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Model result · rank #7

Claude Sonnet 5

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

Overall score82.08

Rank #7

Full / Agentic81.64

Full rank #12

SWE MVP78.08

SWE rank #10

Hard Intelligence86.53

Hard rank #3

Measured cost$2.812

100.0% reliability

Overall

All-around publication view

Score82.08
Formulamean(Full, SWE, Hard Intelligence)
BasisOpenRouter · extra-high reasoning · Full + SWE + Hard measured

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

Lane 01

Full / Agentic benchmark

Final81.64
Capability86.48
Agentic81.58
Pass rate88.4%
Prompts43

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

Lane 02

Software engineering MVP

SWE score78.08
Focused final73.09
Capability75.05
Daily driver71.94
Prompts24

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

Lane 03

Hard Intelligence diagnostic

Hard score86.53
Active inquiry98.50
Online adaptation99.06
Self-repair86.04
Authority integrity62.50

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

Telemetry

Runtime economics

Total cost$2.812
Cost / scored item$0.034
Seconds / timed item12.51s
Runtime coverage100.0%
Recorded tokens / item13.7k
Token coverage100.0%

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

Interpretation

Why this result lands here.

The result is best read as a balanced benchmark entry: one overall score plus the lane measurements that produced it. Hard Intelligence score is 86.53 and contributes to the overall score alongside Full/Agentic and SWE. Measured with OpenRouter extra-high reasoning across Full/Agentic, SWE MVP, and Hard Intelligence. Hard Intelligence is a public diagnostic, not a hidden official score.