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Model result · rank #3

MiniMax M3

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

Overall score86.11

Rank #3

Full / Agentic85.33

Full rank #6

SWE MVP86.88

SWE rank #4

Measured cost$0.157

100.0% reliability

Overall

All-around publication view

Score86.11
Formula50% Full + 50% SWE
BasisOpenRouter · extra-high reasoning

The overall score is calculated from the Full/Agentic and SWE lanes, keeping the aggregate comparable while preserving the measurements behind it.

Lane 01

Full / Agentic benchmark

Final85.33
Capability89.60
Agentic81.72
Pass rate86.0%
Prompts43

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

Lane 02

Software engineering MVP

SWE score86.88
Focused final77.11
Capability86.15
Daily driver73.36
Prompts24

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

Telemetry

Runtime economics

Full cost$0.109
SWE cost$0.048
Full avg seconds13.76
SWE time1116.23s
Decode24.33

Cost, time, and runtime basis are telemetry. They explain tradeoffs; they do not secretly overwrite the capability scores.

Interpretation

Why this result lands here.

This is a top-tier all-around entrant: the aggregate score remains close to the leader, with lane-level tradeoffs shown separately.