Model result, rank 17 of 27

Qwen3.7 Max

OpenRouter · extra-high reasoning · Hard Intelligence. Public result card with the model’s overall score, lane measurements, runtime and cost telemetry, and the ranking formula.

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Figure 1 Lane profile against the cohort Each bar is one measured lane on the shared 0 to 100 scale. The thin mark is the cohort median; the bright mark is the best score any ranked model reached on that lane.

Full / Agenticlane rank #21 of 27

73.67

SWE MVPlane rank #3 of 27

88.99

Hard Intelligencelane rank #20 of 27

69.90

Qwen3.7 Max
Cohort median
Cohort best

Overall score77.52

Rank #17

Full / Agentic73.67

Full rank #21

SWE MVP88.99

SWE rank #3

Hard Intelligence69.90

Hard rank #20

Measured cost$0.906

100.0% reliability

Overall

All-around publication view

Score77.52

Formulamean(Full, SWE, Hard Intelligence)

BasisOpenRouter · extra-high reasoning · Hard Intelligence

The overall score averages the measured major lanes while keeping each source measurement visible.

Lane 01

Full / Agentic benchmark

Final73.67

Capability92.37

Agentic90.93

Pass rate91.4%

Prompts43

This lane captures instruction following, structured behavior, tool discipline, and general agentic reliability.

Lane 02

Software engineering MVP

SWE score88.99

Focused final76.90

Capability88.63

Daily driver74.14

Prompts24

This lane is closer to implementation usefulness: source handling, architecture cleanliness, and deliverable quality.

Lane 03

Hard Intelligence diagnostic

Hard score69.90

Active inquiry17.50

Online adaptation80.00

Self-repair82.08

Authority integrity100.00

Hard Intelligence measures active inquiry, online adaptation, evidence-driven self-repair, and authority/salience integrity.

Telemetry

Runtime economics

Total cost$0.906

Cost / scored item$0.012

Seconds / timed item22.71s

Runtime coverage100.0%

Recorded tokens / item8.7k

Token coverage100.0%

Cost, time, and token basis are normalized telemetry. They explain tradeoffs; they do not overwrite the capability score yet.

Interpretation

Why the result lands here.

The model is stronger in the SWE lane than in the Full/Agentic lane; the overall score is therefore shown with both component lanes visible. Hard Intelligence score is 69.90 and contributes to the overall score alongside Full/Agentic and SWE. Hard Intelligence is published alongside Full/Agentic and SWE for the current ranking.