From ae1252a7ade832b3e6887b712a4e4c010c702e96 Mon Sep 17 00:00:00 2001 From: Robin Braumann <50590409+bjorger@users.noreply.github.com> Date: Fri, 7 Aug 2026 15:27:01 +0200 Subject: [PATCH] feat(core): Add local agent token counting (#35836) Co-authored-by: Cursor --- ...-between-resources-for-the-same-agent.json | 198 +++++------ ...ce-backed-with-source-thread-evidence.json | 105 +++--- ...-distinct-during-cross-session-recall.json | 303 ++++++++-------- ...hout-treating-stale-values-as-current.json | 335 +++++++++--------- ...en-explicitly-asked-for-prior-context.json | 195 +++++----- ...-task-lifecycle-events-after-generate.json | 39 +- packages/@n8n/agents/src/index.ts | 6 +- .../runtime/__tests__/agent-runtime.test.ts | 30 +- .../__tests__/model-token-counter.test.ts | 17 + .../observation-log-observer.test.ts | 22 +- .../observation-log-reflector.test.ts | 8 + .../observation-log-renderer.test.ts | 8 + .../__tests__/observation-log-store.test.ts | 28 +- .../loop/__tests__/runtime-context.test.ts | 2 +- .../agents/src/runtime/loop/agent-runtime.ts | 7 +- .../src/runtime/loop/runtime-context.ts | 18 +- .../src/runtime/memory/memory-orchestrator.ts | 4 + .../agents/src/runtime/memory/memory-store.ts | 25 +- .../memory/observation-log-defaults.ts | 2 +- .../memory/observation-log-observer.ts | 22 +- .../memory/observation-log-reflector.ts | 28 +- .../memory/observation-log-renderer.ts | 18 +- .../src/runtime/model/model-token-counter.ts | 22 ++ .../src/runtime/tools/tool-call-executor.ts | 37 +- .../src/runtime/tools/tool-result-guard.ts | 81 +++-- packages/@n8n/agents/src/types/index.ts | 2 - .../agents/src/types/sdk/observation-log.ts | 9 +- packages/@n8n/agents/src/utils/model.ts | 13 + .../@n8n/agents/vitest.integration.setup.ts | 6 +- packages/@n8n/ai-utilities/package.json | 8 + .../integrations/__tests__/n8n-memory.test.ts | 5 +- .../modules/agents/integrations/n8n-memory.ts | 51 +-- .../typeorm-observation-log-store.test.ts | 5 +- .../storage/typeorm-observation-log-store.ts | 44 +-- 34 files changed, 934 insertions(+), 769 deletions(-) create mode 100644 packages/@n8n/agents/src/runtime/__tests__/model-token-counter.test.ts create mode 100644 packages/@n8n/agents/src/runtime/model/model-token-counter.ts create mode 100644 packages/@n8n/agents/src/utils/model.ts diff --git a/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/isolates-episodic-memory-between-resources-for-the-same-agent.json b/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/isolates-episodic-memory-between-resources-for-the-same-agent.json index bc709ef6cb0..9a89ca72dfa 100644 --- a/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/isolates-episodic-memory-between-resources-for-the-same-agent.json +++ b/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/isolates-episodic-memory-between-resources-for-the-same-agent.json @@ -46,30 +46,30 @@ } }, "status": 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It's possible it was never stored, or it may have been shared in a session that wasn't saved to memory. Could you share it again so I can remember it going forward?" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 158\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nFrom previous memory, what deployment codename did I give you?\n[2026-06-01T12:00:00.001Z] tool_call recall_memory input={\"query\":\"deployment codename\"}\n[2026-06-01T12:00:00.001Z] tool_result recall_memory output={\"entries\":[]}\n[2026-06-01T12:00:00.002Z] assistant:\nI don't have any saved prior memory of a deployment codename you assigned. It's possible it was never stored, or it may have been shared in a session that wasn't recorded. Could you remind me, and I can remember it going forward?" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2EHKV8TRKPbdzCWMKH\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* INFO (12:00) User asked agent to recall a deployment codename from prior memory; no stored memory entry was found.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3382,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":30,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJk8G6TBNt72MXCijKj\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* INFO (12:00) User asked agent to recall a deployment codename from previous memory; agent queried memory and found no stored entries, and asked the user to provide it again.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3380,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":42,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:10:57Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:26:31Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:10:57Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:26:32Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:10:56Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:26:30Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:10:57Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:26:31Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96b2b8e155ba1-VIE", + "cf-ray": "a275ed4159e63253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:10:58 GMT", - "request-id": "req_011CdF2EGdKAWckXj66zcZ6c", + "date": "Fri, 07 Aug 2026 11:26:32 GMT", + "request-id": "req_011CdoJk7F5VHqcBVZ3oe6i6", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-78b5fd1754f717be035a21f355abb846-9442b2a554797827-01", + "traceresponse": "00-fcd7b764e8bd8c709d216cd2fec58a18-626f1d0e3fd27c59-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -771,37 +767,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-beta-2\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000017] INFO 2026-06-01T12:00:00.000Z User asked agent to recall a deployment codename from prior memory; no stored memory entry was found.\n\nExisting episodic entries for duplicate-awareness context:\n(none)" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-beta-2\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000017] INFO 2026-06-01T12:00:00.000Z User asked agent to recall a deployment codename from previous memory; agent queried memory and found no stored entries, and asked the user to provide it again.\n\nExisting episodic entries for duplicate-awareness context:\n(none)" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2ETm3NWaX1bo14Gu4q\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\":[]}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3275,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJkLWYUmZedezXzPfvP\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\": []}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3287,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22499000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:10:59Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:26:36Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:10:59Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:26:36Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:10:58Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:26:33Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26999000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:10:59Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:26:36Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96b38bf7f5ba1-VIE", + "cf-ray": "a275ed4f8f2e3253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:10:59 GMT", - "request-id": "req_011CdF2ERgGm1WR4VWVL6oQj", + "date": "Fri, 07 Aug 2026 11:26:37 GMT", + "request-id": "req_011CdoJkH5AfVHJq6gU7vtir", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-5c5f0078cab534ab7ed9a4e552a7b1b9-20fc4806a9cc2685-01", + "traceresponse": "00-7bca2c6fc626a9cf1fa56ea0660f3af1-20fb6672bfa0e09c-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, diff --git a/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/keeps-indexed-entries-source-backed-with-source-thread-evidence.json b/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/keeps-indexed-entries-source-backed-with-source-thread-evidence.json index 4d878e14efe..83a5fbdb67a 100644 --- a/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/keeps-indexed-entries-source-backed-with-source-thread-evidence.json +++ b/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/keeps-indexed-entries-source-backed-with-source-thread-evidence.json @@ -46,30 +46,30 @@ } }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2EZpRQ36Q2nHyJCRcm\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Got it — I've noted the following exact, source-backed details for Lumen Trail:\\n\\n- **Customer:** Lumen Trail\\n- **Tracker title:** Lumen Trail Renewal Ledger\\n- **Slack channel:** #lumen-renewals\\n- **Owner rule:** Renewals Ops owns Renewal Review\\n\\nThese four identifiers are locked in for future sessions. ✅\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":984,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":91,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJkdaCxbuZ9eqNub3ei\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Got it — Lumen Trail details are saved for future sessions.\\n\\nHere are the exact identifiers confirmed:\\n\\n- **Customer:** Lumen Trail\\n- **Tracker title:** Lumen Trail Renewal Ledger\\n- **Slack channel:** #lumen-renewals\\n- **Owner rule:** Renewals Ops owns Renewal Review\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":984,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":79,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22500000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:11:00Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:26:38Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:11:02Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:26:39Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:10:59Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:26:37Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "27000000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:11:00Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:26:38Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96b43ec515ba1-VIE", + "cf-ray": "a275ed6c79713253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:11:02 GMT", - "request-id": "req_011CdF2EZMt5MhRtMkiaRipz", + "date": "Fri, 07 Aug 2026 11:26:39 GMT", + "request-id": "req_011CdoJkcjcPbaEyHyCWByFi", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-efd827afce3dcc4ce51df90d5de5e62a-f2faff37abedb35f-01", + "traceresponse": "00-b73e2da418cf84f0c2f537a009cb83f6-ccd9bdcb33f0b607-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -94,37 +94,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 184\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nIMPORTANT durable prior decision for future sessions.\nPlease remember these final Lumen Trail details for future conversations.\nCustomer: Lumen Trail.\nTracker title exactly: Lumen Trail Renewal Ledger.\nSlack channel exactly: #lumen-renewals.\nOwner rule exactly: Renewals Ops owns Renewal Review.\nThese exact details must remain source-backed to this thread.\n[2026-06-01T12:00:00.001Z] assistant:\nGot it — I've noted the following exact, source-backed details for Lumen Trail:\n\n- **Customer:** Lumen Trail\n- **Tracker title:** Lumen Trail Renewal Ledger\n- **Slack channel:** #lumen-renewals\n- **Owner rule:** Renewals Ops owns Renewal Review\n\nThese four identifiers are locked in for future sessions. ✅" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 175\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nIMPORTANT durable prior decision for future sessions.\nPlease remember these final Lumen Trail details for future conversations.\nCustomer: Lumen Trail.\nTracker title exactly: Lumen Trail Renewal Ledger.\nSlack channel exactly: #lumen-renewals.\nOwner rule exactly: Renewals Ops owns Renewal Review.\nThese exact details must remain source-backed to this thread.\n[2026-06-01T12:00:00.001Z] assistant:\nGot it — Lumen Trail details are saved for future sessions.\n\nHere are the exact identifiers confirmed:\n\n- **Customer:** Lumen Trail\n- **Tracker title:** Lumen Trail Renewal Ledger\n- **Slack channel:** #lumen-renewals\n- **Owner rule:** Renewals Ops owns Renewal Review" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2EksvhVVU9bH2QKNuk\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Customer name: Lumen Trail.\\n * CRITICAL (12:00) Tracker title exactly: \\\"Lumen Trail Renewal Ledger\\\".\\n * CRITICAL (12:00) Slack channel exactly: #lumen-renewals.\\n * CRITICAL (12:00) Owner rule exactly: \\\"Renewals Ops owns Renewal Review\\\".\\n * INFO (12:00) User requested these four identifiers be source-backed to this thread and preserved across future sessions.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3429,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":120,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJkow3yxRxmXYsBVahD\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Customer: Lumen Trail. Tracker title exactly: \\\"Lumen Trail Renewal Ledger\\\". Slack channel exactly: #lumen-renewals. Owner rule exactly: \\\"Renewals Ops owns Renewal Review\\\". User designated these as durable, source-backed details for future sessions.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3417,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":76,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:11:03Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:26:41Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:11:05Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:26:42Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:11:02Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:26:40Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:11:03Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:26:41Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96b535e6d5ba1-VIE", + "cf-ray": "a275ed7b6ee23253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:11:05 GMT", - "request-id": "req_011CdF2EjttiP54vYBkb4ecF", + "date": "Fri, 07 Aug 2026 11:26:42 GMT", + "request-id": "req_011CdoJkny1U4NJ2CGrHerMa", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-aef17eb35416cd8afb90059fedafd0d6-d512d93fb59451b2-01", + "traceresponse": "00-fb960f266a72d5cfe23b3cb721b58fd2-b6724ac052aa842e-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -192,37 +192,38 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-source-backed-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000007] CRITICAL 2026-06-01T12:00:00.000Z Customer name: Lumen Trail.\n[00000000-0000-4000-8000-000000000008] CRITICAL 2026-06-01T12:00:00.001Z Tracker title exactly: \"Lumen Trail Renewal Ledger\". parentId: 00000000-0000-4000-8000-000000000007\n[00000000-0000-4000-8000-000000000009] CRITICAL 2026-06-01T12:00:00.002Z Slack channel exactly: #lumen-renewals. parentId: 00000000-0000-4000-8000-000000000007\n[00000000-0000-4000-8000-000000000010] CRITICAL 2026-06-01T12:00:00.003Z Owner rule exactly: \"Renewals Ops owns Renewal Review\". parentId: 00000000-0000-4000-8000-000000000007\n[00000000-0000-4000-8000-000000000011] INFO 2026-06-01T12:00:00.004Z User requested these four identifiers be source-backed to this thread and preserved across future sessions. parentId: 00000000-0000-4000-8000-000000000007\n\nExisting episodic entries for duplicate-awareness context:\n(none)" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-source-backed-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000007] CRITICAL 2026-06-01T12:00:00.000Z Customer: Lumen Trail. Tracker title exactly: \"Lumen Trail Renewal Ledger\". Slack channel exactly: #lumen-renewals. Owner rule exactly: \"Renewals Ops owns Renewal Review\". User designated these as durable, source-backed details for future sessions.\n\nExisting episodic entries for duplicate-awareness context:\n(none)" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2EzWEAsCEgze1PFQP6\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\":[{\\\"content\\\":\\\"Customer name: Lumen Trail. Tracker title: \\\\\\\"Lumen Trail Renewal Ledger\\\\\\\". Slack channel: #lumen-renewals. Owner rule: \\\\\\\"Renewals Ops owns Renewal Review\\\\\\\". User requested these four identifiers be preserved across future sessions.\\\",\\\"sources\\\":[{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000007\\\",\\\"evidence\\\":\\\"Customer name: Lumen Trail.\\\"},{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000008\\\",\\\"evidence\\\":\\\"Tracker title exactly: \\\\\\\"Lumen Trail Renewal Ledger\\\\\\\"\\\"},{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000009\\\",\\\"evidence\\\":\\\"Slack channel exactly: #lumen-renewals\\\"},{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000010\\\",\\\"evidence\\\":\\\"Owner rule exactly: \\\\\\\"Renewals Ops owns Renewal Review\\\\\\\"\\\"},{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000011\\\",\\\"evidence\\\":\\\"User requested these four identifiers be source-backed to this thread and preserved across future sessions\\\"}]}]}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3563,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":276,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJkzLdEvqQ9Zdu3LNUZ\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\":[{\\\"content\\\":\\\"Customer: Lumen Trail. Tracker title: \\\\\\\"Lumen Trail Renewal Ledger\\\\\\\". Slack channel: #lumen-renewals. Owner rule: \\\\\\\"Renewals Ops owns Renewal Review\\\\\\\". User designated these as durable, source-backed details for future sessions.\\\",\\\"sources\\\":[{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000007\\\",\\\"evidence\\\":\\\"Customer: Lumen Trail. Tracker title exactly: \\\\\\\"Lumen Trail Renewal Ledger\\\\\\\". Slack channel exactly: #lumen-renewals. Owner rule exactly: \\\\\\\"Renewals Ops owns Renewal Review\\\\\\\". 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User requested these four identifiers be preserved across future sessions.\ncreatedAt: 2026-06-01T12:00:00.000Z\nlastSeenAt: 2026-06-01T12:00:00.000Z\n - source observation 00000000-0000-4000-8000-000000000007 in thread thread-lumen-2: Customer name: Lumen Trail.\n - source observation 00000000-0000-4000-8000-000000000008 in thread thread-lumen-2: Tracker title exactly: \"Lumen Trail Renewal Ledger\"\n - source observation 00000000-0000-4000-8000-000000000009 in thread thread-lumen-2: Slack channel exactly: #lumen-renewals\n - source observation 00000000-0000-4000-8000-000000000010 in thread thread-lumen-2: Owner rule exactly: \"Renewals Ops owns Renewal Review\"\n - source observation 00000000-0000-4000-8000-000000000011 in thread thread-lumen-2: User requested these four identifiers be source-backed to this thread and preserved across future sessions" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-source-backed-1\n\nSeed entry IDs: 00000000-0000-4000-8000-000000000008\n\nActive episodic entries:\n[00000000-0000-4000-8000-000000000008] Customer: Lumen Trail. Tracker title: \"Lumen Trail Renewal Ledger\". Slack channel: #lumen-renewals. Owner rule: \"Renewals Ops owns Renewal Review\". User designated these as durable, source-backed details for future sessions.\ncreatedAt: 2026-06-01T12:00:00.000Z\nlastSeenAt: 2026-06-01T12:00:00.000Z\n - source observation 00000000-0000-4000-8000-000000000007 in thread thread-lumen-2: Customer: Lumen Trail. Tracker title exactly: \"Lumen Trail Renewal Ledger\". Slack channel exactly: #lumen-renewals. Owner rule exactly: \"Renewals Ops owns Renewal Review\". User designated these as durable, source-backed details for future sessions." } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2FKAdqATrYTsLDVbA3\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"drop\\\":[],\\\"merge\\\":[]}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":1939,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":12,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJmEo2hpGZyMZt3oh7S\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"drop\\\":[],\\\"merge\\\":[]}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":1806,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":12,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22499000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:11:10Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:26:46Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:11:11Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:26:47Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:11:09Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:26:45Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26999000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:11:10Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:26:46Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96b81bc815ba1-VIE", + "cf-ray": "a275ed9f6d783253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:11:11 GMT", - "request-id": "req_011CdF2FHcNc61m8TJBmnban", + "date": "Fri, 07 Aug 2026 11:26:47 GMT", + "request-id": "req_011CdoJmDc5z7P5qXYytgGNH", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-fd05463f3c407d252cd3ce99bf8c8cfa-51aab4fcbfc0c510-01", + "traceresponse": "00-092c9462863650a26cd3132c722ceea0-1e3b74d87249b846-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -377,16 +377,15 @@ "access-control-expose-headers": "X-Request-ID, CF-Ray, CF-Ray", "alt-svc": "h3=\":443\"; ma=86400", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96b8e5c9b5a7a-VIE", + "cf-ray": "a275edacfa9d9a97-VIE", "connection": "keep-alive", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:11:11 GMT", + "date": "Fri, 07 Aug 2026 11:26:47 GMT", "openai-organization": "n8n-1", - "openai-processing-ms": "37", + "openai-processing-ms": "45", "openai-project": "proj_ZAEXttE86YHh0Pzmrnh9cBEf", "openai-version": "2020-10-01", "server": "cloudflare", - "set-cookie": "__cf_bm=_4f77aiKzm2xuHZbHcl8fdhl85qxRDbHck2U1snuigM-1784628671.731782-1.0.1.1-2PwseSYNpt0yfsU2X21xcy6HIrtnTZaoswY6Xu8QcgN.2WFYMsgQZV2Ye5WTkACaKQp1t.AYyolQcAEO.99mEGLovIhuL1d6dL.xOMsOMSKI.qbXZgfxmlpjUUxhBG8R; 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Here are the exact identifiers saved for Redwood Clinics:\\n\\n- **Customer:** Redwood Clinics\\n- **Tracker title:** Redwood Clinic Intake Board\\n- **Slack channel:** #redwood-intake\\n- **Owner rule:** Clinic Ops owns New and Needs Clinic Review *(Redwood-specific; must not be generalized)*\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":983,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":91,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJceczL9Px4iGxjhshE\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Remembered. Here are the exact identifiers confirmed:\\n\\n- **Customer:** Redwood Clinics\\n- **Tracker title:** Redwood Clinic Intake Board\\n- **Slack channel:** #redwood-intake\\n- **Owner rule:** Clinic Ops owns New and Needs Clinic Review *(Redwood-specific only)*\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":983,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":79,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22500000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:09:25Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:24:50Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:09:27Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:24:51Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:09:25Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:24:49Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "27000000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:09:25Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:24:50Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e968f2c8c35ba1-VIE", + "cf-ray": "a275eac7ba8d3253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:09:27 GMT", - "request-id": "req_011CdF27a9ZfLDDC8hcLFB3X", + "date": "Fri, 07 Aug 2026 11:24:51 GMT", + "request-id": "req_011CdoJcdntQnBaFrjP8fjxH", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-94ebc218f30e44468c4e00a2dfecf100-4f902e4c9199ec38-01", + "traceresponse": "00-d7418b7c292d1a24cf50ba944c99f6dc-f7e617391303ee17-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -94,37 +94,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 173\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nThese are final durable Redwood Clinics details for future conversations.\nCustomer: Redwood Clinics.\nTracker title exactly: Redwood Clinic Intake Board.\nSlack channel exactly: #redwood-intake.\nOwner rule exactly: Clinic Ops owns New and Needs Clinic Review.\nThis owner rule is Redwood-specific and must not be generalized.\n[2026-06-01T12:00:00.001Z] assistant:\nRemembered. Here are the exact identifiers saved for Redwood Clinics:\n\n- **Customer:** Redwood Clinics\n- **Tracker title:** Redwood Clinic Intake Board\n- **Slack channel:** #redwood-intake\n- **Owner rule:** Clinic Ops owns New and Needs Clinic Review *(Redwood-specific; must not be generalized)*" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 168\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nThese are final durable Redwood Clinics details for future conversations.\nCustomer: Redwood Clinics.\nTracker title exactly: Redwood Clinic Intake Board.\nSlack channel exactly: #redwood-intake.\nOwner rule exactly: Clinic Ops owns New and Needs Clinic Review.\nThis owner rule is Redwood-specific and must not be generalized.\n[2026-06-01T12:00:00.001Z] assistant:\nRemembered. Here are the exact identifiers confirmed:\n\n- **Customer:** Redwood Clinics\n- **Tracker title:** Redwood Clinic Intake Board\n- **Slack channel:** #redwood-intake\n- **Owner rule:** Clinic Ops owns New and Needs Clinic Review *(Redwood-specific only)*" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF27koWzvFR14kcCSF3L\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Customer: Redwood Clinics. Tracker title exactly: \\\"Redwood Clinic Intake Board\\\". Slack channel exactly: #redwood-intake.\\n * CRITICAL (12:00) Owner rule exactly: \\\"Clinic Ops owns New and Needs Clinic Review\\\" — Redwood-specific; must not be generalized to other customers.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3428,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":90,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJcpkwdcwc56fiBNCqR\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Customer: Redwood Clinics. Tracker title: \\\"Redwood Clinic Intake Board\\\". Slack channel: #redwood-intake. 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Tracker title exactly: \"Redwood Clinic Intake Board\". Slack channel exactly: #redwood-intake.\n[00000000-0000-4000-8000-000000000008] CRITICAL 2026-06-01T12:00:00.001Z Owner rule exactly: \"Clinic Ops owns New and Needs Clinic Review\" — Redwood-specific; must not be generalized to other customers. parentId: 00000000-0000-4000-8000-000000000007\n\nExisting episodic entries for duplicate-awareness context:\n(none)" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-distinct-cases-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000007] CRITICAL 2026-06-01T12:00:00.000Z Customer: Redwood Clinics. Tracker title: \"Redwood Clinic Intake Board\". Slack channel: #redwood-intake. Owner rule: \"Clinic Ops owns New and Needs Clinic Review\" — this rule is Redwood-specific and must not be generalized to other customers.\n\nExisting episodic entries for duplicate-awareness context:\n(none)" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF27wpo7vRWGnHeJiwg2\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\":[{\\\"content\\\":\\\"Customer: Redwood Clinics. Tracker title is exactly 'Redwood Clinic Intake Board'. Slack channel is exactly #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this is Redwood-specific and must not be generalized to other customers.\\\",\\\"sources\\\":[{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000007\\\",\\\"evidence\\\":\\\"Customer: Redwood Clinics. Tracker title exactly: \\\\\\\"Redwood Clinic Intake Board\\\\\\\". 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Tracker title is exactly 'Redwood Clinic Intake Board'. Slack channel is exactly #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this is Redwood-specific and must not be generalized to other customers." + "Redwood Clinics: intake board is titled 'Redwood Clinic Intake Board', Slack channel is #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this rule is Redwood-specific and must not be generalized to other customers." ], "encoding_format": "float" }, "status": 200, - "response": 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Tracker title is exactly 'Redwood Clinic Intake Board'. Slack channel is exactly #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this is Redwood-specific and must not be generalized to other customers.\ncreatedAt: 2026-06-01T12:00:00.000Z\nlastSeenAt: 2026-06-01T12:00:00.000Z\n - source observation 00000000-0000-4000-8000-000000000007 in thread thread-redwood-2: Customer: Redwood Clinics. Tracker title exactly: \"Redwood Clinic Intake Board\". 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Here are the exact Cedar Labs details saved for future conversations:\n\n- **Customer:** Cedar Labs\n- **Tracker title:** Cedar Lab Partner Queue\n- **Slack channel:** #cedar-lab-queue\n- **Owner rule:** Lab Success owns New, and Finance owns Terms Review\n- **Note:** Redwood owner rules do not apply to Cedar Labs" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 178\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nThese are final durable Cedar Labs details for future conversations.\nCustomer: Cedar Labs.\nTracker title exactly: Cedar Lab Partner Queue.\nSlack channel exactly: #cedar-lab-queue.\nOwner rule exactly: Lab Success owns New, and Finance owns Terms Review.\nDo not reuse Redwood owner rules for Cedar Labs.\n[2026-06-01T12:00:00.001Z] assistant:\nRemembered. Here are the exact Cedar Labs details saved for future conversations:\n\n- **Customer:** Cedar Labs\n- **Tracker title:** Cedar Lab Partner Queue\n- **Slack channel:** #cedar-lab-queue\n- **Owner rule:** Lab Success owns New, and Finance owns Terms Review\n- **Note:** Do not reuse Redwood owner rules for Cedar Labs" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF28YmVsE6HbRkqV2Rxm\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Customer: Cedar Labs; tracker title exactly: \\\"Cedar Lab Partner Queue\\\"; Slack channel exactly: #cedar-lab-queue.\\n * CRITICAL (12:00) Owner rule exactly: Lab Success owns New, and Finance owns Terms Review.\\n * CRITICAL (12:00) Do NOT reuse Redwood owner rules for Cedar Labs; these are distinct configurations.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3402,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":91,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJdgxAP7gHzEEMJQBYu\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Cedar Labs customer configuration finalized — do not reuse Redwood owner rules for Cedar Labs.\\n * INFO (12:00) Tracker title exactly: \\\"Cedar Lab Partner Queue\\\"\\n * INFO (12:00) Slack channel exactly: #cedar-lab-queue\\n * INFO (12:00) Owner rule exactly: Lab Success owns New; Finance owns Terms Review\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3403,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":93,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:09:39Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:25:04Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:09:40Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:25:06Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:09:38Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:25:03Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:09:39Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:25:04Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e969444cde5ba1-VIE", + "cf-ray": "a275eb1ffaa73253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:09:40 GMT", - "request-id": "req_011CdF28XUMxb4T7XZkzeuFA", + "date": "Fri, 07 Aug 2026 11:25:06 GMT", + "request-id": "req_011CdoJdgCGvmJvs3BsH2cns", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-763ef8cd0dcd27da6fce0898ca3a84ad-059a6c9c4cb27b11-01", + "traceresponse": "00-08138f2feff671b248758afd1afe1b3a-42b6c695f73edbb9-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -555,37 +554,38 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-distinct-cases-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000018] CRITICAL 2026-06-01T12:00:00.000Z Customer: Cedar Labs; tracker title exactly: \"Cedar Lab Partner Queue\"; Slack channel exactly: #cedar-lab-queue.\n[00000000-0000-4000-8000-000000000019] CRITICAL 2026-06-01T12:00:00.001Z Owner rule exactly: Lab Success owns New, and Finance owns Terms Review. parentId: 00000000-0000-4000-8000-000000000018\n[00000000-0000-4000-8000-000000000020] CRITICAL 2026-06-01T12:00:00.002Z Do NOT reuse Redwood owner rules for Cedar Labs; these are distinct configurations. parentId: 00000000-0000-4000-8000-000000000018\n\nExisting episodic entries for duplicate-awareness context:\n[00000000-0000-4000-8000-000000000009] Customer: Redwood Clinics. Tracker title is exactly 'Redwood Clinic Intake Board'. Slack channel is exactly #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this is Redwood-specific and must not be generalized to other customers. lastSeenAt: 2026-06-01T12:00:00.000Z score: 0.0328" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-distinct-cases-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000016] CRITICAL 2026-06-01T12:00:00.000Z Cedar Labs customer configuration finalized — do not reuse Redwood owner rules for Cedar Labs.\n[00000000-0000-4000-8000-000000000017] INFO 2026-06-01T12:00:00.001Z Tracker title exactly: \"Cedar Lab Partner Queue\" parentId: 00000000-0000-4000-8000-000000000016\n[00000000-0000-4000-8000-000000000018] INFO 2026-06-01T12:00:00.002Z Slack channel exactly: #cedar-lab-queue parentId: 00000000-0000-4000-8000-000000000016\n[00000000-0000-4000-8000-000000000019] INFO 2026-06-01T12:00:00.003Z Owner rule exactly: Lab Success owns New; Finance owns Terms Review parentId: 00000000-0000-4000-8000-000000000016\n\nExisting episodic entries for duplicate-awareness context:\n[00000000-0000-4000-8000-000000000008] Redwood Clinics: intake board is titled 'Redwood Clinic Intake Board', Slack channel is #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this rule is Redwood-specific and must not be generalized to other customers. lastSeenAt: 2026-06-01T12:00:00.000Z score: 0.0328" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF28o2Vqwxb8A4iud9U2\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\":[{\\\"content\\\":\\\"Customer: Cedar Labs. Tracker title is exactly 'Cedar Lab Partner Queue'. Slack channel is exactly #cedar-lab-queue. 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Do not reuse Redwood owner rules for Cedar Labs.\\\",\\\"sources\\\":[{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000016\\\",\\\"evidence\\\":\\\"Cedar Labs customer configuration finalized — do not reuse Redwood owner rules for Cedar Labs.\\\"},{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000017\\\",\\\"evidence\\\":\\\"Tracker title exactly: \\\\\\\"Cedar Lab Partner Queue\\\\\\\"\\\"},{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000018\\\",\\\"evidence\\\":\\\"Slack channel exactly: #cedar-lab-queue\\\"},{\\\"observationId\\\":\\\"00000000-0000-4000-8000-000000000019\\\",\\\"evidence\\\":\\\"Owner rule exactly: Lab Success owns New; Finance owns Terms Review\\\"}]}]}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3600,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":228,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:09:42Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:25:07Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:09:45Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:25:09Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:09:41Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:25:06Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:09:42Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:25:07Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e9695669005ba1-VIE", + "cf-ray": "a275eb32face3253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:09:45 GMT", - "request-id": "req_011CdF28jqWVCKofb4zWrwBa", + "date": "Fri, 07 Aug 2026 11:25:09 GMT", + "request-id": "req_011CdoJdtzxUnjEGxK8xQfdp", "server": "cloudflare", + "server-timing": "x-originResponse;dur=3163", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-c5917fd40054ce059d44c3464783cd7d-b1045a15e02ca970-01", + "traceresponse": "00-93141c0f19e4475c137a5a306e5e1c5b-8377d07d786e3321-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -598,36 +598,35 @@ "body": { "model": "text-embedding-3-small", "input": [ - "Customer: Cedar Labs. Tracker title is exactly 'Cedar Lab Partner Queue'. Slack channel is exactly #cedar-lab-queue. Owner rule: Lab Success owns New, and Finance owns Terms Review — this is Cedar Labs-specific and must not be generalized to other customers (e.g., do NOT reuse Redwood owner rules for Cedar Labs)." + "Cedar Labs configuration finalized: tracker title is 'Cedar Lab Partner Queue', Slack channel is #cedar-lab-queue, owner rules are Lab Success owns New and Finance owns Terms Review. Do not reuse Redwood owner rules for Cedar Labs." ], "encoding_format": "float" }, "status": 200, - "response": 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Tracker title is exactly 'Redwood Clinic Intake Board'. Slack channel is exactly #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this is Redwood-specific and must not be generalized to other customers.\ncreatedAt: 2026-06-01T12:00:00.000Z\nlastSeenAt: 2026-06-01T12:00:00.000Z\n - source observation 00000000-0000-4000-8000-000000000007 in thread thread-redwood-2: Customer: Redwood Clinics. Tracker title exactly: \"Redwood Clinic Intake Board\". Slack channel exactly: #redwood-intake.\n - source observation 00000000-0000-4000-8000-000000000008 in thread thread-redwood-2: Owner rule exactly: \"Clinic Ops owns New and Needs Clinic Review\" — Redwood-specific; must not be generalized to other customers.\n\n[00000000-0000-4000-8000-000000000021] Customer: Cedar Labs. Tracker title is exactly 'Cedar Lab Partner Queue'. Slack channel is exactly #cedar-lab-queue. Owner rule: Lab Success owns New, and Finance owns Terms Review — this is Cedar Labs-specific and must not be generalized to other customers (e.g., do NOT reuse Redwood owner rules for Cedar Labs).\ncreatedAt: 2026-06-01T12:00:00.000Z\nlastSeenAt: 2026-06-01T12:00:00.000Z\n - source observation 00000000-0000-4000-8000-000000000018 in thread thread-cedar-3: Customer: Cedar Labs; tracker title exactly: \"Cedar Lab Partner Queue\"; Slack channel exactly: #cedar-lab-queue.\n - source observation 00000000-0000-4000-8000-000000000019 in thread thread-cedar-3: Owner rule exactly: Lab Success owns New, and Finance owns Terms Review.\n - source observation 00000000-0000-4000-8000-000000000020 in thread thread-cedar-3: Do NOT reuse Redwood owner rules for Cedar Labs; these are distinct configurations." + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-distinct-cases-1\n\nSeed entry IDs: 00000000-0000-4000-8000-000000000020\n\nActive episodic entries:\n[00000000-0000-4000-8000-000000000008] Redwood Clinics: intake board is titled 'Redwood Clinic Intake Board', Slack channel is #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this rule is Redwood-specific and must not be generalized to other customers.\ncreatedAt: 2026-06-01T12:00:00.000Z\nlastSeenAt: 2026-06-01T12:00:00.000Z\n - source observation 00000000-0000-4000-8000-000000000007 in thread thread-redwood-2: Customer: Redwood Clinics. Tracker title: \"Redwood Clinic Intake Board\". Slack channel: #redwood-intake. Owner rule: \"Clinic Ops owns New and Needs Clinic Review\" — this rule is Redwood-specific and must not be generalized to other customers.\n\n[00000000-0000-4000-8000-000000000020] Cedar Labs configuration finalized: tracker title is 'Cedar Lab Partner Queue', Slack channel is #cedar-lab-queue, owner rules are Lab Success owns New and Finance owns Terms Review. 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Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this rule is Redwood-specific and must not be generalized to other customers.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"},{\"content\":\"Prior/historical entry: Cedar Labs configuration finalized: tracker title is 'Cedar Lab Partner Queue', Slack channel is #cedar-lab-queue, owner rules are Lab Success owns New and Finance owns Terms Review. Do not reuse Redwood owner rules for Cedar Labs.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}" } ] } @@ -994,30 +987,30 @@ } }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF29qqwANi9sA91NraSW\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Here is a side-by-side comparison of the two customers, kept strictly separate:\\n\\n---\\n\\n### 🌲 Redwood Clinics\\n\\n| Field | Detail |\\n|---|---|\\n| **Tracker Title** | `Redwood Clinic Intake Board` |\\n| **Slack Channel** | `#redwood-intake` |\\n| **Owner Rule** | **Clinic Ops** owns **New** and **Needs Clinic Review** |\\n\\n---\\n\\n### 🧪 Cedar Labs\\n\\n| Field | Detail |\\n|---|---|\\n| **Tracker Title** | `Cedar Lab Partner Queue` |\\n| **Slack Channel** | `#cedar-lab-queue` |\\n| **Owner Rule** | **Lab Success** owns **New**; **Finance** owns **Terms Review** |\\n\\n---\\n\\n### Key Distinctions\\n\\n- **Tracker titles** are unique: Redwood's is *Intake Board*-themed; 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frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:10:02 GMT", - "request-id": "req_011CdF29q8H2uD6zhg7skW6J", + "date": "Fri, 07 Aug 2026 11:25:24 GMT", + "request-id": "req_011CdoJejAPhRTuN1CnbVXgS", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-f7983d17e5c42f5976db2439ad2be021-bdf48c483b21b81b-01", + "traceresponse": "00-377cd023c46229c23d91f5006831878b-8d8ec3f6569841b5-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -1042,37 +1035,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 673\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nYou must call recall_memory before answering. Use the recall query \"Redwood Clinics Redwood Clinic Intake Board #redwood-intake Clinic Ops Cedar Labs Cedar Lab Partner Queue #cedar-lab-queue Lab Success Finance\". Using previous conversations, compare the Redwood Clinics and Cedar Labs tracker titles, Slack channels, and owner rules. Keep the cases separate.\n[2026-06-01T12:00:00.001Z] assistant:\nI'll call recall_memory first before answering.\n[2026-06-01T12:00:00.001Z] tool_call recall_memory input={\"query\":\"Redwood Clinics Redwood Clinic Intake Board #redwood-intake Clinic Ops Cedar Labs Cedar Lab Partner Queue #cedar-lab-queue Lab Success Finance\"}\n[2026-06-01T12:00:00.001Z] tool_result recall_memory output={\"entries\":[{\"content\":\"Prior/historical entry: Customer: Redwood Clinics. Tracker title is exactly 'Redwood Clinic Intake Board'. Slack channel is exactly #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this is Redwood-specific and must not be generalized to other customers.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"},{\"content\":\"Prior/historical entry: Customer: Cedar Labs. Tracker title is exactly 'Cedar Lab Partner Queue'. Slack channel is exactly #cedar-lab-queue. Owner rule: Lab Success owns New, and Finance owns Terms Review — this is Cedar Labs-specific and must not be generalized to other customers (e.g., do NOT reuse Redwood owner rules for Cedar Labs).\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}\n[2026-06-01T12:00:00.002Z] assistant:\nHere is a side-by-side comparison of the two customers, kept strictly separate:\n\n---\n\n### 🌲 Redwood Clinics\n\n| Field | Detail |\n|---|---|\n| **Tracker Title** | `Redwood Clinic Intake Board` |\n| **Slack Channel** | `#redwood-intake` |\n| **Owner Rule** | **Clinic Ops** owns **New** and **Needs Clinic Review** |\n\n---\n\n### 🧪 Cedar Labs\n\n| Field | Detail |\n|---|---|\n| **Tracker Title** | `Cedar Lab Partner Queue` |\n| **Slack Channel** | `#cedar-lab-queue` |\n| **Owner Rule** | **Lab Success** owns **New**; **Finance** owns **Terms Review** |\n\n---\n\n### Key Distinctions\n\n- **Tracker titles** are unique: Redwood's is *Intake Board*-themed; Cedar's is *Partner Queue*-themed.\n- **Slack channels** are entirely separate (`#redwood-intake` vs. `#cedar-lab-queue`).\n- **Owner rules do not overlap**: Redwood uses a single owner (Clinic Ops) across two stages, while Cedar Labs splits ownership across two distinct teams (Lab Success and Finance) by stage type.\n- ⚠️ These rules are **customer-specific** and must **not** be cross-applied — Redwood's Clinic Ops rule does not apply to Cedar Labs, and Cedar Labs' Lab Success/Finance split does not apply to Redwood." + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 635\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nYou must call recall_memory before answering. Use the recall query \"Redwood Clinics Redwood Clinic Intake Board #redwood-intake Clinic Ops Cedar Labs Cedar Lab Partner Queue #cedar-lab-queue Lab Success Finance\". Using previous conversations, compare the Redwood Clinics and Cedar Labs tracker titles, Slack channels, and owner rules. Keep the cases separate.\n[2026-06-01T12:00:00.001Z] tool_call recall_memory input={\"query\":\"Redwood Clinics Redwood Clinic Intake Board #redwood-intake Clinic Ops Cedar Labs Cedar Lab Partner Queue #cedar-lab-queue Lab Success Finance\"}\n[2026-06-01T12:00:00.001Z] tool_result recall_memory output={\"entries\":[{\"content\":\"Prior/historical entry: Redwood Clinics: intake board is titled 'Redwood Clinic Intake Board', Slack channel is #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this rule is Redwood-specific and must not be generalized to other customers.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"},{\"content\":\"Prior/historical entry: Cedar Labs configuration finalized: tracker title is 'Cedar Lab Partner Queue', Slack channel is #cedar-lab-queue, owner rules are Lab Success owns New and Finance owns Terms Review. Do not reuse Redwood owner rules for Cedar Labs.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}\n[2026-06-01T12:00:00.002Z] assistant:\nHere is a side-by-side comparison of the two configurations, kept strictly separate:\n\n---\n\n### 🌲 Redwood Clinics\n\n| Field | Value |\n|---|---|\n| **Tracker Title** | Redwood Clinic Intake Board |\n| **Slack Channel** | #redwood-intake |\n| **Owner Rule** | Clinic Ops owns **New** and **Needs Clinic Review** |\n\n> ⚠️ This owner rule is **Redwood-specific** and must not be generalized to other customers.\n\n---\n\n### 🧪 Cedar Labs\n\n| Field | Value |\n|---|---|\n| **Tracker Title** | Cedar Lab Partner Queue |\n| **Slack Channel** | #cedar-lab-queue |\n| **Owner Rules** | Lab Success owns **New** · Finance owns **Terms Review** |\n\n> ⚠️ Redwood's owner rules must **not** be reused for Cedar Labs.\n\n---\n\n### Key Differences\n\n- **Tracker Titles:** Redwood uses \"Intake Board\" framing; Cedar uses \"Partner Queue\" framing.\n- **Slack Channels:** Entirely different channels (`#redwood-intake` vs. `#cedar-lab-queue`).\n- **Owner Rules:** Redwood has a single owner (Clinic Ops) covering two stages; Cedar splits ownership across two teams (Lab Success and Finance) for different stages." } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2AMxB25qmsyTPcaet7\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Redwood Clinics — tracker title is exactly \\\"Redwood Clinic Intake Board\\\"; Slack channel is exactly #redwood-intake; owner rule: Clinic Ops owns New and Needs Clinic Review. This rule is Redwood-specific and must not be generalized to other customers.\\n* CRITICAL (12:00) Cedar Labs — tracker title is exactly \\\"Cedar Lab Partner Queue\\\"; Slack channel is exactly #cedar-lab-queue; owner rule: Lab Success owns New, Finance owns Terms Review. This rule is Cedar Labs-specific and must not be generalized to other customers (do NOT reuse Redwood owner rules for Cedar Labs).\\n * COMPLETION (12:00) Agent recalled both entries via recall_memory and compared the two customers' tracker titles, Slack channels, and owner rules side-by-side, keeping each case strictly separate.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":4029,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":200,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJfES2wMPJb65wpy8CD\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* IMPORTANT (12:00) User requested a comparison of Redwood Clinics and Cedar Labs tracker configurations from memory.\\n * INFO (12:00) Agent recalled two memory entries: (1) Redwood Clinics — tracker titled \\\"Redwood Clinic Intake Board\\\", Slack channel #redwood-intake, owner rule: Clinic Ops owns New and Needs Clinic Review (Redwood-specific, must not be generalized); (2) Cedar Labs — tracker titled \\\"Cedar Lab Partner Queue\\\", Slack channel #cedar-lab-queue, owner rules: Lab Success owns New, Finance owns Terms Review (must not reuse Redwood rules).\\n * COMPLETION (12:00) Agent delivered side-by-side comparison table keeping the two cases strictly separate, highlighting differences in tracker title framing, Slack channels, and split vs. single ownership rules.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3943,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":196,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:10:03Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:25:25Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:10:06Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:25:28Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:10:02Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:25:24Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:10:03Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:25:25Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e969df6f175ba1-VIE", + "cf-ray": "a275eba2dfa03253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:10:06 GMT", - "request-id": "req_011CdF2AMUQLxt1mrkZkFCNf", + "date": "Fri, 07 Aug 2026 11:25:28 GMT", + "request-id": "req_011CdoJfDh8X88kgf5QZZmSS", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-17f6faf937d2f242e7eb563650422ffc-ef4031c077959f3d-01", + "traceresponse": "00-14c52d42af9920139f2788e3c29fdf22-f4c08d8daeb38157-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -1140,37 +1133,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-distinct-cases-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000032] CRITICAL 2026-06-01T12:00:00.000Z Redwood Clinics — tracker title is exactly \"Redwood Clinic Intake Board\"; Slack channel is exactly #redwood-intake; owner rule: Clinic Ops owns New and Needs Clinic Review. This rule is Redwood-specific and must not be generalized to other customers.\n[00000000-0000-4000-8000-000000000033] CRITICAL 2026-06-01T12:00:00.001Z Cedar Labs — tracker title is exactly \"Cedar Lab Partner Queue\"; Slack channel is exactly #cedar-lab-queue; owner rule: Lab Success owns New, Finance owns Terms Review. This rule is Cedar Labs-specific and must not be generalized to other customers (do NOT reuse Redwood owner rules for Cedar Labs).\n[00000000-0000-4000-8000-000000000034] COMPLETION 2026-06-01T12:00:00.002Z Agent recalled both entries via recall_memory and compared the two customers' tracker titles, Slack channels, and owner rules side-by-side, keeping each case strictly separate. parentId: 00000000-0000-4000-8000-000000000033\n\nExisting episodic entries for duplicate-awareness context:\n[00000000-0000-4000-8000-000000000009] Customer: Redwood Clinics. Tracker title is exactly 'Redwood Clinic Intake Board'. Slack channel is exactly #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this is Redwood-specific and must not be generalized to other customers. lastSeenAt: 2026-06-01T12:00:00.000Z score: 0.0325\n[00000000-0000-4000-8000-000000000021] Customer: Cedar Labs. Tracker title is exactly 'Cedar Lab Partner Queue'. Slack channel is exactly #cedar-lab-queue. Owner rule: Lab Success owns New, and Finance owns Terms Review — this is Cedar Labs-specific and must not be generalized to other customers (e.g., do NOT reuse Redwood owner rules for Cedar Labs). lastSeenAt: 2026-06-01T12:00:00.000Z score: 0.0325" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-distinct-cases-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000032] IMPORTANT 2026-06-01T12:00:00.000Z User requested a comparison of Redwood Clinics and Cedar Labs tracker configurations from memory.\n[00000000-0000-4000-8000-000000000033] INFO 2026-06-01T12:00:00.001Z Agent recalled two memory entries: (1) Redwood Clinics — tracker titled \"Redwood Clinic Intake Board\", Slack channel #redwood-intake, owner rule: Clinic Ops owns New and Needs Clinic Review (Redwood-specific, must not be generalized); (2) Cedar Labs — tracker titled \"Cedar Lab Partner Queue\", Slack channel #cedar-lab-queue, owner rules: Lab Success owns New, Finance owns Terms Review (must not reuse Redwood rules). parentId: 00000000-0000-4000-8000-000000000032\n[00000000-0000-4000-8000-000000000034] COMPLETION 2026-06-01T12:00:00.002Z Agent delivered side-by-side comparison table keeping the two cases strictly separate, highlighting differences in tracker title framing, Slack channels, and split vs. single ownership rules. parentId: 00000000-0000-4000-8000-000000000032\n\nExisting episodic entries for duplicate-awareness context:\n[00000000-0000-4000-8000-000000000008] Redwood Clinics: intake board is titled 'Redwood Clinic Intake Board', Slack channel is #redwood-intake. Owner rule: 'Clinic Ops owns New and Needs Clinic Review' — this rule is Redwood-specific and must not be generalized to other customers. lastSeenAt: 2026-06-01T12:00:00.000Z score: 0.0325\n[00000000-0000-4000-8000-000000000020] Cedar Labs configuration finalized: tracker title is 'Cedar Lab Partner Queue', Slack channel is #cedar-lab-queue, owner rules are Lab Success owns New and Finance owns Terms Review. Do not reuse Redwood owner rules for Cedar Labs. lastSeenAt: 2026-06-01T12:00:00.000Z score: 0.0325" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2AerB52boc2wiMXJXF\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\":[]}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3765,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJfg1ukfyJjNKthK8mL\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\": []}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3755,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:10:07Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:25:31Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:10:08Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:25:31Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:10:06Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:25:28Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:10:07Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:25:31Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e969f7a9835ba1-VIE", + "cf-ray": "a275ebbe6f8b3253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:10:08 GMT", - "request-id": "req_011CdF2Ae1pHPCDEAqkoXtZj", + "date": "Fri, 07 Aug 2026 11:25:31 GMT", + "request-id": "req_011CdoJfYaSPwZQ36p9dfrEa", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-8280c198c7141c20961b0ecef1d3d26c-2d26c5732e68b928-01", + "traceresponse": "00-d93aabd2bc410204f9ee9769a2074de2-bf8d9f8e2808fe44-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, diff --git a/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/recalls-corrected-current-state-without-treating-stale-values-as-current.json b/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/recalls-corrected-current-state-without-treating-stale-values-as-current.json index 3f0cf7505d8..511ade600e4 100644 --- a/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/recalls-corrected-current-state-without-treating-stale-values-as-current.json +++ b/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/recalls-corrected-current-state-without-treating-stale-values-as-current.json @@ -46,30 +46,30 @@ } }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2AkiPw4da4h9P9pMsH\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Remembered. The initial tracker title is **Orion Vendor Intake Draft**.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":928,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":21,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJfoPRGZ2hmndVFty77\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Remembered. Your saved Orion Export setup has the initial tracker title **Orion Vendor Intake Draft**.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":928,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":28,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", - "anthropic-ratelimit-input-tokens-remaining": "22499000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:10:08Z", + "anthropic-ratelimit-input-tokens-remaining": "22500000", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:25:33Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:10:09Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:25:33Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:10:08Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:25:32Z", "anthropic-ratelimit-tokens-limit": "27000000", - "anthropic-ratelimit-tokens-remaining": "26999000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:10:08Z", + "anthropic-ratelimit-tokens-remaining": "27000000", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:25:33Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96a00edfd5ba1-VIE", + "cf-ray": "a275ebd34a7f3253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:10:09 GMT", - "request-id": "req_011CdF2AkMoxMmdcLRq6Q8MN", + "date": "Fri, 07 Aug 2026 11:25:33 GMT", + "request-id": "req_011CdoJfnqvf4TZUXxFp5Cz6", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-bf8ddaf740bb29a3281d972fc08a8ac6-ffadef3146170d9f-01", + "traceresponse": "00-a4c5552fb167ca615ebd0331c7800adf-931dda24308695a9-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -94,37 +94,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 72\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nPlease remember this Orion Export setup for a future conversation: the initial tracker title is Orion Vendor Intake Draft. Repeat it back once.\n[2026-06-01T12:00:00.001Z] assistant:\nRemembered. The initial tracker title is **Orion Vendor Intake Draft**." + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 87\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nPlease remember this Orion Export setup for a future conversation: the initial tracker title is Orion Vendor Intake Draft. Repeat it back once.\n[2026-06-01T12:00:00.001Z] assistant:\nRemembered. Your saved Orion Export setup has the initial tracker title **Orion Vendor Intake Draft**." } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2AsMkMAC5UCVk9LN2z\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Orion Export setup: initial tracker title is \\\"Orion Vendor Intake Draft\\\".\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3303,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":31,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJgDAuYdTRkvR46pocC\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) User explicitly requested this be remembered for future conversations: Orion Export setup, initial tracker title = \\\"Orion Vendor Intake Draft\\\".\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3310,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":41,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:10:11Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:25:38Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:10:11Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:25:39Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:10:09Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:25:34Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:10:11Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:25:38Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96a08dfaf5ba1-VIE", + "cf-ray": "a275ebdf7f253253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:10:11 GMT", - "request-id": "req_011CdF2Ar1PMQm4GyYqRpwmv", + "date": "Fri, 07 Aug 2026 11:25:39 GMT", + "request-id": "req_011CdoJfww8GZbSbE4cLJKYA", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-32e0d9eaa12265b8a2dbfb0488d38dd1-a3c80e708139b536-01", + "traceresponse": "00-066f28edb9dd7fca06f9892e7f53ae4e-efce17d64e29ecfb-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -192,37 +192,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-correction-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000007] CRITICAL 2026-06-01T12:00:00.000Z Orion Export setup: initial tracker title is \"Orion Vendor Intake Draft\".\n\nExisting episodic entries for duplicate-awareness context:\n(none)" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-correction-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000007] CRITICAL 2026-06-01T12:00:00.000Z User explicitly requested this be remembered for future conversations: Orion Export setup, initial tracker title = \"Orion Vendor Intake Draft\".\n\nExisting episodic entries for duplicate-awareness 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Orion Vendor Intake Draft is outdated and must not be treated as current. Repeat the corrected value once.\n[2026-06-01T12:00:00.001Z] tool_call recall_memory input={\"query\":\"Orion Export tracker title\"}\n[2026-06-01T12:00:00.001Z] tool_result recall_memory output={\"entries\":[{\"content\":\"Prior/historical entry: Orion Export setup was initiated with an initial tracker title of \\\"Orion Vendor Intake Draft\\\".\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}\n[2026-06-01T12:00:00.002Z] assistant:\nNoted — the prior entry \"Orion Vendor Intake Draft\" is now superseded. The corrected, current final tracker title is:\n\n**Orion Vendor Command Center**" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 220\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nCorrection for Orion Export: please remember that the final tracker title is exactly Orion Vendor Command Center. Orion Vendor Intake Draft is outdated and must not be treated as current. 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in thread thread-orion-setup-2: initial tracker title is \"Orion Vendor Intake Draft\"\n\n[00000000-0000-4000-8000-000000000018] The final tracker title for Orion Export is \"Orion Vendor Command Center\", superseding the outdated value \"Orion Vendor Intake Draft\".\ncreatedAt: 2026-06-01T12:00:00.000Z\nlastSeenAt: 2026-06-01T12:00:00.000Z\n - source observation 00000000-0000-4000-8000-000000000017 in thread thread-orion-setup-3: The final tracker title for Orion Export is exactly \"Orion Vendor Command Center\" — this supersedes the outdated value \"Orion Vendor Intake Draft\", which must not be treated as current." + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-correction-1\n\nSeed entry IDs: 00000000-0000-4000-8000-000000000018\n\nActive episodic entries:\n[00000000-0000-4000-8000-000000000008] User explicitly requested that the Orion Export setup initial tracker title \"Orion Vendor Intake Draft\" be remembered for future 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2026 10:40:36 GMT", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", "x-content-type-options": "nosniff", "x-openai-proxy-wasm": "v0.1", "x-ratelimit-limit-requests": "10000", "x-ratelimit-limit-tokens": "10000000", "x-ratelimit-remaining-requests": "9999", - "x-ratelimit-remaining-tokens": "9999993", + "x-ratelimit-remaining-tokens": "9999994", "x-ratelimit-reset-requests": "6ms", "x-ratelimit-reset-tokens": "0s", - "x-request-id": "req_c37bdd009c3e47d3ae2406d5150a5622" + "x-request-id": "req_491d6825b95f4eccb02058b40844ebf3" }, "responseIsBinary": false }, @@ -1051,7 +1048,7 @@ }, { "type": "tool_use", - "id": "toolu_018CkeNfuj8gn4u8LrPjehw4", + "id": "toolu_011eNxMo5bFUyDpXoPQkFcoM", "name": "recall_memory", "input": { "query": "Orion Export tracker title" @@ -1067,8 +1064,8 @@ "content": [ { "type": "tool_result", - "tool_use_id": "toolu_018CkeNfuj8gn4u8LrPjehw4", - "content": "{\"entries\":[{\"content\":\"Prior/historical entry: The Orion Export tracker title was initially set to \\\"Orion Vendor Intake Draft\\\" but was updated; the final confirmed title is \\\"Orion Vendor Command Center\\\".\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}" + "tool_use_id": "toolu_011eNxMo5bFUyDpXoPQkFcoM", + "content": "{\"entries\":[{\"content\":\"Prior/historical entry: The tracker title for the Orion Export project was corrected from the initial value \\\"Orion Vendor Intake Draft\\\" to the final confirmed value \\\"Orion Vendor Command Center\\\"; the earlier title is outdated and must not be treated as current.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}" } ] } @@ -1096,30 +1093,30 @@ } }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2CpKzVygrpjpqxzfvK\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Based on the recalled memory, here is the answer:\\n\\n- **Current final tracker title:** **\\\"Orion Vendor Command Center\\\"**\\n- ~~\\\"Orion Vendor Intake Draft\\\"~~ — this is the **outdated** earlier title and is no longer current.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":1092,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":65,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJiHgKoig4rDndzV8eq\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Based on the recalled memory, here is the answer:\\n\\n**Current final tracker title for Orion Export:** **\\\"Orion Vendor Command Center\\\"**\\n\\n*(Note: The earlier title \\\"Orion Vendor Intake Draft\\\" is outdated and no longer applies.)*\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":1108,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":63,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22500000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:10:37Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:26:07Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:10:38Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:26:08Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:10:36Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:26:05Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "27000000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:10:37Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:26:07Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96aaf68635ba1-VIE", + "cf-ray": "a275eca38a6c3253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:10:38 GMT", - "request-id": "req_011CdF2Coj2Pqjtirug6U4Kc", + "date": "Fri, 07 Aug 2026 11:26:08 GMT", + "request-id": "req_011CdoJiFNRD5UsJqYTHrTXH", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-ed90e24ca1a58f79ba64d35f40355a23-4e36951f6e0cd9ce-01", + "traceresponse": "00-e91e9165cbd45da1a125a11577a7c99f-110598694e49c342-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -1144,37 +1141,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 244\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nYou must call recall_memory before answering. From previous memory, what is the current final tracker title for Orion Export? If an earlier title existed, mention it only as outdated.\n[2026-06-01T12:00:00.001Z] assistant:\nI'll call recall_memory right away before answering.\n[2026-06-01T12:00:00.001Z] tool_call recall_memory input={\"query\":\"Orion Export tracker title\"}\n[2026-06-01T12:00:00.001Z] tool_result recall_memory output={\"entries\":[{\"content\":\"Prior/historical entry: The Orion Export tracker title was initially set to \\\"Orion Vendor Intake Draft\\\" but was updated; the final confirmed title is \\\"Orion Vendor Command Center\\\".\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}\n[2026-06-01T12:00:00.002Z] assistant:\nBased on the recalled memory, here is the answer:\n\n- **Current final tracker title:** **\"Orion Vendor Command Center\"**\n- ~~\"Orion Vendor Intake Draft\"~~ — this is the **outdated** earlier title and is no longer current." + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 283\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nYou must call recall_memory before answering. From previous memory, what is the current final tracker title for Orion Export? If an earlier title existed, mention it only as outdated.\n[2026-06-01T12:00:00.001Z] assistant:\nI'll call recall_memory right away before answering.\n[2026-06-01T12:00:00.001Z] tool_call recall_memory input={\"query\":\"Orion Export tracker title\"}\n[2026-06-01T12:00:00.001Z] tool_result recall_memory output={\"entries\":[{\"content\":\"Prior/historical entry: The tracker title for the Orion Export project was corrected from the initial value \\\"Orion Vendor Intake Draft\\\" to the final confirmed value \\\"Orion Vendor Command Center\\\"; the earlier title is outdated and must not be treated as current.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}\n[2026-06-01T12:00:00.002Z] assistant:\nBased on the recalled memory, here is the answer:\n\n**Current final tracker title for Orion Export:** **\"Orion Vendor Command Center\"**\n\n*(Note: The earlier title \"Orion Vendor Intake Draft\" is outdated and no longer applies.)*" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2D1VCdkx8Zu4BzxVP2\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Let me know if you need any other details!\\n\\n* IMPORTANT (12:00) User asked for the current final tracker title for Orion Export from memory.\\n * INFO (12:00) Agent called recall_memory with query \\\"Orion Export tracker title\\\"; result indicated initial title was \\\"Orion Vendor Intake Draft\\\" (outdated) and final confirmed title is \\\"Orion Vendor Command Center\\\".\\n * COMPLETION (12:00) Agent reported: current final tracker title for Orion Export is \\\"Orion Vendor Command Center\\\"; \\\"Orion Vendor Intake Draft\\\" is the outdated earlier title.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3523,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":144,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJiVS1Wh4zoHQGpgpsz\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* IMPORTANT (12:00) User asked for the current final tracker title for the Orion Export project.\\n * INFO (12:00) Agent recalled memory; retrieved entry confirming the tracker title was corrected from \\\"Orion Vendor Intake Draft\\\" to \\\"Orion Vendor Command Center\\\".\\n * COMPLETION (12:00) Current final tracker title for Orion Export is **\\\"Orion Vendor Command Center\\\"**; \\\"Orion Vendor Intake Draft\\\" is the outdated prior title.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3537,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":120,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:10:39Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:26:09Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:10:41Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:26:11Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:10:38Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:26:08Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:10:39Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:26:09Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96abe89065ba1-VIE", + "cf-ray": "a275ecb70cb73253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:10:41 GMT", - "request-id": "req_011CdF2CzqWWG563wgu87bmk", + "date": "Fri, 07 Aug 2026 11:26:11 GMT", + "request-id": "req_011CdoJiUfdGETkyC6EQ5L6L", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-c94d18dfcd0a8452b4680e6c031a56cf-feb14b01f9b9ab83-01", + "traceresponse": "00-b82eec07e639363beb572c181601b9f3-1001799c6e2d7774-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -1242,37 +1239,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-correction-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000030] IMPORTANT 2026-06-01T12:00:00.000Z User asked for the current final tracker title for Orion Export from memory.\n[00000000-0000-4000-8000-000000000031] INFO 2026-06-01T12:00:00.001Z Agent called recall_memory with query \"Orion Export tracker title\"; result indicated initial title was \"Orion Vendor Intake Draft\" (outdated) and final confirmed title is \"Orion Vendor Command Center\". parentId: 00000000-0000-4000-8000-000000000030\n[00000000-0000-4000-8000-000000000032] COMPLETION 2026-06-01T12:00:00.002Z Agent reported: current final tracker title for Orion Export is \"Orion Vendor Command Center\"; \"Orion Vendor Intake Draft\" is the outdated earlier title. parentId: 00000000-0000-4000-8000-000000000030\n\nExisting episodic entries for duplicate-awareness context:\n[00000000-0000-4000-8000-000000000020] The Orion Export tracker title was initially set to \"Orion Vendor Intake Draft\" but was updated; the final confirmed title is \"Orion Vendor Command Center\". lastSeenAt: 2026-06-01T12:00:00.000Z score: 0.0328" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-correction-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000030] IMPORTANT 2026-06-01T12:00:00.000Z User asked for the current final tracker title for the Orion Export project.\n[00000000-0000-4000-8000-000000000031] INFO 2026-06-01T12:00:00.001Z Agent recalled memory; retrieved entry confirming the tracker title was corrected from \"Orion Vendor Intake Draft\" to \"Orion Vendor Command Center\". parentId: 00000000-0000-4000-8000-000000000030\n[00000000-0000-4000-8000-000000000032] COMPLETION 2026-06-01T12:00:00.002Z Current final tracker title for Orion Export is **\"Orion Vendor Command Center\"**; \"Orion Vendor Intake Draft\" is the outdated prior title. parentId: 00000000-0000-4000-8000-000000000030\n\nExisting episodic entries for duplicate-awareness context:\n[00000000-0000-4000-8000-000000000020] The tracker title for the Orion Export project was corrected from the initial value \"Orion Vendor Intake Draft\" to the final confirmed value \"Orion Vendor Command Center\"; the earlier title is outdated and must not be treated as current. lastSeenAt: 2026-06-01T12:00:00.000Z score: 0.0328" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF2DGKvaSg6ewGrMUkLy\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\":[]}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3559,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJik55XHH8uynjt6vth\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\": []}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3562,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:10:43Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:26:13Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:10:43Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:26:13Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:10:42Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:26:12Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:10:43Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:26:13Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96ad47cc55ba1-VIE", + "cf-ray": "a275eccb48213253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:10:43 GMT", - "request-id": "req_011CdF2DF61qFjfaJUFMkUGF", + "date": "Fri, 07 Aug 2026 11:26:13 GMT", + "request-id": "req_011CdoJiiU5rEHww9Mz52qvm", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-6d2c6662c457b123eea99a17efabfca8-99e9cb0524a9ee05-01", + "traceresponse": "00-8e7f57e2a87e50432753665349f5b6c1-0fedf4aa7ee20afd-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, diff --git a/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/recalls-exact-artifacts-across-threads-when-explicitly-asked-for-prior-context.json b/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/recalls-exact-artifacts-across-threads-when-explicitly-asked-for-prior-context.json index 6ae3d988677..3b207841cf6 100644 --- a/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/recalls-exact-artifacts-across-threads-when-explicitly-asked-for-prior-context.json +++ b/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-episodic/recalls-exact-artifacts-across-threads-when-explicitly-asked-for-prior-context.json @@ -46,30 +46,31 @@ } }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF25YubWbSsBt8d3oZBX\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Remembered: Customer Acme Harbor tracker title exactly **Acme Harbor Vendor Intake - Pilot**, Slack channel exactly **#vendor-acme-harbor**, and status definition exactly **Waiting on Vendor Info** means the vendor or requester owes missing details.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":986,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":63,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJaUisjRu3CPchsWWSN\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Remembered: Customer Acme Harbor tracker title exactly **Acme Harbor Vendor Intake - Pilot**, Slack channel exactly **#vendor-acme-harbor**, and status definition exactly **Waiting on Vendor Info** means the vendor or requester owes missing details.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":986,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":63,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22500000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:08:59Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:24:20Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:08:59Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:24:21Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:08:57Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:24:20Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "27000000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:08:59Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:24:20Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e968473fd95ba1-VIE", + "cf-ray": "a275ea0fa8493253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:08:59 GMT", - "request-id": "req_011CdF25YGA7xV6o7Ps8JicU", + "date": "Fri, 07 Aug 2026 11:24:21 GMT", + "request-id": "req_011CdoJaTmpk6HWebyfNyY9Q", "server": "cloudflare", + "server-timing": "x-originResponse;dur=1627", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-19014a6e0a0cd2425196ea0aa7908465-fe6a23e56054ec8b-01", + "traceresponse": "00-3f7edd00e61737f48dedda7b24663d99-81394b090f00e4ec-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -94,37 +95,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 184\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nIMPORTANT durable prior decision for future sessions.\nPreserve this exact durable memory sentence for future recall:\nCustomer Acme Harbor tracker title exactly Acme Harbor Vendor Intake - Pilot, Slack channel exactly #vendor-acme-harbor, and status definition exactly Waiting on Vendor Info means the vendor or requester owes missing details.\nThis should be remembered for future conversations about Acme Harbor.\n[2026-06-01T12:00:00.001Z] assistant:\nRemembered: Customer Acme Harbor tracker title exactly **Acme Harbor Vendor Intake - Pilot**, Slack channel exactly **#vendor-acme-harbor**, and status definition exactly **Waiting on Vendor Info** means the vendor or requester owes missing details." + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 164\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nIMPORTANT durable prior decision for future sessions.\nPreserve this exact durable memory sentence for future recall:\nCustomer Acme Harbor tracker title exactly Acme Harbor Vendor Intake - Pilot, Slack channel exactly #vendor-acme-harbor, and status definition exactly Waiting on Vendor Info means the vendor or requester owes missing details.\nThis should be remembered for future conversations about Acme Harbor.\n[2026-06-01T12:00:00.001Z] assistant:\nRemembered: Customer Acme Harbor tracker title exactly **Acme Harbor Vendor Intake - Pilot**, Slack channel exactly **#vendor-acme-harbor**, and status definition exactly **Waiting on Vendor Info** means the vendor or requester owes missing details." } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF25kdJ5TSo8iZBRVNxi\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Customer Acme Harbor tracker title exactly \\\"Acme Harbor Vendor Intake - Pilot\\\", Slack channel exactly #vendor-acme-harbor, and status definition exactly \\\"Waiting on Vendor Info\\\" means the vendor or requester owes missing details. Preserve for all future sessions about Acme Harbor.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3403,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":79,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJaejspLgvRUboLWarV\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Customer Acme Harbor tracker title exactly \\\"Acme Harbor Vendor Intake - Pilot\\\", Slack channel exactly \\\"#vendor-acme-harbor\\\", and status definition exactly \\\"Waiting on Vendor Info\\\" means the vendor or requester owes missing details.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3403,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":67,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:09:01Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:24:23Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:09:02Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:24:23Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:09:00Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:24:22Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:09:01Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:24:23Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e968585a515ba1-VIE", + "cf-ray": "a275ea1d18a33253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:09:02 GMT", - "request-id": "req_011CdF25jwsEys9jNH2MmbRR", + "date": "Fri, 07 Aug 2026 11:24:23 GMT", + "request-id": "req_011CdoJad79iqj69zuiJYMWS", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-6021a7811a6c1806e9cb068c72407043-e10fc8d4a911aab2-01", + "traceresponse": "00-65550f77cdf71f13fefc3138a0fe8b17-0c4c908ec91f0c91-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -192,37 +193,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-cross-thread-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000007] CRITICAL 2026-06-01T12:00:00.000Z Customer Acme Harbor tracker title exactly \"Acme Harbor Vendor Intake - Pilot\", Slack channel exactly #vendor-acme-harbor, and status definition exactly \"Waiting on Vendor Info\" means the vendor or requester owes missing details. Preserve for all future sessions about Acme Harbor.\n\nExisting episodic entries for duplicate-awareness context:\n(none)" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-cross-thread-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000007] CRITICAL 2026-06-01T12:00:00.000Z Customer Acme Harbor tracker title exactly \"Acme Harbor Vendor Intake - Pilot\", Slack channel exactly \"#vendor-acme-harbor\", and status definition exactly \"Waiting on Vendor Info\" means the vendor or requester owes missing details.\n\nExisting episodic entries for duplicate-awareness context:\n(none)" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF268hqreZg5hPWXLQjW\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\":[{\\\"content\\\":\\\"Acme Harbor tracker title is exactly \\\\\\\"Acme Harbor Vendor Intake - Pilot\\\\\\\", Slack channel is exactly #vendor-acme-harbor, and status definition \\\\\\\"Waiting on Vendor Info\\\\\\\" means the vendor or requester owes missing details. 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Preserve for all future sessions about Acme Harbor.\ncreatedAt: 2026-06-01T12:00:00.000Z\nlastSeenAt: 2026-06-01T12:00:00.000Z\n - source observation 00000000-0000-4000-8000-000000000007 in thread thread-acme-setup-2: Acme Harbor tracker title exactly \"Acme Harbor Vendor Intake - Pilot\", Slack channel exactly #vendor-acme-harbor, and status definition exactly \"Waiting on Vendor Info\" means the vendor or requester owes missing details." + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-cross-thread-1\n\nSeed entry IDs: 00000000-0000-4000-8000-000000000008\n\nActive episodic entries:\n[00000000-0000-4000-8000-000000000008] Customer Acme Harbor tracker title is exactly \"Acme Harbor Vendor Intake - Pilot\", Slack channel is exactly \"#vendor-acme-harbor\", and the status \"Waiting on Vendor Info\" means the vendor or requester owes missing details.\ncreatedAt: 2026-06-01T12:00:00.000Z\nlastSeenAt: 2026-06-01T12:00:00.000Z\n - source observation 00000000-0000-4000-8000-000000000007 in thread thread-acme-setup-2: Customer Acme Harbor tracker title exactly \"Acme Harbor Vendor Intake - Pilot\", Slack channel exactly \"#vendor-acme-harbor\", and status definition exactly \"Waiting on Vendor Info\" means the vendor or requester owes missing details." } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF26fzXMS8e5D1HdgKeE\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"drop\\\":[],\\\"merge\\\":[]}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":1804,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":12,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJbkVBdPV5t25Kq4cC6\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"drop\\\":[],\\\"merge\\\":[]}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":1794,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":12,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22499000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:09:13Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:24:38Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:09:14Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:24:38Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:09:10Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:24:27Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26999000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:09:13Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:24:38Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e96893e9d75ba1-VIE", + "cf-ray": "a275ea3f28d53253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; 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frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:09:17 GMT", - "request-id": "req_011CdF26uUtBSr79ynnGw1QB", + "date": "Fri, 07 Aug 2026 11:24:42 GMT", + "request-id": "req_011CdoJbuccSe8fbdipKpzWN", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-8117616dfc433b9de221afb54148172b-6030482adbc89fc2-01", + "traceresponse": "00-5f8eddf37e7f5eba627c19c2a15f9e7d-ff86bc27077ba10a-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -491,16 +490,15 @@ "access-control-expose-headers": "X-Request-ID, CF-Ray, CF-Ray", "alt-svc": "h3=\":443\"; ma=86400", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e968c598a75bbe-VIE", + "cf-ray": "a275ea9bdfd35b3c-VIE", "connection": "keep-alive", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:09:17 GMT", + "date": "Fri, 07 Aug 2026 11:24:42 GMT", "openai-organization": "n8n-1", - "openai-processing-ms": "47", + "openai-processing-ms": "62", "openai-project": "proj_ZAEXttE86YHh0Pzmrnh9cBEf", "openai-version": "2020-10-01", "server": "cloudflare", - "set-cookie": "__cf_bm=AefI.W9TIKTfn6eZxX5C9ftlHgQzfGn5yaTG21Mqhm8-1784628557.6946046-1.0.1.1-VtjfsYM7f12FEzYKaVJy1wFblqa01.D1MxhZeJQaD7XKYqXSRuQUOYziriadnIv6.BcaPBb2FzmCNmhbsiR0L3C2fY_IHbiJ9_fp96pGpYgiUtMYEZJuMjbDMHh64xjh; 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Preserve for all future sessions about Acme Harbor.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}" + "tool_use_id": "toolu_01S76JC4u721uf8RwFUn8ksV", + "content": "{\"entries\":[{\"content\":\"Prior/historical entry: Customer Acme Harbor tracker title is exactly \\\"Acme Harbor Vendor Intake - Pilot\\\", Slack channel is exactly \\\"#vendor-acme-harbor\\\", and the status \\\"Waiting on Vendor Info\\\" means the vendor or requester owes missing details.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}" } ] } @@ -587,30 +585,31 @@ } }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF274CW58XVdA5LtkgiR\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Here's exactly what we decided for Acme Harbor, pulled from prior memory:\\n\\n- **Tracker Title:** `Acme Harbor Vendor Intake - Pilot`\\n- **Slack Channel:** `#vendor-acme-harbor`\\n- **\\\"Waiting on Vendor Info\\\" meaning:** The vendor or requester owes missing details.\\n\\nThese were established as the canonical identifiers and definitions to preserve across all future sessions about Acme Harbor.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":1156,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":102,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJc8x3dYprnC2M9aFg9\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Here's what we decided for **Acme Harbor** from our previous conversation:\\n\\n- **Tracker Title:** `Acme Harbor Vendor Intake - Pilot`\\n- **Slack Channel:** `#vendor-acme-harbor`\\n- **\\\"Waiting on Vendor Info\\\" Meaning:** The vendor or requester owes missing details (i.e., the ball is in their court to provide outstanding information before the intake can proceed).\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":1147,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":100,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22500000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:09:18Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:24:43Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:09:20Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:24:45Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:09:18Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:24:42Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "27000000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:09:18Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:24:43Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e968c6985e5ba1-VIE", + "cf-ray": "a275ea9d0e473253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:09:20 GMT", - "request-id": "req_011CdF273bHdCRD6VhxABuAj", + "date": "Fri, 07 Aug 2026 11:24:45 GMT", + "request-id": "req_011CdoJc8V1kYkmi8xA6PP6W", "server": "cloudflare", + "server-timing": "x-originResponse;dur=2649", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-31c72f093b604b280477124d576e1ff3-768c456f64caf5b3-01", + "traceresponse": "00-be4a00425bd77828e7a34c216fce62a0-47bb45cca605cf7e-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -635,37 +634,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 327\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nYou must call recall_memory before answering. Use the recall query \"Acme Harbor Vendor Intake - Pilot #vendor-acme-harbor Waiting on Vendor Info\". From previous conversations, what tracker title, Slack channel, and Waiting on Vendor Info meaning did we decide for Acme Harbor?\n[2026-06-01T12:00:00.001Z] tool_call recall_memory input={\"query\":\"Acme Harbor Vendor Intake - Pilot #vendor-acme-harbor Waiting on Vendor Info\"}\n[2026-06-01T12:00:00.001Z] tool_result recall_memory output={\"entries\":[{\"content\":\"Prior/historical entry: Acme Harbor tracker title is exactly \\\"Acme Harbor Vendor Intake - Pilot\\\", Slack channel is exactly #vendor-acme-harbor, and status definition \\\"Waiting on Vendor Info\\\" means the vendor or requester owes missing details. Preserve for all future sessions about Acme Harbor.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}\n[2026-06-01T12:00:00.002Z] assistant:\nHere's exactly what we decided for Acme Harbor, pulled from prior memory:\n\n- **Tracker Title:** `Acme Harbor Vendor Intake - Pilot`\n- **Slack Channel:** `#vendor-acme-harbor`\n- **\"Waiting on Vendor Info\" meaning:** The vendor or requester owes missing details.\n\nThese were established as the canonical identifiers and definitions to preserve across all future sessions about Acme Harbor." + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 324\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nYou must call recall_memory before answering. Use the recall query \"Acme Harbor Vendor Intake - Pilot #vendor-acme-harbor Waiting on Vendor Info\". From previous conversations, what tracker title, Slack channel, and Waiting on Vendor Info meaning did we decide for Acme Harbor?\n[2026-06-01T12:00:00.001Z] tool_call recall_memory input={\"query\":\"Acme Harbor Vendor Intake - Pilot #vendor-acme-harbor Waiting on Vendor Info\"}\n[2026-06-01T12:00:00.001Z] tool_result recall_memory output={\"entries\":[{\"content\":\"Prior/historical entry: Customer Acme Harbor tracker title is exactly \\\"Acme Harbor Vendor Intake - Pilot\\\", Slack channel is exactly \\\"#vendor-acme-harbor\\\", and the status \\\"Waiting on Vendor Info\\\" means the vendor or requester owes missing details.\",\"createdAt\":\"2026-06-01T12:00:00.000Z\"}]}\n[2026-06-01T12:00:00.002Z] assistant:\nHere's what we decided for **Acme Harbor** from our previous conversation:\n\n- **Tracker Title:** `Acme Harbor Vendor Intake - Pilot`\n- **Slack Channel:** `#vendor-acme-harbor`\n- **\"Waiting on Vendor Info\" Meaning:** The vendor or requester owes missing details (i.e., the ball is in their court to provide outstanding information before the intake can proceed)." } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF27FxSKR2kCp4mc8Lxv\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Acme Harbor vendor intake decisions (recalled from prior memory):\\n * Tracker title is exactly \\\"Acme Harbor Vendor Intake - Pilot\\\"\\n * Slack channel is exactly #vendor-acme-harbor\\n * Status \\\"Waiting on Vendor Info\\\" means the vendor or requester owes missing details\\n * INFO (12:00) These are canonical identifiers/definitions to preserve for all future sessions about Acme Harbor.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3603,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":110,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJcPDnRA7NqWza25hLB\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) For Acme Harbor: tracker title is exactly \\\"Acme Harbor Vendor Intake - Pilot\\\", Slack channel is exactly \\\"#vendor-acme-harbor\\\", and status \\\"Waiting on Vendor Info\\\" means the vendor or requester owes missing details.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3592,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":68,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22498000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:09:21Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:24:46Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:09:23Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:24:47Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:09:20Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:24:45Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:09:21Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:24:46Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e968d80b795ba1-VIE", + "cf-ray": "a275eaae9db03253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:09:23 GMT", - "request-id": "req_011CdF27FH1BxVPt3MPZYngN", + "date": "Fri, 07 Aug 2026 11:24:47 GMT", + "request-id": "req_011CdoJcNUdkUs9NCktBPvs6", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-ec8d1647d4cd2170cec4316cb54e8345-f62485bc460ebdbd-01", + "traceresponse": "00-7086e98c39f046d94f73a0731f6573e9-8d65a7ee42e9edef-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -733,37 +732,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-cross-thread-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000017] CRITICAL 2026-06-01T12:00:00.000Z Acme Harbor vendor intake decisions (recalled from prior memory):\n[00000000-0000-4000-8000-000000000018] INFO 2026-06-01T12:00:00.001Z These are canonical identifiers/definitions to preserve for all future sessions about Acme Harbor. parentId: 00000000-0000-4000-8000-000000000017\n\nExisting episodic entries for duplicate-awareness context:\n[00000000-0000-4000-8000-000000000008] Acme Harbor tracker title is exactly \"Acme Harbor Vendor Intake - Pilot\", Slack channel is exactly #vendor-acme-harbor, and status definition \"Waiting on Vendor Info\" means the vendor or requester owes missing details. Preserve for all future sessions about Acme Harbor. lastSeenAt: 2026-06-01T12:00:00.000Z score: 0.0328" + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nScope: resource:resource-cross-thread-1\n\nActive observation batch:\n[00000000-0000-4000-8000-000000000017] CRITICAL 2026-06-01T12:00:00.000Z For Acme Harbor: tracker title is exactly \"Acme Harbor Vendor Intake - Pilot\", Slack channel is exactly \"#vendor-acme-harbor\", and status \"Waiting on Vendor Info\" means the vendor or requester owes missing details.\n\nExisting episodic entries for duplicate-awareness context:\n[00000000-0000-4000-8000-000000000008] Customer Acme Harbor tracker title is exactly \"Acme Harbor Vendor Intake - Pilot\", Slack channel is exactly \"#vendor-acme-harbor\", and the status \"Waiting on Vendor Info\" means the vendor or requester owes missing details. lastSeenAt: 2026-06-01T12:00:00.000Z score: 0.0328" } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdF27V11GarZ6vh1Bec6E\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\":[]}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3460,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", + "response": "{\"model\":\"claude-sonnet-4-6\",\"id\":\"msg_011CdoJcZdMSC2KcCpjbEduj\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"{\\\"entries\\\": []}\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3416,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":8,\"service_tier\":\"standard\",\"inference_geo\":\"global\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "22500000", "anthropic-ratelimit-input-tokens-remaining": "22499000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:09:24Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:24:49Z", "anthropic-ratelimit-output-tokens-limit": "4500000", "anthropic-ratelimit-output-tokens-remaining": "4500000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:09:24Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:24:49Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:09:23Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:24:48Z", "anthropic-ratelimit-tokens-limit": "27000000", "anthropic-ratelimit-tokens-remaining": "26999000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:09:24Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:24:49Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e968ea3e855ba1-VIE", + "cf-ray": "a275eabefaa63253-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:09:24 GMT", - "request-id": "req_011CdF27TjbwPZem2jqSukA4", + "date": "Fri, 07 Aug 2026 11:24:49 GMT", + "request-id": "req_011CdoJcXqD5ZVR2ncnxVpup", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-b71691bd5819a73670df712bf740cc17-39fae97009a4fdda-01", + "traceresponse": "00-c6c353c558380cf3d111d0e174dc62c7-49b1f090a06a0c77-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, diff --git a/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-observational/records-observations-and-emits-memory-task-lifecycle-events-after-generate.json b/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-observational/records-observations-and-emits-memory-task-lifecycle-events-after-generate.json index e17bc1a2883..ddc0109ab3b 100644 --- a/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-observational/records-observations-and-emits-memory-task-lifecycle-events-after-generate.json +++ b/packages/@n8n/agents/src/__tests__/integration/cassettes/memory-observational/records-observations-and-emits-memory-task-lifecycle-events-after-generate.json @@ -25,30 +25,31 @@ ] }, "status": 200, - "response": "{\"model\":\"claude-haiku-4-5-20251001\",\"id\":\"msg_011CdF25YmR1SgVB1EfdRoVg\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Acknowledged and stored.\\n\\n**Durable Context:**\\n- Customer: Orion Basin\\n- Marker: OBSERVATION_MARKER_ORION\\n- Routing: Tier 3 Support\\n\\nReady for future interactions with this customer.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":83,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":57,\"service_tier\":\"standard\",\"inference_geo\":\"not_available\"}}", + "response": "{\"model\":\"claude-haiku-4-5-20251001\",\"id\":\"msg_011CdoJaZiFzLkxHGKHXgguD\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"Acknowledged. Durable context stored:\\n\\n- **Customer:** Orion Basin\\n- **Marker:** OBSERVATION_MARKER_ORION\\n- **Routing rule:** Orion Basin escalations → Tier 3 Support\\n\\nReady for future turns.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":83,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":62,\"service_tier\":\"standard\",\"inference_geo\":\"not_available\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "10000000", "anthropic-ratelimit-input-tokens-remaining": "10000000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:08:58Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:24:21Z", "anthropic-ratelimit-output-tokens-limit": "2000000", "anthropic-ratelimit-output-tokens-remaining": "2000000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:08:58Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:24:22Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:08:57Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:24:21Z", "anthropic-ratelimit-tokens-limit": "12000000", "anthropic-ratelimit-tokens-remaining": "12000000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:08:58Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:24:21Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e9684748914f59-VIE", + "cf-ray": "a275ea0fcebba2c1-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:08:58 GMT", - "request-id": "req_011CdF25YGQV5EQxRsfPxzsr", + "date": "Fri, 07 Aug 2026 11:24:22 GMT", + "request-id": "req_011CdoJaTukxmdj5cSgqDbPN", "server": "cloudflare", + "server-timing": "x-originResponse;dur=2278", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-5af887e1e2734e9dac4d8c0ce678a227-457831853787f4e5-01", + "traceresponse": "00-9f93f02a02d9bffb75b6fbb089930db0-3cf18bebffb634d6-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, @@ -73,37 +74,37 @@ "content": [ { "type": "text", - "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 120\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nIMPORTANT durable context for future turns.\nCustomer: Orion Basin.\nDurable marker exactly: OBSERVATION_MARKER_ORION.\nRouting rule exactly: Orion Basin escalations go to Tier 3 Support.\nRemember this for future conversations.\n[2026-06-01T12:00:00.001Z] assistant:\nAcknowledged and stored.\n\n**Durable Context:**\n- Customer: Orion Basin\n- Marker: OBSERVATION_MARKER_ORION\n- Routing: Tier 3 Support\n\nReady for future interactions with this customer." + "text": "Current timestamp: 2026-06-01T12:00:00.000Z\n\nUnobserved transcript tokens: 129\n\nCurrent observation log tail:\n(empty)\n\nNew transcript delta since the last observation:\n[2026-06-01T12:00:00.000Z] user:\nIMPORTANT durable context for future turns.\nCustomer: Orion Basin.\nDurable marker exactly: OBSERVATION_MARKER_ORION.\nRouting rule exactly: Orion Basin escalations go to Tier 3 Support.\nRemember this for future conversations.\n[2026-06-01T12:00:00.001Z] assistant:\nAcknowledged. Durable context stored:\n\n- **Customer:** Orion Basin\n- **Marker:** OBSERVATION_MARKER_ORION\n- **Routing rule:** Orion Basin escalations → Tier 3 Support\n\nReady for future turns." } ] } ] }, "status": 200, - "response": "{\"model\":\"claude-haiku-4-5-20251001\",\"id\":\"msg_011CdF25gr5vgAoAMWaubxu7\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Customer is Orion Basin; durable marker is OBSERVATION_MARKER_ORION; routing rule is Orion Basin escalations go to Tier 3 Support.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3367,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":50,\"service_tier\":\"standard\",\"inference_geo\":\"not_available\"}}", + "response": "{\"model\":\"claude-haiku-4-5-20251001\",\"id\":\"msg_011CdoJagcFJS4BogxnBJpS9\",\"type\":\"message\",\"role\":\"assistant\",\"content\":[{\"type\":\"text\",\"text\":\"* CRITICAL (12:00) Customer: Orion Basin; durable marker: OBSERVATION_MARKER_ORION; routing rule: Orion Basin escalations go to Tier 3 Support.\"}],\"stop_reason\":\"end_turn\",\"stop_sequence\":null,\"stop_details\":null,\"usage\":{\"input_tokens\":3372,\"cache_creation_input_tokens\":0,\"cache_read_input_tokens\":0,\"cache_creation\":{\"ephemeral_5m_input_tokens\":0,\"ephemeral_1h_input_tokens\":0},\"output_tokens\":50,\"service_tier\":\"standard\",\"inference_geo\":\"not_available\"}}", "rawHeaders": { "anthropic-ratelimit-input-tokens-limit": "10000000", "anthropic-ratelimit-input-tokens-remaining": "9998000", - "anthropic-ratelimit-input-tokens-reset": "2026-07-21T10:08:59Z", + "anthropic-ratelimit-input-tokens-reset": "2026-08-07T11:24:23Z", "anthropic-ratelimit-output-tokens-limit": "2000000", "anthropic-ratelimit-output-tokens-remaining": "2000000", - "anthropic-ratelimit-output-tokens-reset": "2026-07-21T10:09:00Z", + "anthropic-ratelimit-output-tokens-reset": "2026-08-07T11:24:23Z", "anthropic-ratelimit-requests-limit": "20000", "anthropic-ratelimit-requests-remaining": "19999", - "anthropic-ratelimit-requests-reset": "2026-07-21T10:08:59Z", + "anthropic-ratelimit-requests-reset": "2026-08-07T11:24:22Z", "anthropic-ratelimit-tokens-limit": "12000000", "anthropic-ratelimit-tokens-remaining": "11998000", - "anthropic-ratelimit-tokens-reset": "2026-07-21T10:08:59Z", + "anthropic-ratelimit-tokens-reset": "2026-08-07T11:24:23Z", "cf-cache-status": "DYNAMIC", - "cf-ray": "a1e9685028b34f59-VIE", + "cf-ray": "a275ea21b9aca2c1-VIE", "connection": "keep-alive", "content-security-policy": "default-src 'none'; frame-ancestors 'none'", "content-type": "application/json", - "date": "Tue, 21 Jul 2026 10:09:00 GMT", - "request-id": "req_011CdF25gYjBAsRKrSM4WR5h", + "date": "Fri, 07 Aug 2026 11:24:23 GMT", + "request-id": "req_011CdoJagFQnXXC9rmiDmwKz", "server": "cloudflare", "strict-transport-security": "max-age=31536000; includeSubDomains; preload", - "traceresponse": "00-67ad6e180d0b8ee787122886f64349c4-4d77d51a1e151ef1-01", + "traceresponse": "00-fe010d76ff9f95ad6595c20edc43889d-42f3d13dcec435bc-01", "vary": "Accept-Encoding", "x-robots-tag": "none" }, diff --git a/packages/@n8n/agents/src/index.ts b/packages/@n8n/agents/src/index.ts index 8662e706df0..c5369b44cfb 100644 --- a/packages/@n8n/agents/src/index.ts +++ b/packages/@n8n/agents/src/index.ts @@ -98,16 +98,18 @@ export type { ObservationLogStatus, ObservationLogTaskKind, ObservationLogTaskLockHandle, - TokenCounter, } from './types'; export type { ProviderOptions } from '@ai-sdk/provider-utils'; export { AgentEvent } from './types'; export type { AgentEventData, AgentEventHandler } from './types'; export { - estimateObservationTokens, OBSERVATION_LOG_MARKERS, OBSERVATION_LOG_STATUSES, } from './types'; +export { + estimateObservationTokens, + type TokenCounter, +} from './runtime/model/model-token-counter'; export { createCancellation, isCancellation, CANCELLATION_TYPE } from './sdk/cancellation'; export type { Cancellation } from './sdk/cancellation'; 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 cf4201ddd94..bfb22a728de 100644 --- a/packages/@n8n/agents/src/runtime/__tests__/agent-runtime.test.ts +++ b/packages/@n8n/agents/src/runtime/__tests__/agent-runtime.test.ts @@ -24,7 +24,7 @@ import { type DelegateSubAgentRunner, } from '../tools/delegate-sub-agent-tool'; import { toAiSdkTools } from '../tools/tool-adapter'; -import { MAX_MODEL_TOOL_RESULT_CHARS } from '../tools/tool-result-guard'; +import { MAX_MODEL_TOOL_RESULT_TOKENS } from '../tools/tool-result-guard'; // --------------------------------------------------------------------------- // Module mocks @@ -7383,6 +7383,14 @@ describe('AgentRuntime — oversized tool results', () => { } } + async function expectWithinTokenLimit(value: unknown): Promise { + const { getEncoding } = await import('@n8n/ai-utilities/tokenizer'); + const encoder = await getEncoding('o200k_base'); + expect(encoder.encode(JSON.stringify(value)).length).toBeLessThanOrEqual( + MAX_MODEL_TOOL_RESULT_TOKENS, + ); + } + function getModelToolResult(callIndex = 1): unknown { const call = generateText.mock.calls[callIndex][0] as { messages: Array<{ @@ -7416,9 +7424,9 @@ describe('AgentRuntime — oversized tool results', () => { it('bounds an oversized transformed result while preserving raw output', async () => { const rawOutput = { - value: `RAW_HEAD${'r'.repeat(MAX_MODEL_TOOL_RESULT_CHARS)}RAW_TAIL`, + value: `RAW_HEAD${'r '.repeat(MAX_MODEL_TOOL_RESULT_TOKENS + 10_000)}RAW_TAIL`, }; - const transformedOutput = `TRANSFORM_HEAD${'t'.repeat(MAX_MODEL_TOOL_RESULT_CHARS)}TRANSFORM_TAIL`; + const transformedOutput = `TRANSFORM_HEAD${'t '.repeat(MAX_MODEL_TOOL_RESULT_TOKENS + 10_000)}TRANSFORM_TAIL`; const tool: BuiltTool = { name: 'large_result', description: 'Return a large result', @@ -7436,7 +7444,7 @@ describe('AgentRuntime — oversized tool results', () => { const result = await runtime.generate('run'); const envelope = getModelToolResult() as TruncationEnvelope; - expect(JSON.stringify(envelope).length).toBeLessThanOrEqual(MAX_MODEL_TOOL_RESULT_CHARS); + await expectWithinTokenLimit(envelope); expect(envelope).toMatchObject({ _truncated: true, originalCharCount: JSON.stringify(transformedOutput).length, @@ -7487,7 +7495,9 @@ describe('AgentRuntime — oversized tool results', () => { description: 'Throw a large error', inputSchema: z.object({}), handler: () => { - throw new Error(`ERROR_HEAD${'e'.repeat(MAX_MODEL_TOOL_RESULT_CHARS)}ERROR_TAIL`); + throw new Error( + `ERROR_HEAD${'e '.repeat(MAX_MODEL_TOOL_RESULT_TOKENS + 10_000)}ERROR_TAIL`, + ); }, }; const { runtime } = createRuntimeWithTools([tool], 1); @@ -7508,14 +7518,14 @@ describe('AgentRuntime — oversized tool results', () => { expect(result.finishReason).toBe('stop'); expect(toolCall?.state).toBe('rejected'); - expect(JSON.stringify(envelope).length).toBeLessThanOrEqual(MAX_MODEL_TOOL_RESULT_CHARS); + await expectWithinTokenLimit(envelope); expect(envelope.head).toContain('ERROR_HEAD'); expect(envelope.tail).toContain('ERROR_TAIL'); }); it('bounds aggregate toMessage text while preserving file content', async () => { const fileData = Buffer.from('file').toString('base64'); - const textBlockLength = Math.floor(MAX_MODEL_TOOL_RESULT_CHARS / 2); + const textBlockTokenCount = Math.floor(MAX_MODEL_TOOL_RESULT_TOKENS * 0.6); const tool: BuiltTool = { name: 'large_message', description: 'Return a large message', @@ -7524,9 +7534,9 @@ describe('AgentRuntime — oversized tool results', () => { toMessage: () => ({ role: 'assistant', content: [ - { type: 'text', text: `MESSAGE_HEAD${'m'.repeat(textBlockLength)}` }, + { type: 'text', text: `MESSAGE_HEAD${'m '.repeat(textBlockTokenCount)}` }, { type: 'file', mediaType: 'text/plain', data: fileData }, - { type: 'text', text: `${'n'.repeat(textBlockLength)}MESSAGE_TAIL` }, + { type: 'text', text: `${'n '.repeat(textBlockTokenCount)}MESSAGE_TAIL` }, ], }), }; @@ -7554,7 +7564,7 @@ describe('AgentRuntime — oversized tool results', () => { const envelope = parseEnvelope(textBlocks[0]?.text ?? ''); expect(textBlocks).toHaveLength(1); - expect(JSON.stringify(envelope).length).toBeLessThanOrEqual(MAX_MODEL_TOOL_RESULT_CHARS); + await expectWithinTokenLimit(envelope); expect(envelope.head).toContain('MESSAGE_HEAD'); expect(envelope.tail).toContain('MESSAGE_TAIL'); expect(fileBlock).toMatchObject({ type: 'file', mediaType: 'text/plain', data: fileData }); diff --git a/packages/@n8n/agents/src/runtime/__tests__/model-token-counter.test.ts b/packages/@n8n/agents/src/runtime/__tests__/model-token-counter.test.ts new file mode 100644 index 00000000000..95121d7c0f5 --- /dev/null +++ b/packages/@n8n/agents/src/runtime/__tests__/model-token-counter.test.ts @@ -0,0 +1,17 @@ +import { describe, expect, it } from 'vitest'; + +import { createModelTokenCounter } from '../model/model-token-counter'; + +describe('createModelTokenCounter', () => { + it('selects the encoding for the model family', async () => { + const text = + 'こんにちは世界。ユーザーは毎週金曜日にレポートを送信します。مرحبا بالعالم — يجب إرسال التقرير يوم الجمعة. 🚀🔐🧪'; + + expect(await createModelTokenCounter('openai/gpt-5')(text)).toBe(37); + expect(await createModelTokenCounter('anthropic/claude-haiku-4-5')(text)).toBe(68); + }); + + it('counts tokenizer special markers as ordinary text', async () => { + expect(await createModelTokenCounter('openai/gpt-5')('<|endoftext|>')).toBe(7); + }); +}); diff --git a/packages/@n8n/agents/src/runtime/__tests__/observation-log-observer.test.ts b/packages/@n8n/agents/src/runtime/__tests__/observation-log-observer.test.ts index 9913d6a1489..395428ef0a6 100644 --- a/packages/@n8n/agents/src/runtime/__tests__/observation-log-observer.test.ts +++ b/packages/@n8n/agents/src/runtime/__tests__/observation-log-observer.test.ts @@ -400,6 +400,10 @@ describe('runObservationLogObserver', () => { it('writes parsed observations and advances the cursor after observing', async () => { const store = new InMemoryMemory(); + const parentText = 'User needs the current request remembered.'; + const childText = 'Observer pipeline parsed the child row.'; + const tokenCounter = async (text: string) => + await Promise.resolve(text === parentText ? 7 : text === childText ? 9 : 10); await store.saveThread({ id: 'thread-1', resourceId: 'user-1' }); await store.saveMessages({ threadId: 'thread-1', @@ -407,19 +411,17 @@ describe('runObservationLogObserver', () => { messages: [message('m1', 'user', 'I need this remembered.', new Date(2026, 4, 12, 14, 30))], }); + const now = new Date(2026, 4, 12, 14, 31); const result = await runObservationLogObserver({ memory: store, observationScopeId: 'thread-1', observerThresholdTokens: 1, observationLogTailLimit: 20, - tokenCounter: () => 10, - now: new Date(2026, 4, 12, 14, 31), + tokenCounter, + now, observe: async () => await Promise.resolve( - [ - '* CRITICAL (14:31) User needs the current request remembered.', - ' * COMPLETION (14:31) Observer pipeline parsed the child row.', - ].join('\n'), + [`* CRITICAL (14:31) ${parentText}`, ` * COMPLETION (14:31) ${childText}`].join('\n'), ), }); @@ -430,13 +432,17 @@ describe('runObservationLogObserver', () => { expect(observations).toMatchObject([ { marker: 'critical', - text: 'User needs the current request remembered.', + text: parentText, parentId: null, + tokenCount: 7, + createdAt: now, }, { marker: 'completion', - text: 'Observer pipeline parsed the child row.', + text: childText, parentId: observations[0]?.id, + tokenCount: 9, + createdAt: new Date(now.getTime() + 1), }, ]); expect(await store.getCursor('thread-1')).toMatchObject({ diff --git a/packages/@n8n/agents/src/runtime/__tests__/observation-log-reflector.test.ts b/packages/@n8n/agents/src/runtime/__tests__/observation-log-reflector.test.ts index 52f7dc93fdf..3318050a623 100644 --- a/packages/@n8n/agents/src/runtime/__tests__/observation-log-reflector.test.ts +++ b/packages/@n8n/agents/src/runtime/__tests__/observation-log-reflector.test.ts @@ -376,6 +376,10 @@ describe('runObservationLogReflector', () => { observationScopeId: 'thread-1', reflectorThresholdTokens: 10, now: new Date('2026-05-12T15:00:00.000Z'), + tokenCounter: async (text) => { + expect(text).toBe('User compared old plan A and old plan B.'); + return await Promise.resolve(6); + }, reflect: async (input) => { expect(input.renderedObservationLog).toContain(`[${stale.id}] INFO`); return await Promise.resolve( @@ -404,6 +408,7 @@ describe('runObservationLogReflector', () => { marker: 'important', text: 'User compared old plan A and old plan B.', createdAt: new Date('2026-05-12T15:00:00.000Z'), + tokenCount: 6, }), ], }, @@ -420,6 +425,9 @@ describe('runObservationLogReflector', () => { expect.objectContaining({ id: oldB.id, status: 'superseded' }), ]), ); + await expect( + store.getObservationLog({ observationScopeId: 'thread-1', status: 'active' }), + ).resolves.toMatchObject([{ tokenCount: 6 }]); }); it('warns but still applies reflection output that remains over budget', async () => { diff --git a/packages/@n8n/agents/src/runtime/__tests__/observation-log-renderer.test.ts b/packages/@n8n/agents/src/runtime/__tests__/observation-log-renderer.test.ts index 09d4fc38cae..c980f1896d2 100644 --- a/packages/@n8n/agents/src/runtime/__tests__/observation-log-renderer.test.ts +++ b/packages/@n8n/agents/src/runtime/__tests__/observation-log-renderer.test.ts @@ -76,6 +76,14 @@ describe('renderObservationLog', () => { expect(renderObservationLog([entry({ tokenCount: 2 })], { renderTokenBudget: 1 })).toBeNull(); }); + it('does not treat an invalid persisted token count as free', () => { + expect( + renderObservationLog([entry({ text: 'This entry does not fit.', tokenCount: 0 })], { + renderTokenBudget: 1, + }), + ).toBeNull(); + }); + it('does not render a child as a root when its parent is outside the budget', () => { const parent = entry({ id: 'parent', tokenCount: 3 }); const child = entry({ diff --git a/packages/@n8n/agents/src/runtime/__tests__/observation-log-store.test.ts b/packages/@n8n/agents/src/runtime/__tests__/observation-log-store.test.ts index a2108b1f299..a4a6ef241a7 100644 --- a/packages/@n8n/agents/src/runtime/__tests__/observation-log-store.test.ts +++ b/packages/@n8n/agents/src/runtime/__tests__/observation-log-store.test.ts @@ -1,4 +1,3 @@ -import { estimateObservationTokens } from '../../types/sdk/observation-log'; import { InMemoryMemory } from '../memory/memory-store'; describe('observation log store', () => { @@ -22,7 +21,7 @@ describe('observation log store', () => { parentId: null, status: 'active', supersededBy: null, - tokenCount: estimateObservationTokens('User chose the observation log model.'), + tokenCount: 7, createdAt, }); @@ -150,4 +149,29 @@ describe('observation log store', () => { ]), ); }); + + it('persists concurrent appends to the same initially empty scope', async () => { + const store = new InMemoryMemory(); + + const [[first], [second]] = await Promise.all([ + store.appendObservationLogEntries([ + { + observationScopeId: 'thread-1', + marker: 'info', + text: 'First concurrent observation', + }, + ]), + store.appendObservationLogEntries([ + { + observationScopeId: 'thread-1', + marker: 'info', + text: 'Second concurrent observation', + }, + ]), + ]); + + const persisted = await store.getObservationLog({ observationScopeId: 'thread-1' }); + expect(persisted).toEqual(expect.arrayContaining([first, second])); + expect(persisted).toHaveLength(2); + }); }); diff --git a/packages/@n8n/agents/src/runtime/loop/__tests__/runtime-context.test.ts b/packages/@n8n/agents/src/runtime/loop/__tests__/runtime-context.test.ts index 86a6ea01e29..301c89bd10e 100644 --- a/packages/@n8n/agents/src/runtime/loop/__tests__/runtime-context.test.ts +++ b/packages/@n8n/agents/src/runtime/loop/__tests__/runtime-context.test.ts @@ -1,5 +1,5 @@ import type { ModelConfig } from '../../../types/sdk/agent'; -import { getModelIdString } from '../runtime-context'; +import { getModelIdString } from '../../../utils/model'; describe('getModelIdString', () => { it('returns a plain string model id unchanged', () => { diff --git a/packages/@n8n/agents/src/runtime/loop/agent-runtime.ts b/packages/@n8n/agents/src/runtime/loop/agent-runtime.ts index 97fb2cd46b0..697fda1715f 100644 --- a/packages/@n8n/agents/src/runtime/loop/agent-runtime.ts +++ b/packages/@n8n/agents/src/runtime/loop/agent-runtime.ts @@ -7,7 +7,7 @@ import { incrementMessageCount, incrementTokenCountFromUsage } from './execution import { GenerateSink } from './generate-sink'; import { hydrateFileParts } from './hydrate-file-parts'; import type { RunOutputSink, RunServices } from './run-output-sink'; -import { RuntimeContextBuilder, getModelIdString } from './runtime-context'; +import { RuntimeContextBuilder } from './runtime-context'; import { extractSettledToolCalls, formatMcpConnectionNote, @@ -51,12 +51,14 @@ import type { } from '../../types/sdk/agent'; import type { AgentMessage, ContentToolCall } from '../../types/sdk/message'; import type { JSONValue } from '../../types/utils/json'; +import { getModelIdString } from '../../utils/model'; import { parseWithSchema } from '../../utils/parse'; import { MemoryOrchestrator } from '../memory/memory-orchestrator'; import type { ScopedMemoryTaskEvent } from '../memory/scoped-memory-task-runner'; import { generateThreadTitle } from '../memory/title-generation'; import { AgentMessageList, type SerializedMessageList } from '../model/message-list'; import type { FetchFn } from '../model/model-factory'; +import { createModelTokenCounter } from '../model/model-token-counter'; import { applyRuntimeCacheBreakpoints, buildInstructionPromptCacheOptions, @@ -193,6 +195,7 @@ export class AgentRuntime { constructor(config: AgentRuntimeConfig) { this.config = config; + const tokenCounter = createModelTokenCounter(config.model); this.telemetry = new RuntimeTelemetry(config); this.runId = config.runId ?? generateRunId(); if (config.deferredTools && config.deferredTools.length > 0) { @@ -206,12 +209,14 @@ export class AgentRuntime { this.backgroundTasks, this.eventBus, this.telemetry, + tokenCounter, ); this.toolExecutor = new ToolCallExecutor({ telemetry: this.telemetry, eventBus: this.eventBus, concurrency: config.toolCallConcurrency ?? 1, onCancelled: () => this.updateState({ status: 'cancelled' }), + tokenCounter, }); this.modelCost = config.modelCost; this.currentState = { diff --git a/packages/@n8n/agents/src/runtime/loop/runtime-context.ts b/packages/@n8n/agents/src/runtime/loop/runtime-context.ts index cb031a49e36..dc43f850dbd 100644 --- a/packages/@n8n/agents/src/runtime/loop/runtime-context.ts +++ b/packages/@n8n/agents/src/runtime/loop/runtime-context.ts @@ -3,8 +3,9 @@ import type { LanguageModel, Output } from 'ai'; import type { AgentRuntimeConfig } from './agent-runtime'; import type { AgentExecutionCounter, BuiltTool, JSONObject } from '../../types'; -import type { AgentPersistenceOptions, ExecutionOptions, ModelConfig } from '../../types/sdk/agent'; +import type { AgentPersistenceOptions, ExecutionOptions } from '../../types/sdk/agent'; import { lockAdditionalProperties } from '../../utils/json-schema'; +import { getModelIdString } from '../../utils/model'; import { isZodSchema } from '../../utils/zod'; import { createRecallMemoryTool, @@ -31,21 +32,6 @@ function wrapBuiltInRules(fragments: string[]): string | undefined { return `\n${fragments.map((f) => `- ${f}`).join('\n')}\n`; } -/** Resolve a model config to its canonical `provider/model` id string. */ -export function getModelIdString(model: ModelConfig): string { - if (typeof model === 'string') return model; - if ('id' in model && typeof model.id === 'string') return model.id; - if ('modelId' in model && typeof model.modelId === 'string') { - const rawProvider = 'provider' in model ? String(model.provider) : 'unknown'; - // AI SDK providers stamp a dotted sub-namespace (e.g. 'anthropic.messages', - // 'openai.chat'); strip it so the id matches the canonical 'provider/model' - // the billing rate table is keyed on. - const provider = rawProvider.split('.')[0]; - return `${provider}/${model.modelId}`; - } - return 'unknown'; -} - export interface StaticLoopContext { model: LanguageModel; aiProviderTools: ReturnType; diff --git a/packages/@n8n/agents/src/runtime/memory/memory-orchestrator.ts b/packages/@n8n/agents/src/runtime/memory/memory-orchestrator.ts index 612c003e566..03b80a63b65 100644 --- a/packages/@n8n/agents/src/runtime/memory/memory-orchestrator.ts +++ b/packages/@n8n/agents/src/runtime/memory/memory-orchestrator.ts @@ -28,6 +28,7 @@ import type { AgentDbMessage } from '../../types/sdk/message'; import type { ObservationLogScope, ObservationLogTaskKind } from '../../types/sdk/observation-log'; import type { AgentRuntimeConfig } from '../loop/agent-runtime'; import type { AgentMessageList } from '../model/message-list'; +import { estimateObservationTokens, type TokenCounter } from '../model/model-token-counter'; import type { BackgroundTaskTracker } from '../state/background-task-tracker'; import type { AgentEventBus } from '../state/event-bus'; import { @@ -75,6 +76,7 @@ export class MemoryOrchestrator { private readonly backgroundTasks: BackgroundTaskTracker, private readonly eventBus: AgentEventBus, private readonly runtimeTelemetry: RuntimeTelemetry, + private readonly tokenCounter: TokenCounter = estimateObservationTokens, ) {} async loadHistoryMessages( @@ -361,6 +363,7 @@ export class MemoryOrchestrator { observerThresholdTokens, observationLogTailLimit: observationalMemory.observationLogTailLimit ?? 0, observe, + tokenCounter: this.tokenCounter, executionCounter, telemetry, }), @@ -382,6 +385,7 @@ export class MemoryOrchestrator { ...scope, reflectorThresholdTokens, reflect, + tokenCounter: this.tokenCounter, executionCounter, telemetry, }), diff --git a/packages/@n8n/agents/src/runtime/memory/memory-store.ts b/packages/@n8n/agents/src/runtime/memory/memory-store.ts index 44ead5d46bd..30774583e92 100644 --- a/packages/@n8n/agents/src/runtime/memory/memory-store.ts +++ b/packages/@n8n/agents/src/runtime/memory/memory-store.ts @@ -30,7 +30,6 @@ import type { } from '../../types'; import type { AgentDbMessage } from '../../types/sdk/message'; import type { ObservationCursor } from '../../types/sdk/observation'; -import { estimateObservationTokens } from '../../types/sdk/observation-log'; import type { BuiltObservationLogStore, BuiltObservationLogTaskLockStore, @@ -43,6 +42,7 @@ import type { ObservationLogTaskKind, ObservationLogTaskLockHandle, } from '../../types/sdk/observation-log'; +import { estimateObservationTokens } from '../model/model-token-counter'; interface StoredMessage { message: AgentDbMessage; @@ -247,12 +247,25 @@ export class InMemoryMemory // ── Observational memory ───────────────────────────────────────────── - // eslint-disable-next-line @typescript-eslint/require-await async appendObservationLogEntries( rows: NewObservationLogEntry[], ): Promise { + const prepared = await Promise.all( + rows.map(async (row) => { + const createdAt = row.createdAt ?? new Date(); + return { + observationScopeId: row.observationScopeId, + marker: row.marker, + text: row.text, + parentId: row.parentId ?? null, + tokenCount: row.tokenCount ?? (await estimateObservationTokens(row.text)), + createdAt, + }; + }), + ); + const persisted: ObservationLogEntry[] = []; - for (const row of rows) { + for (const row of prepared) { const key = row.observationScopeId; const bucket = this.observationLogByScope.get(key) ?? []; const entry: ObservationLogEntry = { @@ -260,10 +273,10 @@ export class InMemoryMemory observationScopeId: row.observationScopeId, marker: row.marker, text: row.text, - parentId: row.parentId ?? null, - tokenCount: row.tokenCount ?? estimateObservationTokens(row.text), + parentId: row.parentId, + tokenCount: row.tokenCount, ...activeLifecycleState(), - createdAt: row.createdAt ?? new Date(), + createdAt: row.createdAt, }; bucket.push(entry); this.observationLogByScope.set(key, bucket); diff --git a/packages/@n8n/agents/src/runtime/memory/observation-log-defaults.ts b/packages/@n8n/agents/src/runtime/memory/observation-log-defaults.ts index 9b1821e46be..d7cdf9b29b0 100644 --- a/packages/@n8n/agents/src/runtime/memory/observation-log-defaults.ts +++ b/packages/@n8n/agents/src/runtime/memory/observation-log-defaults.ts @@ -8,8 +8,8 @@ import type { } from './observation-log-reflector'; import type { ModelConfig } from '../../types/sdk/agent'; import type { MemoryTaskUsageReport } from '../../types/sdk/observation-log'; +import { getModelIdString } from '../../utils/model'; import { incrementTokenCountFromUsage } from '../loop/execution-counter'; -import { getModelIdString } from '../loop/runtime-context'; import { loadAi } from '../model/lazy-ai'; import { createModel } from '../model/model-factory'; import { toTokenUsage } from '../streaming/stream'; diff --git a/packages/@n8n/agents/src/runtime/memory/observation-log-observer.ts b/packages/@n8n/agents/src/runtime/memory/observation-log-observer.ts index cacd7f12328..97e71067347 100644 --- a/packages/@n8n/agents/src/runtime/memory/observation-log-observer.ts +++ b/packages/@n8n/agents/src/runtime/memory/observation-log-observer.ts @@ -12,10 +12,9 @@ import type { ObservationLogMarker, ObservationLogObserveFn, ObservationLogObserverInput, - TokenCounter, } from '../../types/sdk/observation-log'; -import { estimateObservationTokens } from '../../types/sdk/observation-log'; import type { BuiltTelemetry } from '../../types/telemetry'; +import { estimateObservationTokens, type TokenCounter } from '../model/model-token-counter'; export type { ObservationLogObserveFn, ObservationLogObserverInput }; @@ -182,7 +181,7 @@ export async function runObservationLogObserver( const tokenCounter = opts.tokenCounter ?? estimateObservationTokens; const transcript = renderObserverTranscript(deltaMessages); - const tokenCount = tokenCounter(transcript); + const tokenCount = await tokenCounter(transcript); if (tokenCount < opts.observerThresholdTokens) { return { status: 'skipped', reason: 'below-threshold', tokenCount }; } @@ -213,15 +212,28 @@ export async function runObservationLogObserver( opts.onMalformedLine?.(line); } + const prepared = await Promise.all( + parsed.entries.map(async (entry) => { + const text = redactText(entry.text).text; + return { + marker: entry.marker, + parentIndex: entry.parentIndex, + text, + tokenCount: await tokenCounter(text), + }; + }), + ); + const inserted: ObservationLogEntry[] = []; - for (const entry of parsed.entries) { + for (const entry of prepared) { const parentId = entry.parentIndex === null ? null : (inserted[entry.parentIndex]?.id ?? null); const [row] = await memory.appendObservationLogEntries([ { observationScopeId, marker: entry.marker, - text: redactText(entry.text).text, + text: entry.text, parentId, + tokenCount: entry.tokenCount, createdAt: new Date(now.getTime() + inserted.length), }, ]); diff --git a/packages/@n8n/agents/src/runtime/memory/observation-log-reflector.ts b/packages/@n8n/agents/src/runtime/memory/observation-log-reflector.ts index e09c8fdea5d..8dcff412a55 100644 --- a/packages/@n8n/agents/src/runtime/memory/observation-log-reflector.ts +++ b/packages/@n8n/agents/src/runtime/memory/observation-log-reflector.ts @@ -12,10 +12,10 @@ import type { ObservationLogMerge, ObservationLogReflection, ObservationLogReflectionResult, - TokenCounter, } from '../../types/sdk/observation-log'; -import { estimateObservationTokens } from '../../types/sdk/observation-log'; +import { getStoredObservationTokenCount } from '../../types/sdk/observation-log'; import type { BuiltTelemetry } from '../../types/telemetry'; +import { estimateObservationTokens, type TokenCounter } from '../model/model-token-counter'; export type { ObservationLogReflectFn, ObservationLogReflectorInput }; @@ -172,7 +172,7 @@ export async function runObservationLogReflector( observationScopeId, order: 'asc', }); - const tokenCount = countObservationTokens(activeObservationLog, tokenCounter); + const tokenCount = countObservationTokens(activeObservationLog); if (tokenCount <= reflectorThresholdTokens) { return { status: 'skipped', reason: 'below-threshold', tokenCount }; } @@ -193,15 +193,19 @@ export async function runObservationLogReflector( activeObservationLog, withCreatedAt(parseObservationLogReflectionJson(output), now), ); - const reflection = { + const reflection: ObservationLogReflection = { ...normalized, - merge: normalized.merge.map((merge) => ({ ...merge, text: redactText(merge.text).text })), + merge: await Promise.all( + normalized.merge.map(async (merge) => { + const text = redactText(merge.text).text; + return { ...merge, text, tokenCount: await tokenCounter(text) }; + }), + ), }; const result = await memory.applyObservationLogReflection({ observationScopeId }, reflection); const remainingTokenCount = countObservationTokens( await memory.getActiveObservationLog({ observationScopeId }), - tokenCounter, ); const overBudgetAfterReflection = remainingTokenCount > reflectorThresholdTokens; if (overBudgetAfterReflection) { @@ -349,16 +353,8 @@ function withCreatedAt(reflection: ObservationLogReflection, now: Date): Observa }; } -function countObservationTokens( - entries: ObservationLogEntry[], - tokenCounter: TokenCounter, -): number { - return entries.reduce((total, entry) => total + observationTokenCount(entry, tokenCounter), 0); -} - -function observationTokenCount(entry: ObservationLogEntry, tokenCounter: TokenCounter): number { - if (Number.isFinite(entry.tokenCount) && entry.tokenCount > 0) return entry.tokenCount; - return tokenCounter(entry.text); +function countObservationTokens(entries: ObservationLogEntry[]): number { + return entries.reduce((total, entry) => total + getStoredObservationTokenCount(entry), 0); } function compareEntries(a: ObservationLogEntry, b: ObservationLogEntry): number { diff --git a/packages/@n8n/agents/src/runtime/memory/observation-log-renderer.ts b/packages/@n8n/agents/src/runtime/memory/observation-log-renderer.ts index b36e1f0a8b8..f1adf247b70 100644 --- a/packages/@n8n/agents/src/runtime/memory/observation-log-renderer.ts +++ b/packages/@n8n/agents/src/runtime/memory/observation-log-renderer.ts @@ -1,9 +1,8 @@ -import type { - ObservationLogEntry, - ObservationLogMarker, - TokenCounter, +import { + getStoredObservationTokenCount, + type ObservationLogEntry, + type ObservationLogMarker, } from '../../types/sdk/observation-log'; -import { estimateObservationTokens } from '../../types/sdk/observation-log'; const MARKER_LABELS: Record = { critical: 'CRITICAL', @@ -19,7 +18,6 @@ const MARKER_LEGEND = export interface RenderObservationLogOptions { renderTokenBudget?: number; - tokenCounter?: TokenCounter; } function compareEntries(a: ObservationLogEntry, b: ObservationLogEntry): number { @@ -34,11 +32,6 @@ function formatObservationTime(date: Date): string { return `${hours}:${minutes}`; } -function observationTokenCount(entry: ObservationLogEntry, tokenCounter: TokenCounter): number { - if (Number.isFinite(entry.tokenCount) && entry.tokenCount > 0) return entry.tokenCount; - return tokenCounter(entry.text); -} - function renderBullet(entry: ObservationLogEntry, indent = ''): string { return `${indent}* ${MARKER_LABELS[entry.marker]} (${formatObservationTime(entry.createdAt)}) ${entry.text}`; } @@ -48,13 +41,12 @@ export function renderObservationLog( options: RenderObservationLogOptions = {}, ): string | null { const activeEntries = entries.filter((entry) => entry.status === 'active').sort(compareEntries); - const tokenCounter = options.tokenCounter ?? estimateObservationTokens; const renderTokenBudget = options.renderTokenBudget; let remainingTokens = renderTokenBudget ?? Number.POSITIVE_INFINITY; const included = new Set(); for (const entry of activeEntries) { - const tokenCount = observationTokenCount(entry, tokenCounter); + const tokenCount = getStoredObservationTokenCount(entry); if (tokenCount > remainingTokens) continue; included.add(entry.id); remainingTokens -= tokenCount; diff --git a/packages/@n8n/agents/src/runtime/model/model-token-counter.ts b/packages/@n8n/agents/src/runtime/model/model-token-counter.ts new file mode 100644 index 00000000000..03cf098a2bf --- /dev/null +++ b/packages/@n8n/agents/src/runtime/model/model-token-counter.ts @@ -0,0 +1,22 @@ +import type { ModelConfig } from '../../types/sdk/agent'; +import { getModelIdString } from '../../utils/model'; + +export type TokenCounter = (text: string) => number | Promise; + +function createTokenCounter(encoding: 'cl100k_base' | 'o200k_base'): TokenCounter { + return async (text) => { + if (text.length === 0) return 0; + const { getEncoding } = await import('@n8n/ai-utilities/tokenizer'); + const encoder = await getEncoding(encoding); + return encoder.encode(text, [], []).length; + }; +} + +export const estimateObservationTokens = createTokenCounter('cl100k_base'); + +const estimateOpenAiTokens = createTokenCounter('o200k_base'); + +export function createModelTokenCounter(model: ModelConfig): TokenCounter { + const modelId = getModelIdString(model); + return modelId.startsWith('openai/') ? estimateOpenAiTokens : estimateObservationTokens; +} diff --git a/packages/@n8n/agents/src/runtime/tools/tool-call-executor.ts b/packages/@n8n/agents/src/runtime/tools/tool-call-executor.ts index 8ed4a07427a..cbff3ae4b3c 100644 --- a/packages/@n8n/agents/src/runtime/tools/tool-call-executor.ts +++ b/packages/@n8n/agents/src/runtime/tools/tool-call-executor.ts @@ -31,6 +31,7 @@ import { incrementToolCallCount } from '../loop/execution-counter'; import { stringifyError } from '../loop/runtime-helpers'; import type { AgentMessageList } from '../model/message-list'; import { normalizeToolInputForModel } from '../model/messages'; +import type { TokenCounter } from '../model/model-token-counter'; import type { AgentEventBus } from '../state/event-bus'; import type { RuntimeTelemetry } from '../telemetry/runtime-telemetry'; @@ -181,6 +182,7 @@ export interface ToolCallExecutorDeps { concurrency: number; /** Invoked when a run is aborted mid-batch so the runtime can set cancelled state. */ onCancelled: () => void; + tokenCounter: TokenCounter; } /** @@ -663,7 +665,7 @@ export class ToolCallExecutor { const builtTool = toolMap.get(toolName); if (!builtTool) { - return this.toolError(params, new Error(`Tool ${toolName} not found`)); + return await this.toolError(params, new Error(`Tool ${toolName} not found`)); } // Already settled by the AI SDK (e.g. provider-executed tools): emit the @@ -743,14 +745,14 @@ export class ToolCallExecutor { this.deps.onCancelled(); return this.buildCancelledOutcome(params, 'Run aborted'); } - return this.toolError(params, error as Error); + return await this.toolError(params, error as Error); } if (isSuspendedToolResult(toolResult)) { return await this.buildSuspendedOutcome(params, builtTool, toolResult); } - return this.buildSuccessOutcome(params, builtTool, input, toolResult); + return await this.buildSuccessOutcome(params, builtTool, input, toolResult); } private async runCancellationCleanup( @@ -847,7 +849,7 @@ export class ToolCallExecutor { } /** Emit a failed ToolExecutionEnd, record the error on the list, return an error outcome. */ - private toolError(params: ProcessToolCallParams, error: unknown): ToolCallOutcome { + private async toolError(params: ProcessToolCallParams, error: unknown): Promise { this.eventBus.emit({ type: AgentEvent.ToolExecutionEnd, toolCallId: params.toolCallId, @@ -855,7 +857,10 @@ export class ToolCallExecutor { result: error, isError: true, }); - params.list.setToolCallError(params.toolCallId, guardToolErrorForModel(stringifyError(error))); + params.list.setToolCallError( + params.toolCallId, + await guardToolErrorForModel(stringifyError(error), this.deps.tokenCounter), + ); return { outcome: 'error', error }; } @@ -924,7 +929,7 @@ export class ToolCallExecutor { if (!result.success) { return { ok: false, - outcome: this.toolError(params, new Error(`Invalid tool input: ${result.error}`)), + outcome: await this.toolError(params, new Error(`Invalid tool input: ${result.error}`)), }; } return { ok: true, input: result.data as JSONValue }; @@ -983,13 +988,19 @@ export class ToolCallExecutor { if (builtTool.suspendSchema) { const parseResult = await parseWithSchema(builtTool.suspendSchema, toolResult.payload); if (!parseResult.success) { - return this.toolError(params, new Error(`Invalid suspend payload: ${parseResult.error}`)); + return await this.toolError( + params, + new Error(`Invalid suspend payload: ${parseResult.error}`), + ); } toolResult.payload = parseResult.data as JSONValue; } const resumeSchema = getToolResumeJsonSchema(builtTool, toolResult.resumeSchema); if (!resumeSchema) { - return this.toolError(params, new Error(`Tool ${params.toolName} has no resume schema`)); + return await this.toolError( + params, + new Error(`Tool ${params.toolName} has no resume schema`), + ); } return { outcome: 'suspended', @@ -1000,12 +1011,12 @@ export class ToolCallExecutor { } /** Apply toModelOutput, emit ToolExecutionEnd, build the success outcome. */ - private buildSuccessOutcome( + private async buildSuccessOutcome( params: ProcessToolCallParams, builtTool: BuiltTool, input: JSONValue, toolResult: unknown, - ): ToolCallOutcome { + ): Promise { const { toolCallId, toolName, list } = params; // Apply toModelOutput transform before emitting the success event. @@ -1015,9 +1026,9 @@ export class ToolCallExecutor { try { modelResult = builtTool.toModelOutput ? builtTool.toModelOutput(toolResult) : toolResult; } catch (error) { - return this.toolError(params, error); + return await this.toolError(params, error); } - const guardedResult = guardToolResultForModel(modelResult); + const guardedResult = await guardToolResultForModel(modelResult, this.deps.tokenCounter); this.eventBus.emit({ type: AgentEvent.ToolExecutionEnd, @@ -1031,7 +1042,7 @@ export class ToolCallExecutor { const customMessage = builtTool.toMessage?.(toolResult); const guardedCustomMessage = customMessage - ? guardToolMessageForModel(customMessage) + ? await guardToolMessageForModel(customMessage, this.deps.tokenCounter) : undefined; if (guardedCustomMessage) { list.addResponse([guardedCustomMessage]); diff --git a/packages/@n8n/agents/src/runtime/tools/tool-result-guard.ts b/packages/@n8n/agents/src/runtime/tools/tool-result-guard.ts index 6b0820afed1..7aff4f3cfbc 100644 --- a/packages/@n8n/agents/src/runtime/tools/tool-result-guard.ts +++ b/packages/@n8n/agents/src/runtime/tools/tool-result-guard.ts @@ -1,11 +1,12 @@ import { toJsonValue } from '@n8n/utils/json/to-json-value'; import type { AgentMessage, MessageContent } from '../../types/sdk/message'; -import { estimateObservationTokens } from '../../types/sdk/observation-log'; import type { JSONObject, JSONValue } from '../../types/utils/json'; +import { estimateObservationTokens, type TokenCounter } from '../model/model-token-counter'; export const MAX_MODEL_TOOL_RESULT_TOKENS = 50_000; -export const MAX_MODEL_TOOL_RESULT_CHARS = MAX_MODEL_TOOL_RESULT_TOKENS * 4; +// BPE tokens cannot exceed UTF-8 bytes; reserve room for provider message framing. +const SMALL_PAYLOAD_OVERHEAD_BYTES = 1_024; interface TruncatedToolResult extends JSONObject { _truncated: true; @@ -21,33 +22,52 @@ export interface GuardedToolResult { truncated: boolean; } -export function guardToolResultForModel(output: unknown): GuardedToolResult { +export async function guardToolResultForModel( + output: unknown, + tokenCounter: TokenCounter = estimateObservationTokens, +): Promise { const historyOutput = toJsonValue(output); const serialized = JSON.stringify(historyOutput); - if (estimateObservationTokens(serialized) <= MAX_MODEL_TOOL_RESULT_TOKENS) { + if (isClearlyWithinTokenLimit(serialized)) { return { historyOutput, wireOutput: output, truncated: false }; } - const truncated = buildTruncationEnvelope(serialized); + const tokenCount = await tokenCounter(serialized); + if (tokenCount <= MAX_MODEL_TOOL_RESULT_TOKENS) { + return { historyOutput, wireOutput: output, truncated: false }; + } + + const truncated = await buildTruncationEnvelope(serialized, tokenCount, tokenCounter); return { historyOutput: truncated, wireOutput: truncated, truncated: true }; } -export function guardToolErrorForModel(errorText: string): string { - const guarded = guardToolResultForModel(errorText); +export async function guardToolErrorForModel( + errorText: string, + tokenCounter: TokenCounter = estimateObservationTokens, +): Promise { + const guarded = await guardToolResultForModel(errorText, tokenCounter); return guarded.truncated ? JSON.stringify(guarded.historyOutput) : errorText; } -export function guardToolMessageForModel(message: AgentMessage): AgentMessage { +export async function guardToolMessageForModel( + message: AgentMessage, + tokenCounter: TokenCounter = estimateObservationTokens, +): Promise { if (!('content' in message)) return message; const textBlocks = message.content.filter((block) => block.type === 'text'); if (textBlocks.length === 0) return message; const serialized = JSON.stringify(textBlocks.map(({ text }) => text)); - if (estimateObservationTokens(serialized) <= MAX_MODEL_TOOL_RESULT_TOKENS) return message; + if (isClearlyWithinTokenLimit(serialized)) return message; - const replacement = JSON.stringify(buildTruncationEnvelope(serialized)); + const tokenCount = await tokenCounter(serialized); + if (tokenCount <= MAX_MODEL_TOOL_RESULT_TOKENS) return message; + + const replacement = JSON.stringify( + await buildTruncationEnvelope(serialized, tokenCount, tokenCounter), + ); let replacedText = false; const content = message.content.flatMap((block): MessageContent[] => { if (block.type !== 'text') return [block]; @@ -60,31 +80,42 @@ export function guardToolMessageForModel(message: AgentMessage): AgentMessage { return { ...message, content }; } -function buildTruncationEnvelope(serialized: string): TruncatedToolResult { +function isClearlyWithinTokenLimit(serialized: string): boolean { + return ( + Buffer.byteLength(serialized, 'utf8') + SMALL_PAYLOAD_OVERHEAD_BYTES <= + MAX_MODEL_TOOL_RESULT_TOKENS + ); +} + +async function buildTruncationEnvelope( + serialized: string, + originalTokenCount: number, + tokenCounter: TokenCounter, +): Promise { const base = { _truncated: true, originalCharCount: serialized.length, - estimatedTokenCount: estimateObservationTokens(serialized), + estimatedTokenCount: originalTokenCount, } as const; - let low = 0; - let high = Math.min(serialized.length, MAX_MODEL_TOOL_RESULT_CHARS); - let best: TruncatedToolResult = { ...base, head: '', tail: '' }; + let excerptLength = Math.floor( + (serialized.length * MAX_MODEL_TOOL_RESULT_TOKENS * 0.9) / originalTokenCount, + ); - while (low <= high) { - const excerptLength = Math.floor((low + high) / 2); + while (true) { const { head, tail } = splitHeadAndTail(serialized, excerptLength); const candidate: TruncatedToolResult = { ...base, head, tail }; - - if (JSON.stringify(candidate).length <= MAX_MODEL_TOOL_RESULT_CHARS) { - best = candidate; - low = excerptLength + 1; - } else { - high = excerptLength - 1; + const candidateTokenCount = await tokenCounter(JSON.stringify(candidate)); + if (candidateTokenCount <= MAX_MODEL_TOOL_RESULT_TOKENS || excerptLength === 0) { + return candidate; } - } - return best; + excerptLength = Math.min( + excerptLength - 1, + Math.floor((excerptLength * MAX_MODEL_TOOL_RESULT_TOKENS * 0.9) / candidateTokenCount), + ); + } } + function splitHeadAndTail(value: string, excerptLength: number): { head: string; tail: string } { const headLength = Math.ceil(excerptLength / 2); const tailLength = Math.floor(excerptLength / 2); diff --git a/packages/@n8n/agents/src/types/index.ts b/packages/@n8n/agents/src/types/index.ts index 1ea94a75491..46deea5ee5d 100644 --- a/packages/@n8n/agents/src/types/index.ts +++ b/packages/@n8n/agents/src/types/index.ts @@ -145,10 +145,8 @@ export type { ObservationLogStatus, ObservationLogTaskKind, ObservationLogTaskLockHandle, - TokenCounter, } from './sdk/observation-log'; export { - estimateObservationTokens, OBSERVATION_LOG_MARKERS, OBSERVATION_LOG_STATUSES, } from './sdk/observation-log'; diff --git a/packages/@n8n/agents/src/types/sdk/observation-log.ts b/packages/@n8n/agents/src/types/sdk/observation-log.ts index 92e3805cb6d..bc078558ddd 100644 --- a/packages/@n8n/agents/src/types/sdk/observation-log.ts +++ b/packages/@n8n/agents/src/types/sdk/observation-log.ts @@ -68,9 +68,12 @@ export interface ObservationLogReflectionResult { inserted: ObservationLogEntry[]; } -export type TokenCounter = (text: string) => number; - -export const estimateObservationTokens: TokenCounter = (text) => Math.ceil(text.length / 4); +export function getStoredObservationTokenCount( + entry: Pick, +): number { + if (Number.isFinite(entry.tokenCount) && entry.tokenCount > 0) return entry.tokenCount; + return Buffer.byteLength(entry.text, 'utf8'); +} export interface ObservationLogObserverInput { observationScopeId: string; diff --git a/packages/@n8n/agents/src/utils/model.ts b/packages/@n8n/agents/src/utils/model.ts new file mode 100644 index 00000000000..2dd5e051c58 --- /dev/null +++ b/packages/@n8n/agents/src/utils/model.ts @@ -0,0 +1,13 @@ +import type { ModelConfig } from '../types/sdk/agent'; + +/** Resolve a model config to its canonical `provider/model` id string. */ +export function getModelIdString(model: ModelConfig): string { + if (typeof model === 'string') return model; + if ('id' in model && typeof model.id === 'string') return model.id; + if ('modelId' in model && typeof model.modelId === 'string') { + const rawProvider = 'provider' in model ? String(model.provider) : 'unknown'; + const provider = rawProvider.split('.')[0]; + return `${provider}/${model.modelId}`; + } + return 'unknown'; +} diff --git a/packages/@n8n/agents/vitest.integration.setup.ts b/packages/@n8n/agents/vitest.integration.setup.ts index cab02a7ed86..7a1a4fb1dbc 100644 --- a/packages/@n8n/agents/vitest.integration.setup.ts +++ b/packages/@n8n/agents/vitest.integration.setup.ts @@ -124,7 +124,11 @@ const MODELS_DEV_FIXTURE = { }, }; -const SENSITIVE_RESPONSE_HEADERS = ['anthropic-organization-id']; +const SENSITIVE_RESPONSE_HEADERS = [ + 'anthropic-organization-id', + 'anthropic-workspace-id', + 'set-cookie', +]; const ENCODING_RESPONSE_HEADERS = ['content-encoding', 'content-length', 'transfer-encoding']; function sanitizeCassette(defs: nock.Definition[]): nock.Definition[] { diff --git a/packages/@n8n/ai-utilities/package.json b/packages/@n8n/ai-utilities/package.json index f9616c99837..fc6048655ac 100644 --- a/packages/@n8n/ai-utilities/package.json +++ b/packages/@n8n/ai-utilities/package.json @@ -25,6 +25,9 @@ "http-proxy-agent": [ "dist/esm/utils/http-proxy-agent.d.ts" ], + "tokenizer": [ + "dist/esm/utils/tokenizer/tiktoken.d.ts" + ], "web-search": [ "dist/esm/web-search/index.d.ts" ], @@ -69,6 +72,11 @@ "import": "./dist/esm/utils/http-proxy-agent.js", "require": "./dist/cjs/utils/http-proxy-agent.js" }, + "./tokenizer": { + "types": "./dist/esm/utils/tokenizer/tiktoken.d.ts", + "import": "./dist/esm/utils/tokenizer/tiktoken.js", + "require": "./dist/cjs/utils/tokenizer/tiktoken.js" + }, "./web-search": { "types": "./dist/esm/web-search/index.d.ts", "import": "./dist/esm/web-search/index.js", diff --git a/packages/cli/src/modules/agents/integrations/__tests__/n8n-memory.test.ts b/packages/cli/src/modules/agents/integrations/__tests__/n8n-memory.test.ts index 8e71e96f231..388c06de10d 100644 --- a/packages/cli/src/modules/agents/integrations/__tests__/n8n-memory.test.ts +++ b/packages/cli/src/modules/agents/integrations/__tests__/n8n-memory.test.ts @@ -24,7 +24,6 @@ import type { AgentResourceRepository } from '../../repositories/agent-resource. import type { AgentThreadRepository } from '../../repositories/agent-thread.repository'; import { N8nMemory } from '../n8n-memory'; -const estimateObservationTokens = (text: string) => Math.ceil(text.length / 4); type N8nMemoryImplementation = ReturnType; describe('N8nMemory', () => { @@ -795,7 +794,7 @@ describe('N8nMemory', () => { marker: 'important', text: 'hello', parentId: null, - tokenCount: estimateObservationTokens('hello'), + tokenCount: 1, status: 'active', supersededBy: null, }), @@ -929,7 +928,7 @@ describe('N8nMemory', () => { marker: 'important', text: 'Merged observation', parentId: null, - tokenCount: estimateObservationTokens('Merged observation'), + tokenCount: 3, status: 'active', supersededBy: null, }), diff --git a/packages/cli/src/modules/agents/integrations/n8n-memory.ts b/packages/cli/src/modules/agents/integrations/n8n-memory.ts index c63f0be441a..725887eb8f0 100644 --- a/packages/cli/src/modules/agents/integrations/n8n-memory.ts +++ b/packages/cli/src/modules/agents/integrations/n8n-memory.ts @@ -1,6 +1,7 @@ import { activeLifecycleState, droppedLifecycleState, + estimateObservationTokens, normalizeObservationLogReflection, hashEpisodicMemoryContent, hashEpisodicMemoryEvidence, @@ -68,8 +69,6 @@ import { AgentObservationRepository } from '../repositories/agent-observation.re import { AgentResourceRepository } from '../repositories/agent-resource.repository'; import { AgentThreadRepository } from '../repositories/agent-thread.repository'; -const estimateObservationTokens = (text: string) => Math.ceil(text.length / 4); - @Service() export class N8nMemory { constructor( @@ -325,17 +324,19 @@ export class N8nMemoryImpl ): Promise { if (rows.length === 0) return []; - const entities: AgentObservationEntity[] = rows.map((row) => - this.observationRepository.create({ - agentId: this.agentId, - observationScopeId: row.observationScopeId, - marker: row.marker, - text: row.text, - parentId: row.parentId ?? null, - tokenCount: row.tokenCount ?? estimateObservationTokens(row.text), - ...activeLifecycleState(), - createdAt: row.createdAt, - }), + const entities: AgentObservationEntity[] = await Promise.all( + rows.map(async (row) => + this.observationRepository.create({ + agentId: this.agentId, + observationScopeId: row.observationScopeId, + marker: row.marker, + text: row.text, + parentId: row.parentId ?? null, + tokenCount: row.tokenCount ?? (await estimateObservationTokens(row.text)), + ...activeLifecycleState(), + createdAt: row.createdAt, + }), + ), ); const saved = await this.observationRepository.save(entities); @@ -425,17 +426,19 @@ export class N8nMemoryImpl ); const inserted = normalized.merge.length ? await repo.save( - normalized.merge.map((entry) => - repo.create({ - agentId: this.agentId, - observationScopeId: scope.observationScopeId, - marker: entry.marker, - text: entry.text, - parentId: entry.parentId ?? null, - tokenCount: entry.tokenCount ?? estimateObservationTokens(entry.text), - ...activeLifecycleState(), - createdAt: entry.createdAt, - }), + await Promise.all( + normalized.merge.map(async (entry) => + repo.create({ + agentId: this.agentId, + observationScopeId: scope.observationScopeId, + marker: entry.marker, + text: entry.text, + parentId: entry.parentId ?? null, + tokenCount: entry.tokenCount ?? (await estimateObservationTokens(entry.text)), + ...activeLifecycleState(), + createdAt: entry.createdAt, + }), + ), ), ) : []; diff --git a/packages/cli/src/modules/instance-ai/storage/__tests__/typeorm-observation-log-store.test.ts b/packages/cli/src/modules/instance-ai/storage/__tests__/typeorm-observation-log-store.test.ts index b82319f7b8b..71c15da42c0 100644 --- a/packages/cli/src/modules/instance-ai/storage/__tests__/typeorm-observation-log-store.test.ts +++ b/packages/cli/src/modules/instance-ai/storage/__tests__/typeorm-observation-log-store.test.ts @@ -53,7 +53,7 @@ describe('TypeORMObservationLogStore', () => { marker: 'important', text: 'User prefers Slack alerts', parentId: null, - tokenCount: 8, + tokenCount: 4, status: 'active', supersededBy: null, createdAt, @@ -66,7 +66,7 @@ describe('TypeORMObservationLogStore', () => { marker: 'important', text: 'User prefers Slack alerts', parentId: null, - tokenCount: 8, + tokenCount: 4, status: 'active', supersededBy: null, createdAt, @@ -93,6 +93,7 @@ describe('TypeORMObservationLogStore', () => { }), ]); expect(active).toEqual(inserted); + expect(observationRepo.create).toHaveBeenCalledWith(expect.objectContaining({ tokenCount: 4 })); }); it('stores and reads observation cursors', async () => { diff --git a/packages/cli/src/modules/instance-ai/storage/typeorm-observation-log-store.ts b/packages/cli/src/modules/instance-ai/storage/typeorm-observation-log-store.ts index 2d558e0f1bc..d55f1588ecb 100644 --- a/packages/cli/src/modules/instance-ai/storage/typeorm-observation-log-store.ts +++ b/packages/cli/src/modules/instance-ai/storage/typeorm-observation-log-store.ts @@ -57,16 +57,18 @@ export class TypeORMObservationLogStore ): Promise { if (rows.length === 0) return []; - const entities = rows.map((row) => - this.observationRepo.create({ - observationScopeId: row.observationScopeId, - marker: row.marker, - text: row.text, - parentId: row.parentId ?? null, - tokenCount: row.tokenCount ?? estimateObservationTokens(row.text), - ...activeLifecycleState(), - createdAt: row.createdAt, - }), + const entities = await Promise.all( + rows.map(async (row) => + this.observationRepo.create({ + observationScopeId: row.observationScopeId, + marker: row.marker, + text: row.text, + parentId: row.parentId ?? null, + tokenCount: row.tokenCount ?? (await estimateObservationTokens(row.text)), + ...activeLifecycleState(), + createdAt: row.createdAt, + }), + ), ); const saved = await this.observationRepo.save(entities); @@ -163,16 +165,18 @@ export class TypeORMObservationLogStore const inserted = normalized.merge.length ? await repo.save( - normalized.merge.map((entry) => - repo.create({ - observationScopeId: scope.observationScopeId, - marker: entry.marker, - text: entry.text, - parentId: entry.parentId ?? null, - tokenCount: entry.tokenCount ?? estimateObservationTokens(entry.text), - ...activeLifecycleState(), - createdAt: entry.createdAt, - }), + await Promise.all( + normalized.merge.map(async (entry) => + repo.create({ + observationScopeId: scope.observationScopeId, + marker: entry.marker, + text: entry.text, + parentId: entry.parentId ?? null, + tokenCount: entry.tokenCount ?? (await estimateObservationTokens(entry.text)), + ...activeLifecycleState(), + createdAt: entry.createdAt, + }), + ), ), ) : [];