Model result, rank 6 of 27

Claude Opus 4.8

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.

Compare all models Download public JSON

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 #14 of 27

78.17

SWE MVPlane rank #4 of 27

88.67

Hard Intelligencelane rank #14 of 27

81.37

Claude Opus 4.8
Cohort median
Cohort best

Overall score82.74

Rank #6

Full / Agentic78.17

Full rank #14

SWE MVP88.67

SWE rank #4

Hard Intelligence81.37

Hard rank #14

Measured cost$6.115

100.0% reliability

Overall

All-around publication view

Score82.74

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

Final78.17

Capability94.16

Agentic88.52

Pass rate88.6%

Prompts43

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

Lane 02

Software engineering MVP

SWE score88.67

Focused final84.07

Capability87.69

Daily driver83.74

Prompts24

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

Lane 03

Hard Intelligence diagnostic

Hard score81.37

Active inquiry93.08

Online adaptation80.00

Self-repair82.40

Authority integrity70.00

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

Telemetry

Runtime economics

Total cost$6.115

Cost / scored item$0.082

Seconds / timed item10.43s

Runtime coverage100.0%

Recorded tokens / item12.0k

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 81.37 and contributes to the overall score alongside Full/Agentic and SWE. Hard Intelligence is published alongside Full/Agentic and SWE for the current ranking. Full long-context probe rescored under suite v4 (rubric: correct answer zeroed by the phrase list).