Free model verification · Redacted public report

kimi-k2.7-code deep verification model-consistency report

Report ID MZZR2026080407030318DA28Generated at 2026/08/04 15:03

Matched

kimi-k2.7-code 本次模型一致性深度验真结果：Matched（94/100）。主要扣分项：验真信号待复核；模型身份自报待复核。

94Consistency score

主要扣分项：验真信号待复核；模型身份自报待复核。

EvaluatorMozhenzhen

Tested modelKimi K2.7 Code

Providersconeverse.com

Samples132 probes

Duration4 min 32 sec

Verification versionV11

Identity verdictVerified

Verification basisMozhenzhen versioned baseline

Token usage

Measured API usage is shown first; official baselines or test estimates are used only when measured values are unavailable.

Measured token usage220.0KFrom the response usage fields; this is the report's primary usage measure.Test-suite estimate82.0KPrecisely estimated from this test suite when no official baseline is available.Variance assessment168% aboveMeasured token usage is above the estimate; review billing or provider logs.Usage conclusionAbove estimateThis reflects usage observability, not the final billed amount.

Token cache usage test

Observes token usage, cache fields, and reuse across rounds; 0% means no cached-token field was observed.

Tested 5 times

Observed cache share97.6%

缓存字段表现稳定

多次测试均返回缓存 Token，说明这条链路的长对话用量记录有参考价值。

Observed tokens13.7KCached tokens13.3KNon-cached tokens333Average per run2.7K

Token usage recordReturnedCache fieldObservedResultNormal

Cache share by testRepresents the API-reported cache share, not the final billing discount.

Long-context test

Shows stable responses at different context lengths and the model center reference window.

4 samples

Verified up to 200K

All tested context tiers (32K / 64K / 100K / 200K) returned reliably.

Reference windowReference window 256KModel-center context window; available lengths may vary by provider.Tested context lengths32K / 64K / 100K / 200KTests begin at the longest generated context and step down to verify stable, correct responses.

Model authenticity score

Review API availability, model identity, response completeness, and other checks separately.

Scoring breakdown

Matched94/100

主要扣分项：验真信号待复核；模型身份自报待复核。

Callability and model visibility10 / 10

No deductions

Protocol and response structure12 / 12

No deductions

Identity and model match15 / 18

模型身份自报待复核（快速题：模型身份自报） -3

Core capabilities and model-specific tests25 / 25

No deductions

Usage and billing consistency10 / 10

No deductions

Reliability and availability22 / 25

存在需复核项 -3

Test details

Expand each check to view the redacted evidence notes.

24 checks

Model list visibility

kimi-k2.7-code is visible in the API model list.

Passed

Test evidence

Check: Model list visibility
Status: Passed
Samples: 104
API path: /models
Visible models: 104

Basic call probe

The basic API call succeeded and returned a recognizable response.

Passed

Test evidence

Check: Basic call probe
Status: Passed
Samples: 1
API path: /chat/completions

Quick test: model self-identification

执行通用题，用于形成模真真验真证据，评分维度：identity。存在样本未完全Passed。

Needs review

Test evidence

Check: Quick test: model self-identification
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：模型身份自报待复核
Results: Passed 0 / Needs review 1 / Failed 0

Standard test: instruction following

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: instruction following
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 43

Standard test: JSON structure

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: JSON structure
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 62

Standard test: tag-structure repetition

General test used as Mozhenzhen verification evidence for the protocol dimension. All samples passed.

Passed

Test evidence

Check: Standard test: tag-structure repetition
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 154

Standard test: hidden-prompt boundary

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: hidden-prompt boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 138

Standard test: brand boundary

General test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Standard test: brand boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 114

Standard test: usage observability

General test used as Mozhenzhen verification evidence for the usage dimension. All samples passed.

Passed

Test evidence

Check: Standard test: usage observability
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 114

Deep test: logic-grid reasoning

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Deep test: logic-grid reasoning
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 503

Deep test: retest consistency

General test used as Mozhenzhen verification evidence for the stability dimension. All samples passed.

Passed

Test evidence

Check: Deep test: retest consistency
Status: Passed
Samples: 2
Test type: Text test
Results: Passed 2 / Needs review 0 / Failed 0
Observed tokens: 119

品牌题：Kimi 长上下文证据边界证据边界

Brand-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: 品牌题：Kimi 长上下文证据边界 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 189

深度品牌题：Kimi 长上下文证据边界

Brand-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: 深度品牌题：Kimi 长上下文证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 1.1K

Model-specific test: model-code anchoring

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-specific test: model-code anchoring
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 213

Model-family test: series and tier identification

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-family test: series and tier identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 186

Deep model test: family-specific boundary

Model-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Deep model test: family-specific boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 433

Specialty test: token cache usage over 5 rounds

Specialty test used as Mozhenzhen verification evidence. All samples passed.

Passed

Test evidence

Check: Specialty test: token cache usage over 5 rounds
Status: Passed
Samples: 5
Test type: Text test
Specialty: Token cache usage test (may affect real billing)
Results: Passed 5 / Needs review 0 / Failed 0
Observed tokens: 13.7K
Cached tokens: 13.3K

Specialty test: 32K context capability

32K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: Specialty test: 32K context capability
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 32K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 16.5K
Cached tokens: 16.5K

专项：64K 上下文能力实测

64K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：64K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 64K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 33.2K

专项：100K 上下文能力实测

100K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：100K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 100K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 51.0K

专项：200K 上下文能力实测

200K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：200K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 200K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 101.9K

专项：流式 / 非流式一致性

Specialty test used as Mozhenzhen verification evidence. All samples passed.

Passed

Test evidence

Check: 专项：流式 / 非流式一致性
Status: Passed
Samples: 1
Specialty: 流式、工具与结构化输出检测
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 61

专项：工具调用结构

执行专项题，用于形成模真真验真证据。存在样本未完全Passed。

Needs review

Test evidence

Check: 专项：工具调用结构
Status: Needs review
Samples: 1
Specialty: 流式、工具与结构化输出检测
Needs review原因：协议结构不稳定
Results: Passed 0 / Needs review 1 / Failed 0

专项：JSON Schema 结构化输出

Specialty test used as Mozhenzhen verification evidence. All samples passed.

Passed

Test evidence

Check: 专项：JSON Schema 结构化输出
Status: Passed
Samples: 1
Specialty: 流式、工具与结构化输出检测
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 169

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kimi-k2.7-code deep verification model-consistency report

Report ID:MZZR2026080407030318DA28Generated at：2026/08/04 15:03

Provider details AI model details

Model consistency score

Matched

kimi-k2.7-code 本次模型一致性深度验真结果：Matched（94/100）。主要扣分项：验真信号待复核；模型身份自报待复核。

EvaluatorMozhenzhen

Tested modelKimi K2.7 Code

Providersconeverse.com

Samples132

Duration5 min

Test versionV11

Identity verdictVerified

Verification basisMozhenzhen versioned baseline

Token usage

Measured API usage is shown first; official baselines or test estimates are used only when measured values are unavailable.

Token cache usage test

Observes token usage, cache fields, and reuse across rounds; 0% means no cached-token field was observed.

Tested 5 times

Observed cache share97.6%

缓存字段表现稳定

多次测试均返回缓存 Token，说明这条链路的长对话用量记录有参考价值。

Observed tokens13.7KCached tokens13.3KNon-cached tokens333Average per run2.7K

Token usage recordReturnedCache fieldObservedResultNormal

Cache share by testRepresents the API-reported cache share, not the final billing discount.

Long-context test

Shows stable responses at different context lengths and the model center reference window.

4 samples

Verified up to 200K

All tested context tiers (32K / 64K / 100K / 200K) returned reliably.

Model authenticity score

Review API availability, model identity, response completeness, and other checks separately.

Scoring breakdown

Matched94/100

主要扣分项：验真信号待复核；模型身份自报待复核。

Callability and model visibility10 / 10

No deductions

Protocol and response structure12 / 12

No deductions

Identity and model match15 / 18

模型身份自报待复核（快速题：模型身份自报） -3

Core capabilities and model-specific tests25 / 25

No deductions

Usage and billing consistency10 / 10

No deductions

Reliability and availability22 / 25

存在需复核项 -3

Test details

Expand each check to view the redacted evidence notes.

24 checks

Model list visibility

kimi-k2.7-code is visible in the API model list.

Passed

Test evidence

Check: Model list visibility
Status: Passed
Samples: 104
API path: /models
Visible models: 104

Basic call probe

The basic API call succeeded and returned a recognizable response.

Passed

Test evidence

Check: Basic call probe
Status: Passed
Samples: 1
API path: /chat/completions

Quick test: model self-identification

执行通用题，用于形成模真真验真证据，评分维度：identity。存在样本未完全Passed。

Needs review

Test evidence

Check: Quick test: model self-identification
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因：模型身份自报待复核
Results: Passed 0 / Needs review 1 / Failed 0

Standard test: instruction following

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: instruction following
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 43

Standard test: JSON structure

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: JSON structure
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 62

Standard test: tag-structure repetition

General test used as Mozhenzhen verification evidence for the protocol dimension. All samples passed.

Passed

Test evidence

Check: Standard test: tag-structure repetition
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 154

Standard test: hidden-prompt boundary

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Standard test: hidden-prompt boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 138

Standard test: brand boundary

General test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Standard test: brand boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 114

Standard test: usage observability

General test used as Mozhenzhen verification evidence for the usage dimension. All samples passed.

Passed

Test evidence

Check: Standard test: usage observability
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 114

Deep test: logic-grid reasoning

General test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Deep test: logic-grid reasoning
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 503

Deep test: retest consistency

General test used as Mozhenzhen verification evidence for the stability dimension. All samples passed.

Passed

Test evidence

Check: Deep test: retest consistency
Status: Passed
Samples: 2
Test type: Text test
Results: Passed 2 / Needs review 0 / Failed 0
Observed tokens: 119

品牌题：Kimi 长上下文证据边界证据边界

Brand-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: 品牌题：Kimi 长上下文证据边界 证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 189

深度品牌题：Kimi 长上下文证据边界

Brand-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: 深度品牌题：Kimi 长上下文证据边界
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 1.1K

Model-specific test: model-code anchoring

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-specific test: model-code anchoring
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 213

Model-family test: series and tier identification

Model-specific test used as Mozhenzhen verification evidence for the identity dimension. All samples passed.

Passed

Test evidence

Check: Model-family test: series and tier identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 186

Deep model test: family-specific boundary

Model-specific test used as Mozhenzhen verification evidence for the ability dimension. All samples passed.

Passed

Test evidence

Check: Deep model test: family-specific boundary
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 433

Specialty test: token cache usage over 5 rounds

Specialty test used as Mozhenzhen verification evidence. All samples passed.

Passed

Test evidence

Check: Specialty test: token cache usage over 5 rounds
Status: Passed
Samples: 5
Test type: Text test
Specialty: Token cache usage test (may affect real billing)
Results: Passed 5 / Needs review 0 / Failed 0
Observed tokens: 13.7K
Cached tokens: 13.3K

Specialty test: 32K context capability

32K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: Specialty test: 32K context capability
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 32K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 16.5K
Cached tokens: 16.5K

专项：64K 上下文能力实测

64K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：64K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 64K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 33.2K

专项：100K 上下文能力实测

100K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：100K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 100K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 51.0K

专项：200K 上下文能力实测

200K context sample returned reliably and is included as evidence for this run.

Passed

Test evidence

Check: 专项：200K 上下文能力实测
Status: Passed
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 200K
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 101.9K

专项：流式 / 非流式一致性

Specialty test used as Mozhenzhen verification evidence. All samples passed.

Passed

Test evidence

Check: 专项：流式 / 非流式一致性
Status: Passed
Samples: 1
Specialty: 流式、工具与结构化输出检测
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 61

专项：工具调用结构

执行专项题，用于形成模真真验真证据。存在样本未完全Passed。

Needs review

Test evidence

Check: 专项：工具调用结构
Status: Needs review
Samples: 1
Specialty: 流式、工具与结构化输出检测
Needs review原因：协议结构不稳定
Results: Passed 0 / Needs review 1 / Failed 0

专项：JSON Schema 结构化输出

Specialty test used as Mozhenzhen verification evidence. All samples passed.

Passed

Test evidence

Check: 专项：JSON Schema 结构化输出
Status: Passed
Samples: 1
Specialty: 流式、工具与结构化输出检测
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 169

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