feat: online verification, node removals, and knowledge browser

Adds claim-bound online evidence records and citation verification scripts,
node removal transport/adapter, retrieval benchmark and owner-review tooling,
GraphCanvas/SourceDetail knowledge browser UI, and the ingest handoff helper.
Bumps the agents/gewu pack to the online-verification branch.

schema/v1/records/KnowledgeNode.schema.json

@@ -32,6 +32,15 @@
           "title": "Evidence Type",
           "type": "string"
         },
+        "online_evidence": {
+          "default": [],
+          "items": {
+            "$ref": "#/$defs/OnlineEvidence"
+          },
+          "maxItems": 20,
+          "title": "Online Evidence",
+          "type": "array"
+        },
         "schema_version": {
           "const": 1,
           "default": 1,
@@ -282,6 +291,54 @@
       "title": "NodeType",
       "type": "string"
     },
+    "OnlineEvidence": {
+      "additionalProperties": false,
+      "description": "A short online excerpt with its relationship to a claim and verification URL.",
+      "properties": {
+        "context": {
+          "maxLength": 4000,
+          "minLength": 1,
+          "title": "Context",
+          "type": "string"
+        },
+        "relation": {
+          "enum": [
+            "supports",
+            "contradicts",
+            "context",
+            "inconclusive"
+          ],
+          "title": "Relation",
+          "type": "string"
+        },
+        "schema_version": {
+          "const": 1,
+          "default": 1,
+          "title": "Schema Version",
+          "type": "integer"
+        },
+        "text": {
+          "maxLength": 8000,
+          "minLength": 1,
+          "title": "Text",
+          "type": "string"
+        },
+        "url": {
+          "maxLength": 4000,
+          "minLength": 1,
+          "title": "Url",
+          "type": "string"
+        }
+      },
+      "required": [
+        "url",
+        "text",
+        "relation",
+        "context"
+      ],
+      "title": "OnlineEvidence",
+      "type": "object"
+    },
     "ReviewState": {
       "enum": [
         "draft",

schema/v1/records/OnlineEvidence.schema.json

@@ -0,0 +1,48 @@
+{
+  "additionalProperties": false,
+  "description": "A short online excerpt with its relationship to a claim and verification URL.",
+  "properties": {
+    "context": {
+      "maxLength": 4000,
+      "minLength": 1,
+      "title": "Context",
+      "type": "string"
+    },
+    "relation": {
+      "enum": [
+        "supports",
+        "contradicts",
+        "context",
+        "inconclusive"
+      ],
+      "title": "Relation",
+      "type": "string"
+    },
+    "schema_version": {
+      "const": 1,
+      "default": 1,
+      "title": "Schema Version",
+      "type": "integer"
+    },
+    "text": {
+      "maxLength": 8000,
+      "minLength": 1,
+      "title": "Text",
+      "type": "string"
+    },
+    "url": {
+      "maxLength": 4000,
+      "minLength": 1,
+      "title": "Url",
+      "type": "string"
+    }
+  },
+  "required": [
+    "url",
+    "text",
+    "relation",
+    "context"
+  ],
+  "title": "OnlineEvidence",
+  "type": "object"
+}

schema/v1/records/ProposalRevision.schema.json

@@ -32,6 +32,15 @@
           "title": "Evidence Type",
           "type": "string"
         },
+        "online_evidence": {
+          "default": [],
+          "items": {
+            "$ref": "#/$defs/OnlineEvidence"
+          },
+          "maxItems": 20,
+          "title": "Online Evidence",
+          "type": "array"
+        },
         "schema_version": {
           "const": 1,
           "default": 1,
@@ -633,6 +642,54 @@
       "title": "NodeType",
       "type": "string"
     },
+    "OnlineEvidence": {
+      "additionalProperties": false,
+      "description": "A short online excerpt with its relationship to a claim and verification URL.",
+      "properties": {
+        "context": {
+          "maxLength": 4000,
+          "minLength": 1,
+          "title": "Context",
+          "type": "string"
+        },
+        "relation": {
+          "enum": [
+            "supports",
+            "contradicts",
+            "context",
+            "inconclusive"
+          ],
+          "title": "Relation",
+          "type": "string"
+        },
+        "schema_version": {
+          "const": 1,
+          "default": 1,
+          "title": "Schema Version",
+          "type": "integer"
+        },
+        "text": {
+          "maxLength": 8000,
+          "minLength": 1,
+          "title": "Text",
+          "type": "string"
+        },
+        "url": {
+          "maxLength": 4000,
+          "minLength": 1,
+          "title": "Url",
+          "type": "string"
+        }
+      },
+      "required": [
+        "url",
+        "text",
+        "relation",
+        "context"
+      ],
+      "title": "OnlineEvidence",
+      "type": "object"
+    },
     "ProposalOperation": {
       "additionalProperties": false,
       "properties": {
@@ -662,6 +719,7 @@
           "enum": [
             "register_source",
             "upsert_node",
+            "update_node",
             "add_edge",
             "flag_stale"
           ],

schema/v1/records/ReadEnvelope.schema.json

@@ -313,6 +313,19 @@
       "title": "Data",
       "type": "array"
     },
+    "filtered_count": {
+      "anyOf": [
+        {
+          "minimum": 0,
+          "type": "integer"
+        },
+        {
+          "type": "null"
+        }
+      ],
+      "default": null,
+      "title": "Filtered Count"
+    },
     "index_revision": {
       "anyOf": [
         {

schema/v1/records/SearchRequest.schema.json

@@ -161,6 +161,11 @@
       "title": "Domain",
       "type": "array"
     },
+    "include_evidence": {
+      "default": true,
+      "title": "Include Evidence",
+      "type": "boolean"
+    },
     "limit": {
       "default": 20,
       "maximum": 50,