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Kimi K2.8 (Coding)

Kimi K2.8 (Coding) has 2 tested configurations. Its highest published overall score is 62.5 at high. Inspect dimension scores, evaluation time, and cost below.

Overall score62.5

Kimi K2.8 (Coding) · high

Backend engineering
55
Frontend interaction
65
Knowledge & reasoning
70
Evaluation time
70m 58s
Cost
$0.66

Complete evaluation · API cost

Overall rank 37 / 52 models · Best tested effortBackend tested · 9/11/2026Tasks & methodology

Results by reasoning effort

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Model / effortOverallBackend engineeringFrontend interactionKnowledge & reasoningTotal eval. timeTotal ref. costCompare
62.555657070m 58s$0.66
———7053m 24s$0.59

Score breakdown

Overall score
62.5
Evaluation time
70m 58s
Cost
$0.66

Service logic, error handling and verification.

Contracts and boundaries9 / 20

API contracts, input validation and boundary behavior.

Retries and failures15 / 20

Recovery, retry conditions and failure handling.

CI and adversarial review14 / 20

Verification plans, risk detection and audit evidence.

Transactions and consistency9 / 20

State transitions, concurrency and consistency.

Caching and regression8 / 20

Invalidation, data updates and regression coverage.

What changes with higher reasoning effort

Compare overall scores, cost, and time across neighboring tested efforts.

high max
Overall
—
62.5 —
Cost
—
$0.66 —
Evaluation time
—
70m 58s —
View full comparison
Data snapshot published · 11/13/2026Scoring & cost notes