diff --git a/packages/@n8n/agents/src/__tests__/integration/cassettes/provider-tools/provider-tool-executes-without-interruption-while-a-mixed-in-interruptible-tool-suspends.json b/packages/@n8n/agents/src/__tests__/integration/cassettes/provider-tools/provider-tool-executes-without-interruption-while-a-mixed-in-interruptible-tool-suspends.json
index dc0d8178396..ea6197053bf 100644
--- a/packages/@n8n/agents/src/__tests__/integration/cassettes/provider-tools/provider-tool-executes-without-interruption-while-a-mixed-in-interruptible-tool-suspends.json
+++ b/packages/@n8n/agents/src/__tests__/integration/cassettes/provider-tools/provider-tool-executes-without-interruption-while-a-mixed-in-interruptible-tool-suspends.json
@@ -52,33 +52,33 @@
 		},
 		"status": 200,
 		"response": [
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 		],
 		"rawHeaders": {
 			"anthropic-ratelimit-input-tokens-limit": "10000000",
 			"anthropic-ratelimit-input-tokens-remaining": "9999000",
-			"anthropic-ratelimit-input-tokens-reset": "2026-07-03T09:47:48Z",
+			"anthropic-ratelimit-input-tokens-reset": "2026-09-02T12:48:24Z",
 			"anthropic-ratelimit-output-tokens-limit": "2000000",
 			"anthropic-ratelimit-output-tokens-remaining": "2000000",
-			"anthropic-ratelimit-output-tokens-reset": "2026-07-03T09:47:48Z",
+			"anthropic-ratelimit-output-tokens-reset": "2026-09-02T12:48:24Z",
 			"anthropic-ratelimit-requests-limit": "20000",
 			"anthropic-ratelimit-requests-remaining": "19999",
-			"anthropic-ratelimit-requests-reset": "2026-07-03T09:47:48Z",
+			"anthropic-ratelimit-requests-reset": "2026-09-02T12:48:24Z",
 			"anthropic-ratelimit-tokens-limit": "12000000",
 			"anthropic-ratelimit-tokens-remaining": "11999000",
-			"anthropic-ratelimit-tokens-reset": "2026-07-03T09:47:48Z",
+			"anthropic-ratelimit-tokens-reset": "2026-09-02T12:48:24Z",
 			"cache-control": "no-cache",
 			"cf-cache-status": "DYNAMIC",
-			"cf-ray": "a154f88afeae10ef-VIE",
+			"cf-ray": "a34ca0f8ac46af0a-VIE",
 			"connection": "keep-alive",
 			"content-encoding": "gzip",
 			"content-security-policy": "default-src 'none'; frame-ancestors 'none'",
 			"content-type": "text/event-stream; charset=utf-8",
-			"date": "Fri, 03 Jul 2026 09:47:49 GMT",
-			"request-id": "req_011CceuuW6KdmHk9hoJ53Yu9",
+			"date": "Wed, 02 Sep 2026 12:48:24 GMT",
+			"request-id": "req_011Ceee28iyKi2rNttCwtsB8",
 			"server": "cloudflare",
 			"strict-transport-security": "max-age=31536000; includeSubDomains; preload",
-			"traceresponse": "00-fafe7c37acb9ab51ab3e202b521174c4-e485ee2d3e2ff041-01",
+			"traceresponse": "00-2d6760807f026da7c318a175f1981154-d387a1eb082a7a4d-01",
 			"transfer-encoding": "chunked",
 			"vary": "Accept-Encoding",
 			"x-robots-tag": "none"
@@ -113,14 +113,95 @@
 					"content": [
 						{
 							"type": "text",
-							"text": "Now let me save the weather data to the database:"
+							"text": "I'll get the current weather in London and save it to the database for you."
+						},
+						{
+							"type": "server_tool_use",
+							"id": "srvtoolu_01R6F6xhpR9Kx99fuzbyKZYn",
+							"name": "web_search",
+							"input": {
+								"query": "current weather in London"
+							}
+						},
+						{
+							"type": "web_search_tool_result",
+							"tool_use_id": "srvtoolu_01R6F6xhpR9Kx99fuzbyKZYn",
+							"content": [
+								{
+									"url": "https://www.accuweather.com/en/gb/london/ec4a-2/weather-forecast/328328",
+									"title": "London, London, United Kingdom Weather Forecast | AccuWeather",
+									"page_age": "1 day ago",
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+									"title": "London (Greater London) weather - Met Office",
+									"page_age": "1 day ago",
+									"encrypted_content": "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",
+									"type": "web_search_result"
+								},
+								{
+									"url": "https://www.timeanddate.com/weather/@5035439/climate",
+									"title": "www.timeanddate.com",
+									"page_age": null,
+									"encrypted_content": "EuAQCioIExgCIiRiNDQ2MDllNi04ZGYzLTQ4MTYtOTI2OC05OTQxNzVkYjZkMzMSDCWN5QsEWOUKKrv/vRoMoSporhiE6WmM6jtkIjAeifMyhPfqv/KMxFhwXDi7GtXpNeIf8xGrVH/TOCwWvzZgP3bVb7pNTsV6EV2m5jkq4w9tc01LFmQtfnmUqh4L5VCLtQmx+t6lNxPZPUkXTRKiVlLwNmsavTafVCp61MGyuUxFAPDYCt1NljAPdFaOHz+3KBNbUUsJfLvMPwTEwJvnNM2ePQVXS5bE3zWk/3vR6CiA/a9/bVcI8jYus2zvszgBIUIu5J1v3JGu9mDSH9rmrIZFpqyOgCECx8i7ML7o1cYnNy4kvbT/1BfA+jNu3Mc/+rFLriTOdcYzA0gfrfIvaJKh8T5YqGzEg9WH/+uz6DIDfjgfNsYNSHprW3x8v4D2ikfszaVj6IaUf1iQHACKgpCZbkkHvUhDpS2JLonU+FvM/etFxidx2Jt4Ozzf0v7PMS/IIhHUqH8o8vci99QzxFN3TcPgmkopyBvN0CW0MwWtSn6ZC/3CyDJgXCLBlvUJICdwTV/CFA6hffAMUQb0L8MOJavHShyKSlnNZBCa1AlavewHe44gEIynomq19eQkGMMXb7l8pdIJ1jfLu4iKpQ3jQIb0+B0a3wnvkPJMNEOyqudaGqUwdaE/i3Avhwe+EAplsUZLo6oUNvTQUC+F0B/PBq+k6NeHGE4F/H3uVN+c01QuPhFNB1CN5A23vs/m6wBdgj5PRtYXiIRSV6eIRfB7BSFj9VakqMHIwXHfdDajHPMSl++chC6+SFXJ2ijpXkW6SWvN3pvIf1xTHQBig0rRyJ5UwxoRouZaRxLNIom4N4iQ1M1LeexbYVdvBExd/gXMXBynJXAB0Qz6xD6H5wG2Cl3QqWBnR13CBKgURrfr9BAE/0hHEykCbl/pC7UDmlnu3Wh8j4SJF/ecVJXojSzbK0s79cvpJPm7i1/eXvDyNyd6B12rY2L3evyZD/GHoLHAdsFSdBDgXB6U8FKTAKu2LLJ/aqYD/EwqCAna5o40bLiFS0z0rGBiqFp5ezkiulqPXUWUAAEHVYPuqRR8zYeEfYyFn/f8kz/g2L4fduvMHDuzZs4yssJyLG2eKW+3RfkjjULVQsWp5US877aPAA3HGJSo5mUj5NQzLaGhczXauMFocNcmPA5FC5/UtD214nuNx7ZQ/1Jpw4LDZDIxqoU0SPcPH2Z/AB8ILtzUlcPpTL+AgfEWbvKrj2Q5CqjPpA2XkRougPnGV6+eTC9ybhYkphQ2pRWGt0OQtk5TSRNI/mN2vVomZGbwdNttn0RdpApS90QGBjSEOS0rMfL8u2DhuItWUK8wq2LZ3AlUzxGtus/71JoM96huGdxNPhi5P38lEv+n2FT+DYTBZawcdMSK0lIcwJZ7/0kt4DD1RMxzYRAVGEThp2zoBEqvk3LVlsv8sEIch1jf06/6r9zCoax6edEV5U5Zb6o3qKUtR0e7BlgeEV47zzs7EkJkkifEGeSSb1CcYQB4Fhvybk83dbFfECLHUYakJL4hsdQq9vUq8T1PbVBrG15NxpcEXeU4/mbjlPDUtboJGzWjrFicMRgX4nnPlFRwBIuPyrsYCxdZBZcam8t6cGEPOn0rUIuUs/Gne/FNTZAK0I0wkIaMDV+SLEVSbiGjsIqTZb44fYA6zzTV9r9ZsQPYwv+MNjiPXebuZuQQCH+zqhzwFhCQ2NKTf2nrWGSdPxa111PPH/80dVfKtVa/m6eMjobON1ywZCt5zZm76kRBK5ARtl5XWz2W1ajOnnnzIJ9dTMJdFbOuiJRWHxHBKkMyZinvDxipiso/x1l5O9MWjqF7aJr23Shg+E6LpCfXHgUDv/uHrpv9zk+uz9K0jDVdNE6vnvScAkKZJsRmGV8075alWA/2/Y3g0MwPUiEb+Ad8cB77dce9po5OTvjMPjRvQ/tcq0/wEh/E2pfhP50rbnBuPbcyUNGleRg86wdhcN1ILIde1Z5Mb7AUUse17QwJXXhakYBnEDKmogfqJSWHbZ1e6dU5i63OEWnwlG7fa3vIY09hoaZBy3M0HLa19iE1l8lDV7KsQWp8p+dU15TjnCLcC098zduvd6tDr3dIZI0itkVcznOZU5Su4TemjmGfw5zItqSZwgfvlG2OxsIMeQh4aLezd6GiGRGXQmx3oFOwfyc/xxTJ3ZivcbVReQzKUk/8J3W0u6bunVLKTso//dF+OiUQWj72eBe4aANJBN1fIPu17lvtGtgMdmNisgay/+U/dSLoJfql3fyEkrEjmaPXJh/zKkdLCh72nFAGPMX7XwWafQF0momOX8XaOu8iAqANEDaDXEb4CrhPg1KKRSBwDn1NRfNS98yGDtLdhEiAzWr1+aPdHWDXwl+7BVMGXyM3LDTc/3t/+Ka1UqPdwkU//O3SFskvJ7Y5GOBnId4/p6ANB+gXOQso0mgCBsrjeeRtvu7dmB5zCUk0O7+Rcw1/ONPGFtoMegMD+B1eYLcbyO/8I/qoXldiy5dbc/HKiJPB9RW+mi/qcG6LgPTwKpo2Bdommm8VAmHQgf6UU8ncm94b0WDsP93s6ar5t9BwND9KDNshmpfbH0j6IFYYELz77/rdfSavIHY1S1zC6gq5eKOA5eqzXQyxzNpkF2H6m0TfyaBcfyKMu27vMyPnAqfpojk/+ROc3iNAU41PGNyY0G9qUheCB2D+tivRxWX/2q8Pmec9KzUMfjy9QtsRDaiOyQNG18lkvTM9AlyxfBKpBKhKz1+zJ0u6+au/2CazJDsorAKgSE3eTckvEEN8CcaL1mnXCw97F38btVvC2RDnuUWiBPwFG2MYAw==",
+									"type": "web_search_result"
+								},
+								{
+									"url": "https://weather.metoffice.gov.uk/forecast/gcpvj0udg",
+									"title": "London (Greater London) weather",
+									"page_age": null,
+									"encrypted_content": "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",
+									"type": "web_search_result"
+								}
+							]
+						},
+						{
+							"type": "text",
+							"text": "Now I'll save the weather data to the database:"
 						},
 						{
 							"type": "tool_use",
-							"id": "toolu_014KcbS72SGctNoomH2SLwo6",
+							"id": "toolu_01JqC48BT8hrn9P5gWvLtqFG",
 							"name": "save_to_db",
 							"input": {
-								"data": "Current Weather in London (July 3, 2026): Temperature 61°F, Mostly cloudy, RealFeel 62°F, Humidity 65%, Cloud cover 76%, Wind 6 mph, UV index 2. High today 78°F, Low 55°F. Conditions: Some clouds this morning will give way to generally sunny skies for the afternoon. Very warm. Winds WNW at 10 to 20 mph."
+								"data": "London Weather - September 2, 2026: Mostly cloudy with a shower expected this afternoon. High: 70°F, Low: 63°F. Current temperature: 63°F with a RealFeel of 61°F. Wind: SW 6 mph with gusts up to 12 mph. Humidity: 41-43%. Chance of precipitation: 51%."
 							},
 							"caller": {
 								"type": "direct"
@@ -133,7 +214,7 @@
 					"content": [
 						{
 							"type": "tool_result",
-							"tool_use_id": "toolu_014KcbS72SGctNoomH2SLwo6",
+							"tool_use_id": "toolu_01JqC48BT8hrn9P5gWvLtqFG",
 							"content": "{\"saved\":true}"
 						}
 					]
@@ -168,33 +249,33 @@
 		},
 		"status": 200,
 		"response": [
-			"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"
+			"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"
 		],
 		"rawHeaders": {
 			"anthropic-ratelimit-input-tokens-limit": "10000000",
-			"anthropic-ratelimit-input-tokens-remaining": "9998000",
-			"anthropic-ratelimit-input-tokens-reset": "2026-07-03T09:47:52Z",
+			"anthropic-ratelimit-input-tokens-remaining": "9999000",
+			"anthropic-ratelimit-input-tokens-reset": "2026-09-02T12:48:28Z",
 			"anthropic-ratelimit-output-tokens-limit": "2000000",
 			"anthropic-ratelimit-output-tokens-remaining": "2000000",
-			"anthropic-ratelimit-output-tokens-reset": "2026-07-03T09:47:52Z",
+			"anthropic-ratelimit-output-tokens-reset": "2026-09-02T12:48:28Z",
 			"anthropic-ratelimit-requests-limit": "20000",
 			"anthropic-ratelimit-requests-remaining": "19999",
-			"anthropic-ratelimit-requests-reset": "2026-07-03T09:47:52Z",
+			"anthropic-ratelimit-requests-reset": "2026-09-02T12:48:28Z",
 			"anthropic-ratelimit-tokens-limit": "12000000",
-			"anthropic-ratelimit-tokens-remaining": "11998000",
-			"anthropic-ratelimit-tokens-reset": "2026-07-03T09:47:52Z",
+			"anthropic-ratelimit-tokens-remaining": "11999000",
+			"anthropic-ratelimit-tokens-reset": "2026-09-02T12:48:28Z",
 			"cache-control": "no-cache",
 			"cf-cache-status": "DYNAMIC",
-			"cf-ray": "a154f8a338ae10ef-VIE",
+			"cf-ray": "a34ca10f792daf0a-VIE",
 			"connection": "keep-alive",
 			"content-encoding": "gzip",
 			"content-security-policy": "default-src 'none'; frame-ancestors 'none'",
 			"content-type": "text/event-stream; charset=utf-8",
-			"date": "Fri, 03 Jul 2026 09:47:53 GMT",
-			"request-id": "req_011CceuunjwJwZJQaribJxFA",
+			"date": "Wed, 02 Sep 2026 12:48:28 GMT",
+			"request-id": "req_011Ceee2QJqYXZTM7kZKNGG7",
 			"server": "cloudflare",
 			"strict-transport-security": "max-age=31536000; includeSubDomains; preload",
-			"traceresponse": "00-65b245044a4170b4316e26bea950a1a0-66c9fefc9b581fbd-01",
+			"traceresponse": "00-29fc7e1b730915a2a7dc6ef604464d1b-7462e1c198e3e978-01",
 			"transfer-encoding": "chunked",
 			"vary": "Accept-Encoding",
 			"x-robots-tag": "none"
diff --git a/packages/@n8n/agents/src/runtime/__tests__/agent-runtime-conversion.test.ts b/packages/@n8n/agents/src/runtime/__tests__/agent-runtime-conversion.test.ts
index 9848e57f254..c64f4190052 100644
--- a/packages/@n8n/agents/src/runtime/__tests__/agent-runtime-conversion.test.ts
+++ b/packages/@n8n/agents/src/runtime/__tests__/agent-runtime-conversion.test.ts
@@ -124,6 +124,58 @@ describe('toAiMessages + fromAiMessages — round-trip', () => {
 		});
 	});
 
+	it('keeps only the last Anthropic signature when assistant responses are adjacent', () => {
+		const input: Message[] = [
+			{
+				role: 'assistant',
+				content: [
+					{
+						type: 'reasoning',
+						text: 'First response reasoning',
+						providerMetadata: { anthropic: { signature: 'first-signature' } },
+					},
+					{ type: 'text', text: 'First response' },
+				],
+			},
+			{
+				role: 'assistant',
+				content: [
+					{
+						type: 'reasoning',
+						text: 'Second response reasoning',
+						providerMetadata: { anthropic: { signature: 'second-signature' } },
+					},
+					{ type: 'text', text: 'Second response' },
+				],
+			},
+		];
+
+		const aiMessages = toAiMessages(input);
+		const content = aiMessages.map(
+			(message) =>
+				(
+					message as {
+						content: Array<{
+							type: string;
+							text?: string;
+							providerOptions?: { anthropic?: { signature?: string } };
+						}>;
+					}
+				).content,
+		);
+
+		expect(content.flatMap((parts) => parts).filter((part) => part.type === 'text')).toEqual([
+			{ type: 'text', text: 'First response' },
+			{ type: 'text', text: 'Second response' },
+		]);
+		expect(
+			content
+				.flatMap((parts) => parts)
+				.map((part) => part.providerOptions?.anthropic?.signature)
+				.filter((signature) => signature !== undefined),
+		).toEqual(['second-signature']);
+	});
+
 	it('copies OpenAI reasoning replay metadata into providerOptions on replay', () => {
 		const providerMetadata = {
 			openai: { itemId: 'rs_123', reasoningEncryptedContent: 'encrypted' },
@@ -656,6 +708,69 @@ describe('toAiMessages + fromAiMessages — round-trip', () => {
 		expect((block as { output: unknown }).output).toEqual({ result: 3 });
 	});
 
+	it('round-trips provider-executed tool results inside the assistant message', () => {
+		// Native web search: the AI SDK places the result in the assistant message,
+		// never in a role:tool message.
+		const results = [{ url: 'https://n8n.io', title: 'n8n', type: 'web_search_result' }];
+		const searchError = { type: 'web_search_tool_result_error', errorCode: 'max_uses_exceeded' };
+		const error = JSON.stringify(searchError);
+		const aiMessages: ModelMessage[] = [
+			{
+				role: 'assistant',
+				content: [
+					{
+						type: 'tool-call',
+						toolCallId: 'srvtoolu_1',
+						toolName: 'web_search',
+						input: { query: 'n8n' },
+						providerExecuted: true,
+					},
+					{
+						type: 'tool-result',
+						toolCallId: 'srvtoolu_1',
+						toolName: 'web_search',
+						output: { type: 'json', value: results },
+					},
+					{
+						type: 'tool-call',
+						toolCallId: 'srvtoolu_2',
+						toolName: 'web_search',
+						input: { query: 'more' },
+						providerExecuted: true,
+					},
+					{
+						type: 'tool-result',
+						toolCallId: 'srvtoolu_2',
+						toolName: 'web_search',
+						output: { type: 'error-json', value: searchError },
+					},
+					{ type: 'text', text: 'Here is what I found.' },
+				],
+			},
+		];
+
+		const persisted = fromAiMessages(aiMessages) as Message[];
+		expect(persisted[0].content).toMatchObject([
+			{ type: 'tool-call', state: 'resolved', output: results },
+			{ type: 'tool-call', state: 'rejected', error },
+			{ type: 'text' },
+		]);
+
+		const replayed = toAiMessages(persisted);
+		expect(replayed).toHaveLength(1);
+		expect(replayed[0].content).toMatchObject([
+			{ type: 'tool-call', toolCallId: 'srvtoolu_1', providerExecuted: true },
+			{ type: 'tool-result', toolCallId: 'srvtoolu_1', output: { type: 'json', value: results } },
+			{ type: 'tool-call', toolCallId: 'srvtoolu_2', providerExecuted: true },
+			{
+				type: 'tool-result',
+				toolCallId: 'srvtoolu_2',
+				output: { type: 'error-json', value: error },
+			},
+			{ type: 'text', text: 'Here is what I found.' },
+		]);
+	});
+
 	it('round-trip is structurally equivalent for a resolved tool-call', () => {
 		const original: Message[] = [
 			{
diff --git a/packages/@n8n/agents/src/runtime/__tests__/agent-runtime.test.ts b/packages/@n8n/agents/src/runtime/__tests__/agent-runtime.test.ts
index 1fb8d40449d..51c88237e13 100644
--- a/packages/@n8n/agents/src/runtime/__tests__/agent-runtime.test.ts
+++ b/packages/@n8n/agents/src/runtime/__tests__/agent-runtime.test.ts
@@ -781,10 +781,10 @@ describe('AgentRuntime — reasoning-only turn', () => {
 	 * reasoning-only message, `other`, and no usage. Nothing the user can see
 	 * and nothing the loop can act on.
 	 */
-	function makeStreamReasoningOnly() {
+	function makeStreamReasoningOnly(finishReason = 'other') {
 		return {
 			stream: makeChunkStream([{ type: 'reasoning-delta', id: 'r-1', text: 'thinking...' }]),
-			finishReason: Promise.resolve('other'),
+			finishReason: Promise.resolve(finishReason),
 			usage: Promise.resolve({
 				inputTokens: undefined,
 				outputTokens: undefined,
@@ -830,6 +830,42 @@ describe('AgentRuntime — reasoning-only turn', () => {
 		);
 		expect(String((error?.error as Error).message)).toContain('no output');
 	});
+
+	it.each([
+		{ finishReason: 'length', errorText: 'output token limit' },
+		{ finishReason: 'stop', errorText: 'without returning an answer' },
+	])(
+		'fails a reasoning-only $finishReason turn without retrying or persisting it',
+		async ({ finishReason, errorText }) => {
+			streamText.mockReturnValue(makeStreamReasoningOnly(finishReason));
+			const memory = new InMemoryMemory();
+			const runtime = new AgentRuntime({
+				name: 'test',
+				model: 'anthropic/claude-opus-5',
+				instructions: 'You are a test assistant.',
+				memory,
+			});
+
+			const result = await runtime.stream('make my workflow smarter', {
+				persistence: { threadId: 'thread-1', resourceId: 'user-1' },
+			});
+			const chunks = await collectChunks(result.stream);
+
+			expect(streamText).toHaveBeenCalledTimes(1);
+			expect(chunks).toEqual(
+				expect.arrayContaining([
+					expect.objectContaining({ type: 'error' }),
+					expect.objectContaining({ type: 'finish', finishReason: 'error' }),
+				]),
+			);
+			const error = chunks.find((chunk) => chunk.type === 'error');
+			expect(String(error?.error)).toContain(errorText);
+			const persisted = await memory.getMessages('thread-1', { resourceId: 'user-1' });
+			expect(
+				persisted.filter((message) => (message as { role?: string }).role === 'assistant'),
+			).toHaveLength(0);
+		},
+	);
 });
 
 // ---------------------------------------------------------------------------
diff --git a/packages/@n8n/agents/src/runtime/loop/runtime-helpers.ts b/packages/@n8n/agents/src/runtime/loop/runtime-helpers.ts
index 08d7c104dff..5dcbbeaa361 100644
--- a/packages/@n8n/agents/src/runtime/loop/runtime-helpers.ts
+++ b/packages/@n8n/agents/src/runtime/loop/runtime-helpers.ts
@@ -43,12 +43,16 @@ If this affects the user's request, briefly let them know which server is unavai
 }
 
 /**
- * Finish reasons that indicate the provider rejected or filtered the request
- * when they arrive with zero output. `stop`/`length` with empty output are the
- * model's own (odd but legal) choice; `tool-calls` always carries calls;
- * `error` surfaces through the SDK's thrown error instead.
+ * Finish reasons that indicate the provider rejected, filtered, or truncated
+ * the request when they arrive with zero output. `tool-calls` always carries
+ * calls; `error` surfaces through the SDK's thrown error instead.
  */
-const EMPTY_RESPONSE_ERROR_FINISH_REASONS = new Set(['other', 'unknown', 'content-filter']);
+const EMPTY_RESPONSE_ERROR_FINISH_REASONS = new Set([
+	'length',
+	'other',
+	'unknown',
+	'content-filter',
+]);
 
 /**
  * Whether a turn carries output the user can see or the loop can act on.
@@ -69,6 +73,17 @@ function hasActionableContent(messages: AgentMessage[]): boolean {
 	);
 }
 
+function hasReasoningContent(messages: AgentMessage[]): boolean {
+	return messages.some(
+		(message) =>
+			'content' in message &&
+			Array.isArray(message.content) &&
+			message.content.some(
+				(content) => content.type === 'reasoning' || content.type === 'reasoning-file',
+			),
+	);
+}
+
 /**
  * Classify a turn that produced no output as a recognized failure, or return
  * `undefined` when it doesn't look like a provider rejection. Some providers
@@ -83,10 +98,23 @@ export function classifyModelTurnError(turn: {
 	providerError?: RawProviderError;
 }): ModelTurnError | undefined {
 	if (hasActionableContent(turn.newMessages)) return undefined;
+	if (turn.aiFinishReason === 'stop' && hasReasoningContent(turn.newMessages)) {
+		return {
+			type: 'no_output',
+			message: 'The model finished without returning an answer. Try again or use another model.',
+		};
+	}
 	if (!EMPTY_RESPONSE_ERROR_FINISH_REASONS.has(turn.aiFinishReason)) return undefined;
 
 	const guidance =
 		'This can be a provider-side false positive — try rephrasing the message, clearing the chat history, or switching models.';
+	if (turn.aiFinishReason === 'length') {
+		return {
+			type: 'no_output',
+			message:
+				'The model reached its output token limit before it returned an answer. Reduce the request scope or use another model.',
+		};
+	}
 	if (turn.providerError) {
 		return {
 			type: turn.providerError.type,
@@ -118,6 +146,11 @@ export function isEmptyModelTurn(turn: {
 }): boolean {
 	if (turn.aiFinishReason === 'tool-calls') return false;
 	if (turn.structuredOutput !== undefined) return false;
+	// A reasoning-only stop or a truncated turn cannot recover under the same
+	// conditions. Retrying only consumes more tokens.
+	if (turn.errorReason && (turn.aiFinishReason === 'stop' || turn.aiFinishReason === 'length')) {
+		return false;
+	}
 	// A safety block is the provider's deterministic verdict on this prompt:
 	// re-issuing it earns the same answer and discards the captured reason,
 	// which is the only place the block is explained.
diff --git a/packages/@n8n/agents/src/runtime/model/messages.ts b/packages/@n8n/agents/src/runtime/model/messages.ts
index 7578ea2cedc..58f8577854a 100644
--- a/packages/@n8n/agents/src/runtime/model/messages.ts
+++ b/packages/@n8n/agents/src/runtime/model/messages.ts
@@ -121,6 +121,13 @@ function hasReplayableReasoningProviderOptions(
 	});
 }
 
+function isReasoningMergedByProvider(part: AiContentPart): boolean {
+	if (part.type !== 'reasoning') return false;
+	return Object.keys(part.providerOptions ?? {}).some(
+		(namespace) => getProviderQuirks(namespace).mergesAdjacentAssistantMessages === true,
+	);
+}
+
 export type ContentToolResultOutput = Extract<ToolResultPart['output'], { type: 'content' }>;
 
 export function isContentToolResultOutput(value: unknown): value is ContentToolResultOutput {
@@ -274,11 +281,15 @@ function toolCallToResultPart(
 	// rejected
 	const errorValue = block.error;
 	if (typeof errorValue === 'string') {
+		// Providers replay their own tool errors (e.g. a web search error code)
+		// from error-json; error-text is dropped with a warning.
 		return {
 			type: 'tool-result',
 			toolCallId: block.toolCallId,
 			toolName: block.toolName,
-			output: { type: 'error-text', value: errorValue },
+			output: block.providerExecuted
+				? { type: 'error-json', value: errorValue }
+				: { type: 'error-text', value: errorValue },
 		};
 	}
 	return {
@@ -364,7 +375,8 @@ function fromAiContent(part: AiContentPart): MessageContent | undefined {
  *
  * For assistant messages with resolved/rejected tool-call blocks, this emits:
  *  1. The assistant ModelMessage (tool-call parts only, no result fields)
- *  2. One tool ModelMessage per settled tool-call block (resolved or rejected)
+ *  2. One tool ModelMessage per settled tool-call block (resolved or rejected),
+ *     except provider-executed blocks, whose result stays in the assistant message
  *
  * Pending tool-call blocks are silently skipped (defense-in-depth; the strip
  * step should already have removed them before forLlm() calls toAiMessages).
@@ -418,9 +430,11 @@ function toAiMessageList(msg: Message): ModelMessage[] {
 						...(block.providerMetadata && { providerMetadata: block.providerMetadata }),
 						...(block.providerOptions && { providerOptions: block.providerOptions }),
 					} as ToolCallPart);
-					// Emit corresponding tool-result message immediately after
+					// Emit corresponding tool-result message immediately after. A
+					// provider-executed result belongs in the assistant message itself.
 					const resultPart = toolCallToResultPart(block);
-					resultMessages.push({ role: 'tool', content: [resultPart] });
+					if (block.providerExecuted) assistantParts.push(resultPart);
+					else resultMessages.push({ role: 'tool', content: [resultPart] });
 				} else {
 					const part = toAiContent(block);
 					if (part) assistantParts.push(part);
@@ -458,7 +472,26 @@ function toAiMessageList(msg: Message): ModelMessage[] {
 
 /** Convert n8n Messages to AI SDK ModelMessages for passing to stream/generateText. */
 export function toAiMessages(messages: Message[]): ModelMessage[] {
-	return messages.flatMap(toAiMessageList);
+	const modelMessages = messages.flatMap(toAiMessageList);
+	const result: ModelMessage[] = [];
+
+	for (const [index, message] of modelMessages.entries()) {
+		if (
+			message.role !== 'assistant' ||
+			typeof message.content === 'string' ||
+			modelMessages[index + 1]?.role !== 'assistant'
+		) {
+			result.push(message);
+			continue;
+		}
+
+		// Keep replayable reasoning only on the last of the merged responses so
+		// signatures from separate turns never mix (see mergesAdjacentAssistantMessages).
+		const content = message.content.filter((part) => !isReasoningMergedByProvider(part));
+		if (content.length > 0) result.push({ ...message, content });
+	}
+
+	return result;
 }
 
 /**
@@ -477,37 +510,41 @@ export function fromAiMessages(messages: ModelMessage[]): AgentMessage[] {
 	const toolCallIndex = new Map<string, ContentToolCall>();
 	const result: AgentMessage[] = [];
 
+	// Merge tool results back into the matching tool-call blocks
+	const settleToolCalls = (parts: readonly AiContentPart[]) => {
+		for (const part of parts) {
+			if (part.type !== 'tool-result') continue;
+			const block = toolCallIndex.get(part.toolCallId);
+			if (!block) continue; // orphan — drop
+
+			const { output } = part;
+			if (output.type === 'json' || output.type === 'text') {
+				const mutableBlock = block as Extract<ContentToolCall, { state: 'resolved' }>;
+				mutableBlock.state = 'resolved';
+				mutableBlock.output = output.value as JSONValue;
+			} else if (output.type === 'content') {
+				const mutableBlock = block as Extract<ContentToolCall, { state: 'resolved' }>;
+				mutableBlock.state = 'resolved';
+				mutableBlock.output = output as JSONValue;
+			} else if (output.type === 'error-json') {
+				const mutableBlock = block as Extract<ContentToolCall, { state: 'rejected' }>;
+				mutableBlock.state = 'rejected';
+				mutableBlock.error = JSON.stringify(output.value);
+			} else if (output.type === 'error-text') {
+				const mutableBlock = block as Extract<ContentToolCall, { state: 'rejected' }>;
+				mutableBlock.state = 'rejected';
+				mutableBlock.error = output.value;
+			} else {
+				const mutableBlock = block as Extract<ContentToolCall, { state: 'rejected' }>;
+				mutableBlock.state = 'rejected';
+				mutableBlock.error = JSON.stringify(output);
+			}
+		}
+	};
+
 	for (const msg of messages) {
 		if (msg.role === 'tool') {
-			// Merge tool results back into the matching tool-call blocks
-			const toolParts = msg.content as ToolResultPart[];
-			for (const part of toolParts) {
-				const block = toolCallIndex.get(part.toolCallId);
-				if (!block) continue; // orphan — drop
-
-				const { output } = part;
-				if (output.type === 'json' || output.type === 'text') {
-					const mutableBlock = block as Extract<ContentToolCall, { state: 'resolved' }>;
-					mutableBlock.state = 'resolved';
-					mutableBlock.output = output.value as JSONValue;
-				} else if (output.type === 'content') {
-					const mutableBlock = block as Extract<ContentToolCall, { state: 'resolved' }>;
-					mutableBlock.state = 'resolved';
-					mutableBlock.output = output as JSONValue;
-				} else if (output.type === 'error-json') {
-					const mutableBlock = block as Extract<ContentToolCall, { state: 'rejected' }>;
-					mutableBlock.state = 'rejected';
-					mutableBlock.error = JSON.stringify(output.value);
-				} else if (output.type === 'error-text') {
-					const mutableBlock = block as Extract<ContentToolCall, { state: 'rejected' }>;
-					mutableBlock.state = 'rejected';
-					mutableBlock.error = output.value;
-				} else {
-					const mutableBlock = block as Extract<ContentToolCall, { state: 'rejected' }>;
-					mutableBlock.state = 'rejected';
-					mutableBlock.error = JSON.stringify(output);
-				}
-			}
+			settleToolCalls(msg.content);
 			// Do not emit a separate n8n message for tool results
 			continue;
 		}
@@ -531,6 +568,9 @@ export function fromAiMessages(messages: ModelMessage[]): AgentMessage[] {
 					toolCallIndex.set(block.toolCallId, block);
 				}
 			}
+			// Provider-executed tools (e.g. native web search) return their result
+			// inside the assistant message rather than in a role:tool message.
+			if (typeof rawContent !== 'string') settleToolCalls(rawContent);
 		}
 	}
 
diff --git a/packages/@n8n/agents/src/runtime/model/provider-quirks.ts b/packages/@n8n/agents/src/runtime/model/provider-quirks.ts
index 6e838ff34e5..f6f0ae7a46c 100644
--- a/packages/@n8n/agents/src/runtime/model/provider-quirks.ts
+++ b/packages/@n8n/agents/src/runtime/model/provider-quirks.ts
@@ -18,6 +18,8 @@ export interface ProviderQuirks {
 	providerOptionsNamespace?: string;
 	/** providerMetadata keys on reasoning parts that must be copied to providerOptions and survive replay. */
 	reasoningReplayKeys?: string[];
+	/** Provider merges adjacent assistant messages into one; replayable reasoning may only survive on the last of them. */
+	mergesAdjacentAssistantMessages?: boolean;
 	/** Defaults merged under this provider's namespace into every tool's providerOptions (explicit tool values win). */
 	toolProviderOptionDefaults?: JSONObject;
 	/** Provider defaults to strict JSON Schema validation for structured output; relax for raw user schemas. */
@@ -98,6 +100,11 @@ export const PROVIDER_QUIRKS: Partial<Record<ProviderId, ProviderQuirks>> = {
 		// exposes them in providerMetadata, not providerOptions. Shim until the
 		// provider copies them itself on replay.
 		reasoningReplayKeys: ['signature', 'redactedData'],
+		// QUIRK(anthropic): the provider merges adjacent assistant messages into
+		// one API message. Thinking blocks are only valid inside the response
+		// that produced them, so a merged message with signed reasoning from two
+		// responses is rejected with "thinking blocks ... cannot be modified".
+		mergesAdjacentAssistantMessages: true,
 		// QUIRK(anthropic): defaults every function tool to eager_input_streaming,
 		// which forwards the model's raw argument tokens without server-side JSON
 		// validation — malformed inputs (e.g. unquoted string values) then reach
diff --git a/packages/@n8n/agents/src/runtime/streaming/__tests__/stream-session.test.ts b/packages/@n8n/agents/src/runtime/streaming/__tests__/stream-session.test.ts
index 2823fbce399..f212ef0b12d 100644
--- a/packages/@n8n/agents/src/runtime/streaming/__tests__/stream-session.test.ts
+++ b/packages/@n8n/agents/src/runtime/streaming/__tests__/stream-session.test.ts
@@ -16,6 +16,36 @@ async function drain(stream: ReadableStream<StreamChunk>): Promise<StreamChunk[]
 }
 
 describe('startStreamSession', () => {
+	it('emits only the provider error when a wrapper error follows', async () => {
+		const bus = new AgentEventBus();
+		const abortScope = bus.createAbortScope();
+		const providerError = new Error('Thinking blocks cannot be modified');
+
+		const readable = startStreamSession({
+			eventBus: bus,
+			abortScope,
+			runId: 'run-1',
+			options: undefined,
+			withRootSpan: async <T>(_op: unknown, _opts: unknown, _rid: unknown, fn: () => Promise<T>) =>
+				await fn(),
+			runLoop: async (guard) => {
+				await guard.write({ type: 'error', error: providerError });
+				throw new Error('No output generated. Check the stream for errors.');
+			},
+			flushTelemetry: vi.fn(),
+			cleanupRun: vi.fn(),
+			updateState: vi.fn(),
+			emitError: vi.fn(),
+		});
+
+		const chunks = await drain(readable);
+
+		expect(chunks.filter((chunk) => chunk.type === 'error')).toEqual([
+			{ type: 'error', error: providerError },
+		]);
+		expect(chunks.at(-1)).toMatchObject({ type: 'finish', finishReason: 'error' });
+	});
+
 	it('completes shutdown even when the abort persistence throws', async () => {
 		const bus = new AgentEventBus();
 		const abortScope = bus.createAbortScope();
diff --git a/packages/@n8n/agents/src/runtime/streaming/stream-writer-guard.ts b/packages/@n8n/agents/src/runtime/streaming/stream-writer-guard.ts
index a4fbf4d6e71..54907389083 100644
--- a/packages/@n8n/agents/src/runtime/streaming/stream-writer-guard.ts
+++ b/packages/@n8n/agents/src/runtime/streaming/stream-writer-guard.ts
@@ -12,6 +12,8 @@ import type { TokenUsage } from '../../types/sdk/agent';
 export class StreamWriterGuard {
 	private closed = false;
 
+	private errorWritten = false;
+
 	constructor(private readonly writer: WritableStreamDefaultWriter<StreamChunk>) {
 		writer.closed
 			.then(() => {
@@ -29,6 +31,7 @@ export class StreamWriterGuard {
 		if (this.closed) return;
 		try {
 			await this.writer.write(chunk);
+			if (chunk.type === 'error') this.errorWritten = true;
 		} catch {
 			// Downstream consumer is gone (cancelled/errored). Nothing useful to do.
 		}
@@ -46,8 +49,8 @@ export class StreamWriterGuard {
 	}
 
 	/**
-	 * Terminate the stream with an error: emit an `error` chunk and a terminal
-	 * `finish` chunk, then close. Idempotent — a no-op if already closed.
+	 * Terminate the stream with an error: ensure an `error` chunk exists, emit a
+	 * terminal `finish` chunk, then close. Idempotent — a no-op if already closed.
 	 *
 	 * `finish` enriches the terminal chunk with usage/model so an aborted run
 	 * still carries the tokens consumed before the stop.
@@ -58,7 +61,7 @@ export class StreamWriterGuard {
 		finish?: { usage?: TokenUsage; model?: string },
 	): Promise<void> {
 		if (this.closed) return;
-		await this.write({ type: 'error', error });
+		if (!this.errorWritten) await this.write({ type: 'error', error });
 		await this.write({ type: 'finish', finishReason, ...finish });
 		await this.close();
 	}
diff --git a/packages/cli/src/modules/agents/__tests__/execution-recorder.test.ts b/packages/cli/src/modules/agents/__tests__/execution-recorder.test.ts
index 6f82cb00c0e..c5ff603ab1b 100644
--- a/packages/cli/src/modules/agents/__tests__/execution-recorder.test.ts
+++ b/packages/cli/src/modules/agents/__tests__/execution-recorder.test.ts
@@ -185,6 +185,18 @@ describe('ExecutionRecorder', () => {
 			);
 		});
 
+		it('keeps the first stream error when a later wrapper error arrives', () => {
+			const recorder = new ExecutionRecorder();
+
+			recorder.record({ type: 'error', error: new Error('Thinking blocks cannot be modified') });
+			recorder.record({
+				type: 'error',
+				error: new Error('No output generated. Check the stream for errors.'),
+			});
+
+			expect(recorder.getMessageRecord().error).toBe('Thinking blocks cannot be modified');
+		});
+
 		it('captures text → tool call → text in order', () => {
 			const recorder = new ExecutionRecorder();
 
diff --git a/packages/cli/src/modules/agents/__tests__/execution-to-message-mapper.test.ts b/packages/cli/src/modules/agents/__tests__/execution-to-message-mapper.test.ts
index a3d279ba964..99803c2f445 100644
--- a/packages/cli/src/modules/agents/__tests__/execution-to-message-mapper.test.ts
+++ b/packages/cli/src/modules/agents/__tests__/execution-to-message-mapper.test.ts
@@ -263,28 +263,19 @@ describe('execution-to-message-mapper', () => {
 		]);
 	});
 
-	it('includes the execution outcome on assistant messages', () => {
+	it('maps an execution error without model output into an assistant message', () => {
 		const result = executionToMessagesDto(
 			execution({
 				status: 'error',
-				timeline: [
-					{
-						type: 'tool-call',
-						kind: 'tool',
-						name: 'slow_tool',
-						toolCallId: 'call-1',
-						input: {},
-						output: undefined,
-						startTime: 100,
-						endTime: 0,
-						success: false,
-					},
-				],
+				error: 'Model request failed',
 			}),
 		);
 
-		expect(result[1]).toMatchObject({
+		expect(result[1]).toEqual({
+			id: 'execution-1:assistant',
 			role: 'assistant',
+			content: [{ type: 'text', text: 'Model request failed' }],
+			executionId: 'execution-1',
 			executionStatus: 'error',
 		});
 	});
diff --git a/packages/cli/src/modules/agents/execution-recorder.ts b/packages/cli/src/modules/agents/execution-recorder.ts
index 97c6474acd9..3eae2407307 100644
--- a/packages/cli/src/modules/agents/execution-recorder.ts
+++ b/packages/cli/src/modules/agents/execution-recorder.ts
@@ -478,7 +478,7 @@ export class ExecutionRecorder {
 			case 'error': {
 				this.flushReasoningBuffer();
 				this.flushTextBuffer();
-				this.error = normaliseStreamError(chunk.error);
+				this.error ??= normaliseStreamError(chunk.error);
 				break;
 			}
 		}
diff --git a/packages/cli/src/modules/agents/utils/execution-to-message-mapper.ts b/packages/cli/src/modules/agents/utils/execution-to-message-mapper.ts
index 9aed9aff755..cfe39f8b547 100644
--- a/packages/cli/src/modules/agents/utils/execution-to-message-mapper.ts
+++ b/packages/cli/src/modules/agents/utils/execution-to-message-mapper.ts
@@ -6,7 +6,7 @@ import type { TimelineEvent } from '../execution-recorder';
 
 type ExecutionTranscript = Pick<
 	AgentExecution,
-	'id' | 'userMessage' | 'timeline' | 'attachments' | 'status'
+	'id' | 'userMessage' | 'timeline' | 'attachments' | 'status' | 'error'
 >;
 
 type ToolCallTimelineEvent = Extract<TimelineEvent, { type: 'tool-call' }>;
@@ -167,6 +167,10 @@ export function executionToMessagesDto(execution: ExecutionTranscript): AgentPer
 	}
 
 	const assistantContent = assistantContentFromExecution(execution);
+	if (execution.status === 'error' && execution.error) {
+		const error = textPart(execution.error);
+		if (error) assistantContent.push(error);
+	}
 	if (assistantContent.length > 0) {
 		messages.push({
 			id: `${execution.id}:assistant`,