_gate": "ai_controlled_primary_source_verifier_then_watch_registry_patch",
+      "risk_flags": [
+        "requires_dependency_boundary_review",
+        "likely_requires_paid_provider_boundary_review",
+        "requires_tool_execution_sandbox_review"
+      ],
+      "stargazers_count": 5132,
+      "topics": [
+        "agent-framework",
+        "agent-governance",
+        "agent-orchestration",
+        "agents",
+        "ai",
+        "ai-agent",
+        "ai-agents",
+        "claude-code",
+        "codex",
+        "coding-agents",
+        "developer-tools",
+        "llm",
+        "ml",
+        "multi-agent",
+        "python",
+        "sandbox"
+      ],
+      "watch_addition_recommended": true
+    },
+    {
+      "approval_boundary": {
+        "approved_for_paid_api_calls": false,
+        "approved_for_replay": false,
+        "approved_for_sdk_install": false,
+        "approved_for_shadow_or_canary": false,
+        "approved_for_watch_registry_addition": false
+      },
+      "archived": false,
+      "classification": "agent_framework_candidate",
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+        "financial-analysis",
+        "fintech",
+        "fundamental-analysis",
+        "investment",
+        "investment-research",
+        "llm",
+        "mcp",
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+        "stock-analysis",
+        "stock-market",
+        "value-investing",
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+        "ai-agent",
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+        "ai-sandbox",
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+        "dev-tools",
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+      "classification": "agent_framework_candidate",
+      "description": "CORAL is a robust, lightweight infrastructure for multi-agent autonomous self-evolution, built for autoresearch. Works with Claude Code, Codex, Cursor, OpenCode, Kiro, and more.",
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+      "html_url": "https://github.com/Human-Agent-Society/CORAL",
+      "language": "Python",
+      "pushed_at": "2026-06-26T06:40:13Z",
+      "recommendation": "add_to_watch_registry_after_controlled_source_review",
+      "recommended_role": "agent_framework_or_orchestrator_candidate",
+      "repository_full_name": "human-agent-society/coral",
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+        "likely_requires_paid_provider_boundary_review"
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+        "agentic-ai",
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+        "autonomous-agents",
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+        "claude-code",
+        "code-generation",
+        "codex",
+        "coding-agent",
+        "evolutionary-algorithm",
+        "large-language-models",
+        "llm-agents",
+        "multi-agent",
+        "opencode",
+        "self-evolving",
+        "self-evolving-agents",
+        "swe-bench"
+      ],
+      "watch_addition_recommended": true
+    }
+  ],
+  "generated_at": "2026-06-28T00:46:51.907924+00:00",
+  "inputs": {
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+  }
+}
diff --git a/docs/evaluations/agent_market_discovery_review_2026-06-28.json b/docs/evaluations/agent_market_discovery_review_2026-06-28.json
new file mode 100644
index 000000000..854723c89
--- /dev/null
+++ b/docs/evaluations/agent_market_discovery_review_2026-06-28.json
@@ -0,0 +1,286 @@
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+      "html_url": "https://github.com/xbtlin/ai-berkshire",
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+        "classify_role_against_awoooi_agent_taxonomy",
+        "queue_controlled_watch_registry_patch_after_primary_source_verifier",
+        "do_not_install_sdk_or_call_provider",
+        "do_not_enter_replacement_replay_before_market_scorecard"
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+        "do_not_install_sdk_or_call_provider",
+        "do_not_enter_replacement_replay_before_market_scorecard"
+      ],
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+    },
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+        "verify_official_or_primary_sources",
+        "classify_role_against_awoooi_agent_taxonomy",
+        "queue_controlled_watch_registry_patch_after_primary_source_verifier",
+        "do_not_install_sdk_or_call_provider",
+        "do_not_enter_replacement_replay_before_market_scorecard"
+      ],
+      "recommended_next_gate": "classify_official_sources_then_update_watch_registry",
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+      ],
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+      "status": "needs_primary_source_classification",
+      "updated_at_latest": "2026-06-26T03:32:54Z"
+    },
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+        "classify_role_against_awoooi_agent_taxonomy",
+        "queue_controlled_watch_registry_patch_after_primary_source_verifier",
+        "do_not_install_sdk_or_call_provider",
+        "do_not_enter_replacement_replay_before_market_scorecard"
+      ],
+      "recommended_next_gate": "classify_official_sources_then_update_watch_registry",
+      "repository_full_name": "human-agent-society/coral",
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+      ],
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+      "status": "needs_primary_source_classification",
+      "updated_at_latest": "2026-06-26T03:05:29Z"
+    }
+  ],
+  "generated_at": "2026-06-28T00:46:48.886379+00:00",
+  "inputs": {
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+    "previous_review_generated_at": "2026-06-26T03:41:38.325050+00:00",
+    "source_registry_schema_version": "agent_market_watch_sources_v1",
+    "watch_report_generated_at": "2026-06-26T03:41:17.266599+00:00",
+    "watch_report_mode": "live"
+  },
+  "policy": {
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+    "replacement_decision_allowed": false,
+    "sdk_installation_approved": false,
+    "shadow_or_canary_approved": false
+  },
+  "schema_version": "agent_market_discovery_review_v1",
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+    "auto_registry_additions_approved": 0,
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+}
diff --git a/docs/evaluations/agent_market_governance_snapshot_2026-06-28.json b/docs/evaluations/agent_market_governance_snapshot_2026-06-28.json
new file mode 100644
index 000000000..2b856926b
--- /dev/null
+++ b/docs/evaluations/agent_market_governance_snapshot_2026-06-28.json
@@ -0,0 +1,839 @@
+{
+  "candidate_groups": {
+    "production_baseline": [
+      "openclaw_incumbent"
+    ],
+    "replay_or_integration_blocked": [
+      "claude_agent_sdk_remediator",
+      "crewai_flows_crews",
+      "langgraph_incident_kernel",
+      "nemo_nemotron_fabric",
+      "openai_agents_sdk_coordinator"
+    ],
+    "watch_only_candidates": [
+      "agentos_framework",
+      "bernstein_agent_governance",
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+        "offline_adapter_contract_valid",
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+        "discovery_classification_must_recommend_watch_addition"
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+      "display_name": "thClaws Agent Harness",
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+        "changed_sources_reviewed_by_ai_controlled_verifier",
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+        "no_sdk_install_without_dependency_approval",
+        "no_paid_provider_use_without_cost_and_data_boundary_approval",
+        "ai_controlled_primary_sources_verifier_passed",
+        "watch_registry_baseline_refreshed",
+        "explicit_priority_upgrade_before_replay",
+        "cost_approval_recorded"
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+      "candidate_id": "pydantic_deepagents",
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+      },
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+        "discovery_classification_must_recommend_watch_addition"
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+      },
+      "candidate_id": "bernstein_agent_governance",
+      "current_gate": "watch_only_primary_source_monitoring",
+      "display_name": "Bernstein Agent Governance",
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+        "latest_smoke_matrix": null,
+        "latest_smoke_model": null
+      },
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+      "integration_decision": "do_not_integrate_watch_only_primary_source_monitoring",
+      "operator_blockers": [
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+        "changed_sources_reviewed_by_ai_controlled_verifier",
+        "market_scorecard_refreshed_if_primary_sources_changed_semantically",
+        "no_sdk_install_without_dependency_approval",
+        "no_paid_provider_use_without_cost_and_data_boundary_approval",
+        "ai_controlled_primary_sources_verifier_passed",
+        "watch_registry_baseline_refreshed",
+        "explicit_priority_upgrade_before_replay",
+        "cost_approval_recorded"
+      ],
+      "required_next_gate": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "role": "agent_governance_policy_evaluator_candidate",
+      "score": null
+    }
+  ],
+  "current_decision": "openclaw_remains_production_decision_core",
+  "evaluation_cadence": {
+    "controlled_review_gate": "controlled_priority_upgrade_required_before_scorecard_replay_sdk_api_shadow_canary_or_production",
+    "next_scheduled_run_at": "2026-06-29T09:00:00+08:00",
+    "primary_source_policy": "primary_sources_only_no_llm_no_sdk_no_paid_api",
+    "schedule": "weekly_monday_0900_asia_taipei",
+    "timezone": "Asia/Taipei",
+    "trigger_modes": [
+      "scheduled_weekly",
+      "workflow_dispatch",
+      "agent_controlled_trigger_after_primary_source_signal"
+    ],
+    "workflow": ".gitea/workflows/agent-market-watch.yaml"
+  },
+  "forbidden_actions_without_new_approval": [
+    "replace_openclaw",
+    "enter_shadow_or_canary",
+    "install_new_agent_sdk",
+    "call_paid_provider_api",
+    "run_replay_for_watch_only_candidate",
+    "change_production_routing"
+  ],
+  "generated_at": "2026-06-28T00:47:02.688946+00:00",
+  "inputs": {
+    "candidate_registry_schema_version": "agent_replacement_candidates_v1",
+    "discovery_classification_generated_at": "2026-06-28T00:46:51.907924+00:00",
+    "integration_review_generated_at": "2026-06-26T03:41:38.289424+00:00",
+    "promotion_review_generated_at": "2026-06-28T00:47:01.200212+00:00",
+    "watch_report_generated_at": "2026-06-26T03:41:17.266599+00:00"
+  },
+  "market_watch_health": {
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+    "controlled_queue_reasons": [
+      "unclassified_discovery_watch_additions_remaining",
+      "integration_queue_not_empty"
+    ],
+    "freshness_sla_hours": 168,
+    "operator_blockers": [
+      "unclassified_discovery_watch_additions_remaining",
+      "integration_queue_not_empty"
+    ],
+    "source_failures_block_priority_upgrade": false,
+    "source_failures_require_controlled_reverify": false,
+    "stale_after": "2026-06-29T15:00:00+08:00",
+    "stale_grace_hours": 6,
+    "status": "controlled_queue"
+  },
+  "next_allowed_actions": [
+    "continue_weekly_primary_source_market_watch",
+    "rerun_existing_replay_only_after_evidence_or_adapter_change"
+  ],
+  "operator_decision_queue": [
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": false,
+        "paid_api_approval_required": true,
+        "priority_upgrade_required": false,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "claude_agent_sdk_remediator",
+      "display_name": "Claude Agent SDK Remediator",
+      "evidence_refs": [
+        "docs/evaluations/agent_claude_remediator_replay_summary_2026-06-02.json"
+      ],
+      "priority": 10,
+      "queue_status": "blocked_needs_evidence",
+      "recommended_action": "refresh_scorecard_then_offline_replay_or_promotion_gate",
+      "risk_notes": [
+        "Best fit is code and DevOps remediation, not necessarily central incident arbitration.",
+        "API cost, subscription separation, and vendor boundary must be validated.",
+        "changed_sources_reviewed_by_ai_controlled_verifier",
+        "market_scorecard_refreshed_if_primary_sources_changed_semantically",
+        "no_sdk_install_without_dependency_approval",
+        "no_paid_provider_use_without_cost_and_data_boundary_approval"
+      ]
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": false,
+        "paid_api_approval_required": false,
+        "priority_upgrade_required": false,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "crewai_flows_crews",
+      "display_name": "CrewAI Flows + Crews",
+      "evidence_refs": [],
+      "priority": 10,
+      "queue_status": "blocked_needs_evidence",
+      "recommended_action": "create_no_sdk_no_api_adapter_then_offline_replay",
+      "risk_notes": [
+        "Better for rapid automation teams than high-risk production AIOps core.",
+        "Durability, strict audit, and permission boundary must be proven in replay.",
+        "changed_sources_reviewed_by_ai_controlled_verifier",
+        "market_scorecard_refreshed_if_primary_sources_changed_semantically",
+        "no_sdk_install_without_dependency_approval",
+        "no_paid_provider_use_without_cost_and_data_boundary_approval"
+      ]
+    },
+    {
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+        "market_scorecard_update_required": false,
+        "paid_api_approval_required": true,
+        "priority_upgrade_required": false,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "nemo_nemotron_fabric",
+      "display_name": "NVIDIA NeMo Agent Toolkit + Nemotron Fabric",
+      "evidence_refs": [
+        "nvidia/llama-3.3-nemotron-super-49b-v1.5",
+        "docs/evaluations/agent_nemotron_contract_tuned_49b_v15_smoke_gate_2026-06-02.json",
+        "docs/evaluations/agent_nemotron_contract_tuned_smoke_matrix_2026-06-02.json"
+      ],
+      "priority": 10,
+      "queue_status": "blocked_needs_evidence",
+      "recommended_action": "refresh_source_evidence_then_5_record_smoke_only",
+      "risk_notes": [
+        "Needs AWOOOI-specific HITL and dangerous-action policy integration.",
+        "GPU/NIM operating cost must be compared against current local inference.",
+        "changed_sources_reviewed_by_ai_controlled_verifier",
+        "market_scorecard_refreshed_if_primary_sources_changed_semantically",
+        "no_sdk_install_without_dependency_approval",
+        "no_paid_provider_use_without_cost_and_data_boundary_approval"
+      ]
+    },
+    {
+      "approval_boundary": {
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+        "paid_api_approval_required": false,
+        "priority_upgrade_required": true,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "agentos_framework",
+      "display_name": "AgentOS Framework",
+      "evidence_refs": [],
+      "priority": 40,
+      "queue_status": "watch_only_blocked",
+      "recommended_action": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "risk_notes": [
+        "integration_review_must_confirm_watch_only_stage",
+        "discovery_classification_must_recommend_watch_addition"
+      ]
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": true,
+        "paid_api_approval_required": true,
+        "priority_upgrade_required": true,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "bernstein_agent_governance",
+      "display_name": "Bernstein Agent Governance",
+      "evidence_refs": [],
+      "priority": 40,
+      "queue_status": "watch_only_blocked",
+      "recommended_action": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "risk_notes": [
+        "candidate missing from current market scorecard",
+        "discovery_classification_must_recommend_watch_addition",
+        "changed_sources_reviewed_by_ai_controlled_verifier",
+        "market_scorecard_refreshed_if_primary_sources_changed_semantically",
+        "no_sdk_install_without_dependency_approval",
+        "no_paid_provider_use_without_cost_and_data_boundary_approval"
+      ]
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": true,
+        "paid_api_approval_required": false,
+        "priority_upgrade_required": true,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "hermes_agent_personal_platform",
+      "display_name": "NousResearch Hermes Agent",
+      "evidence_refs": [],
+      "priority": 40,
+      "queue_status": "watch_only_blocked",
+      "recommended_action": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "risk_notes": [
+        "integration_review_must_confirm_watch_only_stage",
+        "discovery_classification_must_recommend_watch_addition"
+      ]
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": true,
+        "paid_api_approval_required": false,
+        "priority_upgrade_required": true,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "microsoft_agent_governance_toolkit",
+      "display_name": "Microsoft Agent Governance Toolkit",
+      "evidence_refs": [],
+      "priority": 40,
+      "queue_status": "watch_only_blocked",
+      "recommended_action": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "risk_notes": [
+        "integration_review_must_confirm_watch_only_stage",
+        "discovery_classification_must_recommend_watch_addition"
+      ]
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": true,
+        "paid_api_approval_required": false,
+        "priority_upgrade_required": true,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "pydantic_deepagents",
+      "display_name": "Pydantic DeepAgents",
+      "evidence_refs": [],
+      "priority": 40,
+      "queue_status": "watch_only_blocked",
+      "recommended_action": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "risk_notes": [
+        "integration_review_must_confirm_watch_only_stage",
+        "discovery_classification_must_recommend_watch_addition"
+      ]
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": true,
+        "paid_api_approval_required": true,
+        "priority_upgrade_required": true,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "thclaws_agent_harness",
+      "display_name": "thClaws Agent Harness",
+      "evidence_refs": [],
+      "priority": 40,
+      "queue_status": "watch_only_blocked",
+      "recommended_action": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "risk_notes": [
+        "candidate missing from current market scorecard",
+        "discovery_classification_must_recommend_watch_addition",
+        "changed_sources_reviewed_by_ai_controlled_verifier",
+        "market_scorecard_refreshed_if_primary_sources_changed_semantically",
+        "no_sdk_install_without_dependency_approval",
+        "no_paid_provider_use_without_cost_and_data_boundary_approval"
+      ]
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": true,
+        "paid_api_approval_required": false,
+        "priority_upgrade_required": true,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "google_adk_stack",
+      "display_name": "Google Agent Development Kit Stack",
+      "evidence_refs": [],
+      "priority": 60,
+      "queue_status": "registered_no_review",
+      "recommended_action": "continue_weekly_primary_source_market_watch",
+      "risk_notes": []
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": true,
+        "paid_api_approval_required": false,
+        "priority_upgrade_required": true,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "langgraph_incident_kernel",
+      "display_name": "LangGraph Incident Kernel",
+      "evidence_refs": [
+        "docs/evaluations/agent_langgraph_replay_summary_2026-06-02.json"
+      ],
+      "priority": 60,
+      "queue_status": "registered_no_review",
+      "recommended_action": "continue_weekly_primary_source_market_watch",
+      "risk_notes": []
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": true,
+        "paid_api_approval_required": false,
+        "priority_upgrade_required": true,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "microsoft_agent_framework",
+      "display_name": "Microsoft Agent Framework",
+      "evidence_refs": [],
+      "priority": 60,
+      "queue_status": "registered_no_review",
+      "recommended_action": "continue_weekly_primary_source_market_watch",
+      "risk_notes": []
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": true,
+        "paid_api_approval_required": false,
+        "priority_upgrade_required": true,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": true,
+        "sdk_install_approval_required": true,
+        "shadow_or_canary_approval_required": true
+      },
+      "candidate_id": "openai_agents_sdk_coordinator",
+      "display_name": "OpenAI Agents SDK Coordinator",
+      "evidence_refs": [
+        "docs/evaluations/agent_openai_coordinator_replay_summary_2026-06-02.json"
+      ],
+      "priority": 60,
+      "queue_status": "registered_no_review",
+      "recommended_action": "continue_weekly_primary_source_market_watch",
+      "risk_notes": []
+    },
+    {
+      "approval_boundary": {
+        "market_scorecard_update_required": false,
+        "paid_api_approval_required": false,
+        "priority_upgrade_required": false,
+        "production_routing_approval_required": true,
+        "replacement_adr_required": true,
+        "replay_approval_required": false,
+        "sdk_install_approval_required": false,
+        "shadow_or_canary_approval_required": false
+      },
+      "candidate_id": "openclaw_incumbent",
+      "display_name": "OpenClaw incumbent",
+      "evidence_refs": [],
+      "priority": 90,
+      "queue_status": "baseline_protected",
+      "recommended_action": "keep_openclaw_as_production_decision_core_until_replay_shadow_canary_replacement_adr",
+      "risk_notes": [
+        "no_candidate_has_formal_replacement_approval"
+      ]
+    }
+  ],
+  "policy": {
+    "market_scorecard_update_approved": false,
+    "paid_api_calls_approved": false,
+    "priority_upgrade_approved": false,
+    "production_changes_approved": false,
+    "replacement_decision_allowed": false,
+    "replay_candidate_approved": false,
+    "sdk_installation_approved": false,
+    "shadow_or_canary_approved": false,
+    "snapshot_is_decision_source": false
+  },
+  "schema_version": "agent_market_governance_snapshot_v1",
+  "summary": {
+    "blocked_from_integration": 5,
+    "candidate_count": 13,
+    "changed_candidates": 5,
+    "eligible_for_market_scorecard_prescreen": 0,
+    "integration_queue_count": 5,
+    "market_scorecard_updates_approved": 0,
+    "paid_api_calls_approved": 0,
+    "priority_upgrades_approved": 0,
+    "production_changes_approved": 0,
+    "recommended_watch_additions_remaining": 7,
+    "replacement_decisions_approved": 0,
+    "replay_candidates_approved": 0,
+    "sdk_installations_approved": 0,
+    "shadow_or_canary_approved": 0,
+    "source_count": 36,
+    "source_failures": 0,
+    "watch_only_candidates_reviewed": 6
+  }
+}
diff --git a/docs/evaluations/agent_market_watch_promotion_review_2026-06-28.json b/docs/evaluations/agent_market_watch_promotion_review_2026-06-28.json
new file mode 100644
index 000000000..e1526ee20
--- /dev/null
+++ b/docs/evaluations/agent_market_watch_promotion_review_2026-06-28.json
@@ -0,0 +1,218 @@
+{
+  "generated_at": "2026-06-28T00:47:01.200212+00:00",
+  "inputs": {
+    "candidate_registry_schema_version": "agent_replacement_candidates_v1",
+    "discovery_classification_generated_at": "2026-06-28T00:46:51.907924+00:00",
+    "integration_review_generated_at": "2026-06-26T03:41:38.289424+00:00",
+    "watch_report_generated_at": "2026-06-26T03:41:17.266599+00:00"
+  },
+  "policy": {
+    "market_scorecard_update_approved": false,
+    "paid_api_calls_approved": false,
+    "priority_upgrade_approved": false,
+    "production_changes_approved": false,
+    "replacement_decision_allowed": false,
+    "replay_candidate_approved": false,
+    "sdk_installation_approved": false,
+    "shadow_or_canary_approved": false
+  },
+  "reviews": [
+    {
+      "approved_for_paid_api_calls": false,
+      "approved_for_replay": false,
+      "approved_for_sdk_install": false,
+      "approved_for_shadow_or_canary": false,
+      "blockers": [
+        "integration_review_must_confirm_watch_only_stage",
+        "discovery_classification_must_recommend_watch_addition"
+      ],
+      "candidate_id": "hermes_agent_personal_platform",
+      "classification": {
+        "classification": null,
+        "recommendation": null,
+        "repository_full_name": null,
+        "risk_flags": [],
+        "watch_addition_recommended": false
+      },
+      "decision": "remain_watch_only_until_evidence_gap_resolved",
+      "display_name": "NousResearch Hermes Agent",
+      "eligible_for_market_scorecard_prescreen": false,
+      "integration_stage": "",
+      "latest_versions": [
+        "v2026.6.19"
+      ],
+      "official_url": "https://hermes-agent.nousresearch.com",
+      "release_version_observed": true,
+      "required_next_gate": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "role": "personal_agent_platform_candidate",
+      "source_count": 2,
+      "source_failures": 0
+    },
+    {
+      "approved_for_paid_api_calls": false,
+      "approved_for_replay": false,
+      "approved_for_sdk_install": false,
+      "approved_for_shadow_or_canary": false,
+      "blockers": [
+        "integration_review_must_confirm_watch_only_stage",
+        "discovery_classification_must_recommend_watch_addition"
+      ],
+      "candidate_id": "microsoft_agent_governance_toolkit",
+      "classification": {
+        "classification": null,
+        "recommendation": null,
+        "repository_full_name": null,
+        "risk_flags": [],
+        "watch_addition_recommended": false
+      },
+      "decision": "remain_watch_only_until_evidence_gap_resolved",
+      "display_name": "Microsoft Agent Governance Toolkit",
+      "eligible_for_market_scorecard_prescreen": false,
+      "integration_stage": "",
+      "latest_versions": [
+        "v4.1.0"
+      ],
+      "official_url": "https://microsoft.github.io/agent-governance-toolkit/",
+      "release_version_observed": true,
+      "required_next_gate": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "role": "agent_governance_policy_evaluator_candidate",
+      "source_count": 2,
+      "source_failures": 0
+    },
+    {
+      "approved_for_paid_api_calls": false,
+      "approved_for_replay": false,
+      "approved_for_sdk_install": false,
+      "approved_for_shadow_or_canary": false,
+      "blockers": [
+        "discovery_classification_must_recommend_watch_addition"
+      ],
+      "candidate_id": "thclaws_agent_harness",
+      "classification": {
+        "classification": null,
+        "recommendation": null,
+        "repository_full_name": null,
+        "risk_flags": [],
+        "watch_addition_recommended": false
+      },
+      "decision": "remain_watch_only_until_evidence_gap_resolved",
+      "display_name": "thClaws Agent Harness",
+      "eligible_for_market_scorecard_prescreen": false,
+      "integration_stage": "watch_only_primary_source_monitoring",
+      "latest_versions": [
+        "v0.75.0"
+      ],
+      "official_url": "https://thclaws.ai",
+      "release_version_observed": true,
+      "required_next_gate": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "role": "agent_framework_or_orchestrator_candidate",
+      "source_count": 2,
+      "source_failures": 0
+    },
+    {
+      "approved_for_paid_api_calls": false,
+      "approved_for_replay": false,
+      "approved_for_sdk_install": false,
+      "approved_for_shadow_or_canary": false,
+      "blockers": [
+        "integration_review_must_confirm_watch_only_stage",
+        "discovery_classification_must_recommend_watch_addition"
+      ],
+      "candidate_id": "pydantic_deepagents",
+      "classification": {
+        "classification": null,
+        "recommendation": null,
+        "repository_full_name": null,
+        "risk_flags": [],
+        "watch_addition_recommended": false
+      },
+      "decision": "remain_watch_only_until_evidence_gap_resolved",
+      "display_name": "Pydantic DeepAgents",
+      "eligible_for_market_scorecard_prescreen": false,
+      "integration_stage": "",
+      "latest_versions": [
+        "0.3.31"
+      ],
+      "official_url": "https://vstorm-co.github.io/pydantic-deepagents/",
+      "release_version_observed": true,
+      "required_next_gate": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "role": "agent_framework_or_orchestrator_candidate",
+      "source_count": 2,
+      "source_failures": 0
+    },
+    {
+      "approved_for_paid_api_calls": false,
+      "approved_for_replay": false,
+      "approved_for_sdk_install": false,
+      "approved_for_shadow_or_canary": false,
+      "blockers": [
+        "integration_review_must_confirm_watch_only_stage",
+        "discovery_classification_must_recommend_watch_addition"
+      ],
+      "candidate_id": "agentos_framework",
+      "classification": {
+        "classification": null,
+        "recommendation": null,
+        "repository_full_name": null,
+        "risk_flags": [],
+        "watch_addition_recommended": false
+      },
+      "decision": "remain_watch_only_until_evidence_gap_resolved",
+      "display_name": "AgentOS Framework",
+      "eligible_for_market_scorecard_prescreen": false,
+      "integration_stage": "",
+      "latest_versions": [
+        "v0.9.79"
+      ],
+      "official_url": "https://agentos.sh",
+      "release_version_observed": true,
+      "required_next_gate": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "role": "agent_framework_or_orchestrator_candidate",
+      "source_count": 2,
+      "source_failures": 0
+    },
+    {
+      "approved_for_paid_api_calls": false,
+      "approved_for_replay": false,
+      "approved_for_sdk_install": false,
+      "approved_for_shadow_or_canary": false,
+      "blockers": [
+        "discovery_classification_must_recommend_watch_addition"
+      ],
+      "candidate_id": "bernstein_agent_governance",
+      "classification": {
+        "classification": null,
+        "recommendation": null,
+        "repository_full_name": null,
+        "risk_flags": [],
+        "watch_addition_recommended": false
+      },
+      "decision": "remain_watch_only_until_evidence_gap_resolved",
+      "display_name": "Bernstein Agent Governance",
+      "eligible_for_market_scorecard_prescreen": false,
+      "integration_stage": "watch_only_primary_source_monitoring",
+      "latest_versions": [
+        "v2.7.0"
+      ],
+      "official_url": "https://bernstein.run",
+      "release_version_observed": true,
+      "required_next_gate": "continue_watch_only_until_primary_source_evidence_is_sufficient",
+      "role": "agent_governance_policy_evaluator_candidate",
+      "source_count": 2,
+      "source_failures": 0
+    }
+  ],
+  "schema_version": "agent_market_watch_promotion_review_v1",
+  "summary": {
+    "eligible_for_market_scorecard_prescreen": 0,
+    "market_scorecard_updates_approved": 0,
+    "paid_api_calls_approved": 0,
+    "priority_upgrades_approved": 0,
+    "production_changes_approved": 0,
+    "remain_watch_only": 6,
+    "replay_candidates_approved": 0,
+    "sdk_installations_approved": 0,
+    "shadow_or_canary_approved": 0,
+    "watch_only_candidates_reviewed": 6
+  }
+}
diff --git a/docs/schemas/agent_market_discovery_review_v1.schema.json b/docs/schemas/agent_market_discovery_review_v1.schema.json
index 4fbcf3a8d..3d46515a4 100644
--- a/docs/schemas/agent_market_discovery_review_v1.schema.json
+++ b/docs/schemas/agent_market_discovery_review_v1.schema.json
@@ -64,8 +64,8 @@
         "discovered_items",
         "unique_repositories",
         "already_watched_or_registered",
-        "manual_classification_required",
-        "new_manual_classification_required",
+        "controlled_classification_queue",
+        "new_controlled_classification_queue",
         "source_failures",
         "auto_registry_additions_approved",
         "production_changes_approved",
@@ -76,8 +76,8 @@
         "discovered_items": {"type": "integer", "minimum": 0},
         "unique_repositories": {"type": "integer", "minimum": 0},
         "already_watched_or_registered": {"type": "integer", "minimum": 0},
-        "manual_classification_required": {"type": "integer", "minimum": 0},
-        "new_manual_classification_required": {"type": "integer", "minimum": 0},
+        "controlled_classification_queue": {"type": "integer", "minimum": 0},
+        "new_controlled_classification_queue": {"type": "integer", "minimum": 0},
         "source_failures": {"type": "integer", "minimum": 0},
         "auto_registry_additions_approved": {"type": "integer", "const": 0},
         "production_changes_approved": {"type": "integer", "const": 0},
diff --git a/docs/schemas/agent_market_governance_snapshot_v1.schema.json b/docs/schemas/agent_market_governance_snapshot_v1.schema.json
index 982531f4f..b7cfd4845 100644
--- a/docs/schemas/agent_market_governance_snapshot_v1.schema.json
+++ b/docs/schemas/agent_market_governance_snapshot_v1.schema.json
@@ -73,7 +73,7 @@
         "next_scheduled_run_at",
         "trigger_modes",
         "primary_source_policy",
-        "operator_review_gate"
+        "controlled_review_gate"
       ],
       "properties": {
         "workflow": {
@@ -101,7 +101,7 @@
           "type": "string",
           "minLength": 1
         },
-        "operator_review_gate": {
+        "controlled_review_gate": {
           "type": "string",
           "minLength": 1
         }
@@ -115,14 +115,15 @@
         "freshness_sla_hours",
         "stale_grace_hours",
         "stale_after",
-        "source_failures_block_priority_upgrade",
+        "source_failures_require_controlled_reverify",
         "blocked_from_integration",
+        "controlled_queue_reasons",
         "operator_blockers"
       ],
       "properties": {
         "status": {
           "type": "string",
-          "enum": ["healthy", "blocked"]
+          "enum": ["healthy", "controlled_queue", "blocked"]
         },
         "freshness_sla_hours": {
           "type": "integer",
@@ -136,6 +137,9 @@
           "type": "string",
           "minLength": 1
         },
+        "source_failures_require_controlled_reverify": {
+          "type": "boolean"
+        },
         "source_failures_block_priority_upgrade": {
           "type": "boolean"
         },
@@ -143,6 +147,10 @@
           "type": "integer",
           "minimum": 0
         },
+        "controlled_queue_reasons": {
+          "type": "array",
+          "items": {"type": "string", "minLength": 1}
+        },
         "operator_blockers": {
           "type": "array",
           "items": {"type": "string", "minLength": 1}
@@ -316,8 +324,8 @@
             "enum": [
               "baseline_protected",
               "blocked_needs_evidence",
-              "operator_review_required",
-              "operator_priority_review",
+              "controlled_review_required",
+              "controlled_priority_review",
               "watch_only_blocked",
               "watch_only_monitoring",
               "registered_no_review"