Model result, rank 22 of 27

Kimi K2.7 Code

OpenRouter · Kimi K2.7 Code · extra-high Hard IQ. 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 #12 of 27

79.47

SWE MVPlane rank #23 of 27

58.61

Hard Intelligencelane rank #22 of 27

66.46

Kimi K2.7 Code
Cohort median
Cohort best

Overall score68.18

Rank #22

Full / Agentic79.47

Full rank #12

SWE MVP58.61

SWE rank #23

Hard Intelligence66.46

Hard rank #22

Measured cost$0.732

100.0% reliability

Overall

All-around publication view

Score68.18

Formulamean(Full, SWE, Hard Intelligence)

BasisOpenRouter · Kimi K2.7 Code · extra-high Hard IQ

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

Lane 01

Full / Agentic benchmark

Final79.47

Capability99.37

Agentic93.50

Pass rate100.0%

Prompts43

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

Lane 02

Software engineering MVP

SWE score58.61

Focused final56.10

Capability50.84

Daily driver59.24

Prompts24

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

Lane 03

Hard Intelligence diagnostic

Hard score66.46

Active inquiry17.50

Online adaptation80.00

Self-repair78.33

Authority integrity90.00

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

Telemetry

Runtime economics

Total cost$0.732

Cost / scored item$0.0098

Seconds / timed item28.60s

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 Full/Agentic lane than in the SWE lane; the overall score is therefore shown with both component lanes visible. Hard Intelligence score is 66.46 and contributes to the overall score alongside Full/Agentic and SWE. Hard Intelligence is published alongside Full/Agentic and SWE for the current ranking.