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GPT-6.1 Sol (effort default (no reasoning-effort override) · thinking off) on Answer 6 multi-hop questions from ~150KB of meeting notes with corrections and decoys

OGPT-6.1 Soldefault · thinking off · Codex CLI 0.163.0 (codex exec --json) · cloud · 2026-10-22 · by @bobsiopener

Trust 80%Fully autonomoussuccess · first try
Estimated cost
$0.04
Wall time
27s
Human step-ins
0
Outcome
Pass

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Summary

Exact prompt

# Task: answer questions from a year of meeting notes `meeting_notes.txt` holds ~400 meeting entries (≈220 KB). Facts are spread across meetings and some are later corrected, drafted, or rejected. Answer from the notes only. Write `answers.json`: {"q1": {"answer": "...", "meeting": <meeting number that is the authoritative source>}, ...} - q1: What capex was approved for the warehouse-robotics initiative? - q2: Who approved it? - q3: Who currently owns the contract with the lidar vendor for that initiative? - q4: Who chairs the security standup now? - q5: Which firmware version fixed the root cause of the lidar incident? - q6: When and where is the robotics lab moving (month and building)? No network. Put only the current answer in "answer"; any context about superseded values must go in parentheses (parenthetical text is ignored by grading).

Codename indirection, superseded/void figures, ownership hand-offs and postponed dates; must cite the authoritative meeting number. Original benchmark task written for usecaserank.com. Headless, offline run on a reproducible fixture. Cost shown is a list-price API-equivalent estimate (run on a ChatGPT subscription, not billed).

Success criteria: 1. All 6 answers must contain the required token(s) for the authoritative (latest/approved) fact, case-insensitive. 2. Answers must not contain the superseded/void/decoy values for that question (any decoy present = wrong). 3. At least 5 of 6 cited meeting numbers must be the exact authoritative meeting.

Setup notes: Use Case Scout batch4 case d10-long-context-needles (offline fixture). Prepared with batch4/prepare.sh on the shared box; only TASK.md + starting files were copied to the agent machine, hidden key/tests stayed on the box. Prompt = TASK.md verbatim on stdin. Flags: --json -s workspace-write --skip-git-repo-check --ephemeral --ignore-user-config --ignore-rules -C <workdir>. Scored on the box with the scout's scorer: `python score.py WORKDIR KEYDIR/key.json`. Single run, no retries. User-level AGENTS.md (846 bytes, sha256 83ec4fe50da8) may have been in context; --ignore-user-config does not document excluding it. Serving model not confirmed: requested via -m; the event log does not echo the serving model id. Price source is secondary (pricing.json verification='secondary', https://www.actuia.com/en/news/ai-api-pricing-in-october-2026-050-to-50-for-output/), not an official OpenAI price page. Score: pass. Cost is an ESTIMATE: measured tokens x pricing.json list price (ChatGPT plan, nothing billed); input_tokens include cached reads; output_tokens include reasoning tokens. Tool calls 4 (1 failed, recovered). Single run.

Estimated cost List-price estimate; not actually billed.

Metrics

Estimated cost
$0.04
Wall time
27s
Human step-ins
0
Turns
1
Model usage
ModelInput tokOutput tokCost
OGPT-6.1 Solopenai/gpt-6.1-soleffort default (no reasoning-effort override) · thinking off92,186626$0.04

Reproduce this run

  1. Use the use case prompt on the use case page.
  2. Same setup: GPT-6.1 Sol (openai/gpt-6.1-sol, effort default (no reasoning-effort override) · thinking off) via Codex CLI 0.163.0 (codex exec --json), cloud.
  3. It counts as a success only if it meets every success criterion: 1. All 6 answers must contain the required token(s) for the authoritative (latest/approved) fact, case-insensitive. 2. Answers must not contain the superseded/void/decoy values for that question (any decoy present = wrong). 3. At least 5 of 6 cited meeting numbers must be the exact authoritative meeting.
  4. Log model, tokens, wall time, human step-ins and the evidence log, then submit it as a reproduction. A different model? Submit a head-to-head rerun.

How runs are scored: Methodology.

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Evidence log
{"type": "thread.started", "thread_id": "01a1642a-4b24-77c2-908d-b819e1d126b2"}
{"type": "turn.started"}
{"type": "item.completed", "item": {"id": "item_0", "type": "agent_message", "text": "I\u2019ll trace the decisions and later corrections in the notes, then write `answers.json` with the authoritative meeting numbers."}}
{"type": "item.started", "item": {"id": "item_1", "type": "command_execution", "command": "/bin/bash -lc \"ls -la; rg -n -i 'capex|lidar|security standup|robotics lab|warehouse.robot' meeting_notes.txt\"", "aggregated_output": "", "exit_code": null, "status": "in_progress"}}
{"type": "item.completed", "item": {"id": "item_1", "type": "command_execution", "command": "/bin/bash -lc \"ls -la; rg -n -i 'capex|lidar|security standup|robotics lab|warehouse.robot' meeting_notes.txt\"", "aggregated_output": "total 164\ndrwxr-xr-x 6 bob bob   4096 Oct 22 11:11 .\ndrwxrwxr-x 3 bob bob   4096 Oct 22 11:10 ..\ndr-xr-xr-x 2 bob bob     40 Oct 22 11:11 .agents\ndr-xr-xr-x 2 bob bob     40 Oct 22 11:11 .aws\ndr-xr-xr-x 2 bob bob     40 Oct 22 11:11 .codex\ndr-xr-xr-x 2 bob bob     40 Oct 22 11:11 .git\n-rw-r--r-- 1 bob bob    857 Oct 22 10:08 TASK.md\n-rw-r--r-- 1 bob bob 152406 Oct 22 10:08 meeting_notes.txt\n4:=== Meeting 002 | 2026-01-08 | security standup | attendees: Erik Lund, Chen Yu, Gabe Ortiz ===\n22:=== Meeting 008 | 2026-01-22 | security standup | attendees: Dalia Haddad, Jonas Weber, Amara Osei ===\n103:=== Meeting 035 | 2026-01-15 | security standup | attendees: Dalia Haddad, Ines Duarte, Amara Osei ===\n112:=== Meeting 038 | 2026-01-08 | security standup | attendees: Fatima Noor, Dalia Haddad, Bruno Keller ===\n122:Reviewed metrics dashboard; numbers within expected range. Action: update the tracker with owners. Parking lot: documentation debt. Agreed to move the sync to Thursdays. Action: update the tracker with owners. Codename assignment: the warehouse-robotics initiative will be referred to as Project Kestrel in all documents.\n127:=== Meeting 043 | 2026-01-15 | security standup | attendees: Amara Osei, Erik Lund, Ines Duarte ===\n151:=== Meeting 051 | 2026-02-15 | security standup | attendees: Fatima Noor, Hiro Sato, Gabe Ortiz ===\n163:=== Meeting 055 | 2026-02-15 | security standup | attendees: Amara Osei, Chen Yu, Bruno Keller ===\n166:=== Meeting 056 | 2026-02-22 | security standup | attendees: Chen Yu, Hiro Sato, Amara Osei ===\n167:Action: update the tracker with owners. Brief update on onboarding; nothing blocking. Discussed backlog items and agreed to revisit next week. Agreed to move the sync to Thursdays. Discussed backlog items and agreed to revisit next week. Reviewed metrics dashboard; numbers within expected range. Action: update the tracker with owners. Reviewed metrics dashboard; numbers within expected range. Parking lot: documentation debt. Draft codename proposal (rejected later): warehouse-robotics initiative as Project Osprey.\n229:=== Meeting 077 | 2026-02-01 | security standup | attendees: Amara Osei, Hiro Sato, Fatima Noor ===\n262:=== Meeting 088 | 2026-02-22 | security standup | attendees: Jonas Weber, Amara Osei, Dalia Haddad ===\n271:=== Meeting 091 | 2026-03-15 | security standup | attendees: Hiro Sato, Erik Lund, Jonas Weber ===\n272:Reviewed metrics dashboard; numbers within expected range. Parking lot: documentation debt. No decisions recorded. Discussed backlog items and agreed to revisit next week. Action: update the tracker with owners. Vendor selected for Project Kestrel lidar units: Nordsense AB. Contract owner: Erik Lund.\n295:=== Meeting 099 | 2026-03-15 | security standup | attendees: Ines Duarte, Fatima Noor, Amara Osei ===\n331:=== Meeting 111 | 2026-03-15 | security standup | attendees: Chen Yu, Erik Lund, Ines Duarte ===\n355:=== Meeting 119 | 2026-03-15 | security standup | attendees: Bruno Keller, Jonas Weber, Chen Yu ===\n362:Agreed to move the sync to Thursdays. Reviewed metrics dashboard; numbers within expected range. Action: update the tracker with owners. Agreed to move the sync to Thursdays. Parking lot: documentation debt. Action: update the tracker with owners. Discussed backlog items and agreed to revisit next week. No decisions recorded. Office move: the robotics lab relocates from Building C to Building F in September.\n385:=== Meeting 129 | 2026-03-01 | security standup | attendees: Amara Osei, Fatima Noor, Chen Yu ===\n388:=== Meeting 130 | 2026-03-08 | security standup | attendees: Jonas Weber, Hiro Sato, Erik Lund ===\n409:=== Meeting 137 | 2026-04-01 | security standup | attendees: Bruno Keller, Dalia Haddad, Chen Yu ===\n418:=== Meeting 140 | 2026-04-22 | security standup | attendees: Jonas Weber, Chen Yu, Bruno Keller ===\n436:=== Meeting 146 | 2026-04-08 | security standup | attendees: Erik Lund, Gabe Ortiz, Jonas Weber ===\n499:=== Meeting 167 | 2026-04-15 | security standup | attendees: Gabe Ortiz, Dalia Haddad, Fatima Noor ===\n520:=== Meeting 174 | 2026-04-08 | security standup | attendees: Hiro Sato, Fatima Noor, Chen Yu ===\n544:=== Meeting 182 | 2026-05-08 | security standup | attendees: Ines Duarte, Gabe Ortiz, Bruno Keller ===\n547:=== Meeting 183 | 2026-05-15 | security standup | attendees: Ines Duarte, Hiro Sato, Chen Yu ===\n550:=== Meeting 184 | 2026-05-22 | security standup | attendees: Jonas Weber, Fatima Noor, Chen Yu ===\n574:=== Meeting 192 | 2026-05-22 | security standup | attendees: Erik Lund, Fatima Noor, Bruno Keller ===\n602:Parking lot: documentation debt. Agreed to move the sync to Thursdays. No decisions recorded. Brief update on onboarding; nothing blocking. No decisions recorded. On-call rotation change: the security standup is now chaired by Hiro Sato; Chen Yu steps down.\n622:=== Meeting 208 | 2026-05-22 | security standup | attendees: Hiro Sato, Amara Osei, Gabe Ortiz ===\n640:=== Meeting 214 | 2026-05-08 | security standup | attendees: Chen Yu, Dalia Haddad, Ines Duarte ===\n643:=== Meeting 215 | 2026-05-15 | security standup | attendees: Bruno Keller, Hiro Sato, Erik Lund ===\n766:=== Meeting 256 | 2026-06-22 | security standup | attendees: Erik Lund, Amara Osei, Ines Duarte ===\n769:=== Meeting 257 | 2026-06-01 | security standup | attendees: Jonas Weber, Ines Duarte, Bruno Keller ===\n814:=== Meeting 272 | 2026-07-22 | security standup | attendees: Dalia Haddad, Chen Yu, Jonas Weber ===\n859:=== Meeting 287 | 2026-07-15 | security standup | attendees: Chen Yu, Ines Duarte, Dalia Haddad ===\n865:=== Meeting 289 | 2026-07-01 | security standup | attendees: Jonas Weber, Chen Yu, Dalia Haddad ===\n901:=== Meeting 301 | 2026-07-01 | security standup | attendees: Fatima Noor, Erik Lund, Jonas Weber ===\n932:Action: update the tracker with owners. Parking lot: documentation debt. Parking lot: documentation debt. No decisions recorded. Brief update on onboarding; nothing blocking. Reviewed metrics dashboard; numbers within expected range. Budget decision: Project Kestrel capex of EUR 2.4M approved by Dalia Haddad (CFO delegate). Earlier draft figure of EUR 3.1M is void.\n952:=== Meeting 318 | 2026-08-08 | security standup | attendees: Jonas Weber, Bruno Keller, Dalia Haddad ===\n973:=== Meeting 325 | 2026-08-01 | security standup | attendees: Erik Lund, Jonas Weber, Hiro Sato ===\n991:=== Meeting 331 | 2026-08-15 | security standup | attendees: Gabe Ortiz, Hiro Sato, Chen Yu ===\n992:Parking lot: documentation debt. Action: update the tracker with owners. Reviewed metrics dashboard; numbers within expected range. Parking lot: documentation debt. No decisions recorded. Parking lot: documentation debt. Discussed backlog items and agreed to revisit next week. No decisions recorded. Agreed to move the sync to Thursdays. Update: robotics lab relocation postponed; it will move to Building F in November instead of September.\n1060:=== Meeting 354 | 2026-08-08 | security standup | attendees: Dalia Haddad, Gabe Ortiz, Bruno Keller ===\n1063:=== Meeting 355 | 2026-08-15 | security standup | attendees: Bruno Keller, Dalia Haddad, Amara Osei ===\n1066:=== Meeting 356 | 2026-08-22 | security standup | attendees: Gabe Ortiz, Erik Lund, Jonas Weber ===\n1112:Discussed backlog items and agreed to revisit next week. Action: update the tracker with owners. Discussed backlog items and agreed to revisit next week. Reviewed metrics dashboard; numbers within expected range. Brief update on onboarding; nothing blocking. Agreed to move the sync to Thursdays. Agreed to move the sync to Thursdays. Action: update the tracker with owners. Reviewed metrics dashboard; numbers within expected range. Incident INC-4471 (lidar firmware) root cause: certificate pinning bug in firmware 3.2.1; fixed in 3.2.4.\n1126:=== Meeting 376 | 2026-09-22 | security standup | attendees: Erik Lund, Hiro Sato, Jonas Weber ===\n1168:=== Meeting 390 | 2026-09-08 | security standup | attendees: Amara Osei, Hiro Sato, Ines Duarte ===\n1171:=== Meeting 391 | 2026-09-15 | security standup | attendees: Amara Osei, Bruno Keller, Gabe Ortiz ===\n1189:=== Meeting 397 | 2026-09-01 | security standup | attendees: Ines Duarte, Bruno Keller, Hiro Sato ===\n", "exit_code": 0, "status": "completed"}}
{"type": "item.started", "item": {"id": "item_2", "type": "command_execution", "command": "/bin/bash -lc \"rg -n -i -B 1 'kestrel|osprey|nordsense|contract|chair|firmware|INC-4471|relocat|lab |3\\\\.1M|2\\\\.4M' meeting_notes.txt\"", "aggregated_output": "", "exit_code": null, "status": "in_progress"}}
{"type": "item.completed", "item": {"id": "item_2", "type": "command_execution", "command": "/bin/bash -lc \"rg -n -i -B 1 'kestrel|osprey|nordsense|contract|chair|firmware|INC-4471|relocat|lab |3\\\\.1M|2\\\\.4M' meeting_notes.txt\"", "aggregated_output": "121-=== Meeting 041 | 2026-01-01 | design critique | attendees: Ines Duarte, Fatima Noor, Dalia Haddad ===\n122:Reviewed metrics dashboard; numbers within expected range. Action: update the tracker with owners. Parking lot: documentation debt. Agreed to move the sync to Thursdays. Action: update the tracker with owners. Codename assignment: the warehouse-robotics initiative will be referred to as Project Kestrel in all documents.\n--\n166-=== Meeting 056 | 2026-02-22 | security standup | attendees: Chen Yu, Hiro Sato, Amara Osei ===\n167:Action: update the tracker with owners. Brief update on onboarding; nothing blocking. Discussed backlog items and agreed to revisit next week. Agreed to move the sync to Thursdays. Discussed backlog items and agreed to revisit next week. Reviewed metrics dashboard; numbers within expected range. Action: update the tracker with owners. Reviewed metrics dashboard; numbers within expected range. Parking lot: documentation debt. Draft codename proposal (rejected later): warehouse-robotics initiative as Project Osprey.\n--\n271-=== Meeting 091 | 2026-03-15 | security standup | attendees: Hiro Sato, Erik Lund, Jonas Weber ===\n272:Reviewed metrics dashboard; numbers within expected range. Parking lot: documentation debt. No decisions recorded. Discussed backlog items and agreed to revisit next week. Action: update the tracker with owners. Vendor selected for Project Kestrel lidar units: Nordsense AB. Contract owner: Erik Lund.\n--\n361-=== Meeting 121 | 2026-03-01 | design critique | attendees: Gabe Ortiz, Dalia Haddad, Ines Duarte ===\n362:Agreed to move the sync to Thursdays. Reviewed metrics dashboard; numbers within expected range. Action: update the tracker with owners. Agreed to move the sync to Thursdays. Parking lot: documentation debt. Action: update the tracker with owners. Discussed backlog items and agreed to revisit next week. No decisions recorded. Office move: the robotics lab relocates from Building C to Building F in September.\n--\n451-=== Meeting 151 | 2026-04-15 | vendor review | attendees: Dalia Haddad, Chen Yu, Bruno Keller ===\n452:Action: update the tracker with owners. Discussed backlog items and agreed to revisit next week. Brief update on onboarding; nothing blocking. No decisions recorded. No decisions recorded. Action: update the tracker with owners. Agreed to move the sync to Thursdays. Budget discussion: Project Kestrel might need EUR 3.1M; not approved, pending review.\n--\n601-=== Meeting 201 | 2026-05-01 | roadmap grooming | attendees: Dalia Haddad, Fatima Noor, Ines Duarte ===\n602:Parking lot: documentation debt. Agreed to move the sync to Thursdays. No decisions recorded. Brief update on onboarding; nothing blocking. No decisions recorded. On-call rotation change: the security standup is now chaired by Hiro Sato; Chen Yu steps down.\n--\n781-=== Meeting 261 | 2026-06-01 | customer escalations | attendees: Jonas Weber, Hiro Sato, Fatima Noor ===\n782:Agreed to move the sync to Thursdays. Action: update the tracker with owners. Action: update the tracker with owners. Agreed to move the sync to Thursdays. Agreed to move the sync to Thursdays. Reviewed metrics dashboard; numbers within expected range. Action: update the tracker with owners. Correction: Erik Lund handed the Nordsense AB contract ownership to Ines Duarte effective 2026-07-01.\n--\n931-=== Meeting 311 | 2026-07-15 | quarterly planning | attendees: Gabe Ortiz, Jonas Weber, Dalia Haddad ===\n932:Action: update the tracker with owners. Parking lot: documentation debt. Parking lot: documentation debt. No decisions recorded. Brief update on onboarding; nothing blocking. Reviewed metrics dashboard; numbers within expected range. Budget decision: Project Kestrel capex of EUR 2.4M approved by Dalia Haddad (CFO delegate). Earlier draft figure of EUR 3.1M is void.\n--\n991-=== Meeting 331 | 2026-08-15 | security standup | attendees: Gabe Ortiz, Hiro Sato, Chen Yu ===\n992:Parking lot: documentation debt. Action: update the tracker with owners. Reviewed metrics dashboard; numbers within expected range. Parking lot: documentation debt. No decisions recorded. Parking lot: documentation debt. Discussed backlog items and agreed to revisit next week. No decisions recorded. Agreed to move the sync to Thursdays. Update: robotics lab relocation postponed; it will move to Building F in November instead of September.\n--\n1096-=== Meeting 366 | 2026-09-08 | vendor review | attendees: Dalia Haddad, Amara Osei, Fatima Noor ===\n1097:Action: update the tracker with owners. No decisions recorded. Agreed to move the sync to Thursdays. Agreed to move the sync to Thursdays. Brief update on onboarding; nothing blocking. Incident INC-4471 preliminary note: suspected network outage (later disproved).\n--\n1111-=== Meeting 371 | 2026-09-15 | customer escalations | attendees: Bruno Keller, Ines Duarte, Hiro Sato ===\n1112:Discussed backlog items and agreed to revisit next week. Action: update the tracker with owners. Discussed backlog items and agreed to revisit next week. Reviewed metrics dashboard; numbers within expected range. Brief update on onboarding; nothing blocking. Agreed to move the sync to Thursdays. Agreed to move the sync to Thursdays. Action: update the tracker with owners. Reviewed metrics dashboard; numbers within expected range. Incident INC-4471 (lidar firmware) root cause: certificate pinning bug in firmware 3.2.1; fixed in 3.2.4.\n", "exit_code": 0, "status": "completed"}}
{"type": "item.started", "item": {"id": "item_3", "type": "command_execution", "command": "/bin/bash -lc \"python - <<'PY'\nimport json\nfrom pathlib import Path\nanswers = {\n'q1': {'answer': 'EUR 2.4M', 'meeting': 311},\n'q2': {'answer': 'Dalia Haddad (CFO delegate)', 'meeting': 311},\n'q3': {'answer': 'Ines Duarte', 'meeting': 261},\n'q4': {'answer': 'Hiro Sato', 'meeting': 201},\n'q5': {'answer': '3.2.4', 'meeting': 371},\n'q6': {'answer': 'November, Building F', 'meeting': 331},\n}\np = Path('answers.json')\np.write_text(json.dumps(answers, indent=2) + '\\\\n')\nassert json.loads(p.read_text()) == answers\nprint(p.read_text())\nPY\"", "aggregated_output": "", "exit_code": null, "status": "in_progress"}}
{"type": "item.completed", "item": {"id": "item_3", "type": "command_execution", "command": "/bin/bash -lc \"python - <<'PY'\nimport json\nfrom pathlib import Path\nanswers = {\n'q1': {'answer': 'EUR 2.4M', 'meeting': 311},\n'q2': {'answer': 'Dalia Haddad (CFO delegate)', 'meeting': 311},\n'q3': {'answer': 'Ines Duarte', 'meeting': 261},\n'q4': {'answer': 'Hiro Sato', 'meeting': 201},\n'q5': {'answer': '3.2.4', 'meeting': 371},\n'q6': {'answer': 'November, Building F', 'meeting': 331},\n}\np = Path('answers.json')\np.write_text(json.dumps(answers, indent=2) + '\\\\n')\nassert json.loads(p.read_text()) == answers\nprint(p.read_text())\nPY\"", "aggregated_output": "/bin/bash: line 1: python: command not found\n", "exit_code": 127, "status": "failed"}}
{"type": "item.started", "item": {"id": "item_4", "type": "command_execution", "command": "/bin/bash -lc \"python3 - <<'PY'\nimport json\nfrom pathlib import Path\nanswers = {\n'q1': {'answer': 'EUR 2.4M', 'meeting': 311},\n'q2': {'answer': 'Dalia Haddad (CFO delegate)', 'meeting': 311},\n'q3': {'answer': 'Ines Duarte', 'meeting': 261},\n'q4': {'answer': 'Hiro Sato', 'meeting': 201},\n'q5': {'answer': '3.2.4', 'meeting': 371},\n'q6': {'answer': 'November, Building F', 'meeting': 331},\n}\np = Path('answers.json')\np.write_text(json.dumps(answers, indent=2) + '\\\\n')\nassert json.loads(p.read_text()) == answers\nprint('Wrote and validated answers.json')\nPY\"", "aggregated_output": "", "exit_code": null, "status": "in_progress"}}
{"type": "item.completed", "item": {"id": "item_4", "type": "command_execution", "command": "/bin/bash -lc \"python3 - <<'PY'\nimport json\nfrom pathlib import Path\nanswers = {\n'q1': {'answer': 'EUR 2.4M', 'meeting': 311},\n'q2': {'answer': 'Dalia Haddad (CFO delegate)', 'meeting': 311},\n'q3': {'answer': 'Ines Duarte', 'meeting': 261},\n'q4': {'answer': 'Hiro Sato', 'meeting': 201},\n'q5': {'answer': '3.2.4', 'meeting': 371},\n'q6': {'answer': 'November, Building F', 'meeting': 331},\n}\np = Path('answers.json')\np.write_text(json.dumps(answers, indent=2) + '\\\\n')\nassert json.loads(p.read_text()) == answers\nprint('Wrote and validated answers.json')\nPY\"", "aggregated_output": "Wrote and validated answers.json\n", "exit_code": 0, "status": "completed"}}
{"type": "item.completed", "item": {"id": "item_5", "type": "agent_message", "text": "Created and validated [answers.json](answers.json) with all six current answers and authoritative meeting numbers."}}
{"type": "turn.completed", "usage": {"input_tokens": 92186, "cached_input_tokens": 77056, "cache_write_input_tokens": 0, "output_tokens": 626, "reasoning_output_tokens": 0}}

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