Examenos

Correct answers over all 2,157 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 2157

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Equal-weight mean over the 43 categories.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 2157

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Accuracy on the 140 questions new in v4.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 140

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Correct answers over usable responses only; shown beside coverage.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 2157

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Share of the 2,157 inputs with a usable response.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 2157

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Pooled primary client time, network and failed requests included.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 2157

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Pooled primary client time, network and failed requests included.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 2157

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Lookup and filtering: 43 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 43

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Forward conditionals: 46 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 46

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Necessary conditions: 52 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 52

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Boolean scope: 54 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 54

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Quantifiers and sets: 49 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 49

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Comparisons: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Scheduling: 76 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 76

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

One-to-one assignments: 67 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 67

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Exact truth counting: 71 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 71

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Truth-teller consistency: 74 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 74

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Sufficiency and inconsistency: 41 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 41

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Object swaps: 52 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 52

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Sequential procedures: 48 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 48

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Temporal intervals: 42 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 42

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Spatial tracking: 49 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 49

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Reference binding: 50 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 50

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Beliefs and perspectives: 50 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 50

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Causal intervention: 50 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 50

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Exceptions and priorities: 58 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 58

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Planning: 43 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 43

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Directed reachability: 43 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 43

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Preference ordering: 51 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 51

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Rule counterexamples: 52 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 52

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Authority and stale records: 43 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 43

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Fault diagnosis: 50 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 50

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Probabilistic risk: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Value of information: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Robust decisions without a prior: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Strategic decisions: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Concurrent-history consistency: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Information-flow security: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Numerical pattern recognition: 23 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 23

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Quantitative reasoning: 200 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 200

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Understanding requests and routing: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Recognizing multiple requested actions: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Tracking current conversational intention: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Selecting a tool or requesting clarification: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Checking authorization and scope: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Making decisions with untrusted content: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Applying a contextual content policy: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Extracting and normalizing facts: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Checking claims against supplied evidence: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Assigning severity or priority from a rubric: 40 questions.

Levanto Sage 2 · reasoning off · direct API; Hosted native; collected 2026-11-02 to 2026-11-02 America/Toronto (1 days); one primary response per input, no scored retries. Identity: Exact provider-returned model identifier; hidden weights are not independently attested.

Reasoning explicitly off. Two returned choices disagreed with the highest probability in the same response and were scored as received.

Development benchmark, not an independently sampled test: 2,157 questions in 43 categories, the unchanged 2,017-question v3 bank plus 140 AQuA questions with source keys. The 23 numerical-pattern (MAIQ) and 200 quantitative (AQuA) questions are borrowed; the rest is predominantly project-developed with model-guided development, and Jev plus retained Microsoft and Drex feedback are development exposure. The AQuA additions were selected for misses by Fastino, Mammoth, GPT-6 Sol, D3 Ultra and Drex Max, which spreads but does not remove selection bias. Earlier primary responses are retained and newly added inputs were collected in later sessions, so one configuration can span several dates and routes. Strict accuracy counts an unusable response as not correct in the fixed denominator. Timing pools primary client times with the network included. The scoring key is private. A different number from v2 is a new bank, not a model change. Not ranked here.

Checked / reported: 2026-11-08 · Samples: 40

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)

Estimate from a published tariff for calls without a reported charge, in USD per 1,000 questions; kept apart from reported charges.

Levanto Sage 2 · reasoning off · direct API; System 1 v4 ledger.

2157 calls at a published tariff out of 2,157.

Tariff-based estimate from the same ledger. Known run subtotal divided by 2,157 and multiplied by 1,000, not the bill for a separate 1,000-call run. A partial value is only the known subtotal: missing charges stay missing, so the true cost is higher by an unknown amount. Providers, routes, dates and access terms differ; these are not current tariffs. Free public access is not a price and has no row. Development benchmark; not ranked here.

Checked / reported: 2026-11-08 · Samples: 2157

Snapshot: 2026-11-06 · Revision: 224ee46dc1c16a8ecf2c154a2144b4d2fdc45de1 · Published summary observations; upstream task/result terms retained (AQuA-RAT Apache-2.0; MAIQ declared MIT, original question rights not established)