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Model result · rank #4

Claude Opus 4.8

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

Overall score86.00

Rank #4

Full / Agentic83.32

Full rank #8

SWE MVP88.67

SWE rank #2

Measured cost$5.981

100.0% reliability

Overall

All-around publication view

Score86.00
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

Final83.32
Capability94.37
Agentic94.68
Pass rate93.0%
Prompts43

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

Lane 02

Software engineering MVP

SWE score88.67
Focused final84.92
Capability87.69
Daily driver83.74
Prompts24

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

Telemetry

Runtime economics

Full cost$5.534
SWE cost$0.447
Full avg seconds11.65
SWE time209.77s
Decode29.80

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

Interpretation

Why this result lands here.

The result is best read as a balanced benchmark entry: one overall score plus the lane measurements that produced it.