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Use shared tests, visible gaps, and close-call warnings before turning a benchmark lead into a public claim.
Selected models · 1
Shared benchmarks · 61
Current leader · Kimi K2.7 Code
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Current frameBest for this use caseCoding copilot · All public sources
What should win?
Preset

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Kimi K2.7 Code
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Compare · Coding copilot · best for this use case

Kimi K2.7 Code leads this compare set for coding copilot.

Kimi K2.7 Codeno clear runner-up
Thin verified coverage

The source data is visible, but a direct ranking is blocked by these rules: benchmark_derived_model

Shared tests
61
Close calls
0
Sources
All public
Open evidence pageInspect disagreement
Decision detail

Read this page as a workspace for choosing between top models, not as a universal crown. The current frame is Coding copilot under best for this use case.

Why the leader is ahead
Coding
Where the evidence is thin
0 close-call benchmarks and 53 missing missing leader rows keep this from reading as settled.
What to do next
Inspect decisive benchmarks first, then open the disagreement page or head-to-head pages if the top line still feels too narrow.
Open evidence pageInspect benchmark disagreement
61 of 114 benchmarks
Code Arena
AR · rating
Code · Coding
1,479n/a
exact aliasverified runtimeContext only
Row details
Raw value
1,479
Percentile
n/a
Last updated
recent
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
WebDev Arena
AR · rating
Code · Coding
1,479n/a
exact aliasverified runtimeContext only
Row details
Raw value
1,479
Percentile
n/a
Last updated
recent
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
Overall
LB · %
Text · Professional reasoning
71.9%n/a
exact aliasverified runtimeContext only
Row details
Raw value
71.9%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
Reasoning
LB · %
Text · Reasoning / math / science
82.8%n/a
exact aliasverified runtimeContext only
Row details
Raw value
82.8%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
Coding
LB · %
Code · Coding
74%n/a
exact aliasverified runtimeContext only
Row details
Raw value
74%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
Agentic coding
LB · %
Code · Coding
70%n/a
exact aliasverified runtimeContext only
Row details
Raw value
70%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
Mathematics
LB · %
Text · Reasoning / math / science
79.6%n/a
exact aliasverified runtimeContext only
Row details
Raw value
79.6%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
Data analysis
LB · %
Text · Professional reasoning
62.7%n/a
exact aliasverified runtimeContext only
Row details
Raw value
62.7%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
Language
LB · %
Text · Chat / text
77.9%n/a
exact aliasverified runtimeContext only
Row details
Raw value
77.9%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
Instruction following
LB · %
Text · Chat / text
56.3%n/a
exact aliasverified runtimeContext only
Row details
Raw value
56.3%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
Theory of mind
LB · %
Text · Reasoning / math / science
69.2%n/a
exact aliasverified runtimeContext only
Row details
Raw value
69.2%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
Zebra puzzle
LB · %
Text · Reasoning / math / science
96%n/a
exact aliasverified runtimeContext only
Row details
Raw value
96%
Percentile
n/a
Last updated
archived
Eligibility
benchmark_derived_model
Identity
provider alias (0.92)
Source label
kimi-k2.7-code
Source row
n/a
1-12 of 61
Page 1 of 6
Decisive benchmarks

What is doing the visible work

No decisive benchmark
The shared tests are too split or too sparse for a clean separator.
Decision pressure

What changes the winner

Kimi K2.7 Code
53 visible benchmark gaps still leave room for the result to move.
Coverage gaps

Where evidence is missing

Kimi K2.7 Code
Missing visible evidence on this compare surface
53
Preset interpretation

How this weighting reads the field

The current decision mode is grounded in the Coding copilot preset. This keeps the compare page connected to a visible use case instead of an unspoken “overall winner” claim.

score = 1.45 × coding + 1.05 × reasoning math science + 0.80 × long contextcoverage floor = 55% · recency window = 120 days
Share or publish this compare resultlinks, copy, and advanced framings
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Model compareKimi K2.7 Code leads this compare set for coding copilot.

0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.

Report/artifacts/compare?models=kimi-k2-7-code&mode=best-for-this-use-case&preset=coding-copilot
Card image/api/og?kind=compare&models=kimi-k2-7-code&mode=best-for-this-use-case&preset=coding-copilot
Public links

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Copy-ready text

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Advanced framings and X composerNeutral, contrarian, open-model, and skeptical variants
Model compare

Pick the voice before you post

Use the framing variants only when you need them. The report and the public copy actions above should handle most cases.

Neutral analystLead with the recommendation, then attach the reason and warning.Kimi K2.7 Code leads this compare set for coding copilot.
ContrarianPush against the easy read and keep the strongest alternative live.Contrarian take: Kimi K2.7 Code leads this compare set for coding copilot.
Open-model angleBias the framing toward open weights and source transparency.Open-model angle: Model compare · Kimi K2.7 Code
Don't trust the headlineLead with the warning before you let the claim travel.Don't trust the headline: Model compare · Kimi K2.7 Code
X composer

Compose a post that keeps the warning attached

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HeadlineKimi K2.7 Code leads this compare set for coding copilot.
WhyThe visible source data changed enough to change the recommendation.
Warning0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.
Source link/artifacts/compare?models=kimi-k2-7-code&mode=best-for-this-use-case&preset=coding-copilot
PreviewOver 280
Kimi K2.7 Code leads this compare set for coding copilot.
The visible source data changed enough to change the recommendation.
Warning: 0 shared benchmarks are still too close to call, so the win stays conditional. This compare uses all public sources, with provider-official evidence labeled separately.
Source data: /artifacts/compare?models=kimi-k2-7-code&mode=best-for-this-use-case&preset=coding-copilot
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Reading guide

How to read this workspace

Who wins most oftenBenchmarks with one clear percentile leader.Missing evidenceBenchmarks where a top model has no visible score.Decision readA public claim tied to an explicit use case and source filter.