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kimi-k2.5 deep verification model-consistency report

Report ID MZZR2026071003015739BED1Generated at 2026/07/10 11:01

Matched但Matched with issues

kimi-k2.5 本次模型一致性深度验真结果:Matched但Matched with issues(84/100)。主要扣分项:接口服务异常;多个关键证据项需要复核。

84Consistency score

主要扣分项:接口服务异常;多个关键证据项需要复核。

EvaluatorMozhenzhen
Tested modelKimi K2.5
ProvidersInfistar
Samples110 probes
Duration3 min 48 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 usage122.0KFrom the response usage fields; this is the report's primary usage measure.Test-suite estimate82.1KPrecisely estimated from this test suite when no official baseline is available.Variance assessment49% 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 share153.3%
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 tokens13.9KCached tokens21.4KNon-cached tokens0Average per run2.8K
Token usage recordReturnedCache fieldObservedResultNormal
Cache share by testRepresents the API-reported cache share, not the final billing discount.
100%75%50%25%01次:缓存 Token 占比 0.0%,缓存 Token 0,观测 Token 2.8K0.0%1times2次:缓存 Token 占比 191.9%,缓存 Token 5.3K,观测 Token 2.8K191.9%2times3次:缓存 Token 占比 192.8%,缓存 Token 5.3K,观测 Token 2.8K192.8%3times4次:缓存 Token 占比 191.7%,缓存 Token 5.3K,观测 Token 2.8K191.7%4times5次:缓存 Token 占比 191.5%,缓存 Token 5.3K,观测 Token 2.8K191.5%5times
Long-context test

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

4 samples
Verified up to 100K

200K 需要关注,原因:接口服务异常。

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.
Current guidance

200K 档暂不作为当前线路的稳定上下文参考。

A newer report is availableThis report has been superseded by a later retest. View the latest report

Model authenticity score

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

Scoring breakdown

Matched但Matched with issues84/100

主要扣分项:接口服务异常;多个关键证据项需要复核。

Callability and model visibility10 / 10
No deductions
Protocol and response structure8 / 12
接口服务异常(标准题:标签结构复述、标准题:隐藏提示词边界) -4
Identity and model match18 / 18
No deductions
Core capabilities and model-specific tests25 / 25
No deductions
Usage and billing consistency10 / 10
No deductions
Reliability and availability13 / 25
接口服务异常(标准题:标签结构复述、标准题:隐藏提示词边界) -8多个关键证据项需要复核 -4

Test details

Expand each check to view the redacted evidence notes.

21 checks
Model list visibility

kimi-k2.5 is visible in the API model list.

Passed
Test evidence
Check: Model list visibility
Status: Passed
Samples: 85
API path: /v1/models
Visible models: 85
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: /v1/chat/completions
Quick test: model self-identification

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

Passed
Test evidence
Check: Quick test: model self-identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 1.0K
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: 143
Cached tokens: 38
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: 149
Cached tokens: 48
Standard test: tag-structure repetition

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

Needs review
Test evidence
Check: Standard test: tag-structure repetition
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
Standard test: hidden-prompt boundary

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

Needs review
Test evidence
Check: Standard test: hidden-prompt boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
Standard test: brand boundary

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: Standard test: brand boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
Standard test: usage observability

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

Needs review
Test evidence
Check: Standard test: usage observability
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
Deep test: logic-grid reasoning

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

Needs review
Test evidence
Check: Deep test: logic-grid reasoning
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
Deep test: retest consistency

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

Needs review
Test evidence
Check: Deep test: retest consistency
Status: Needs review
Samples: 2
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 1 / Needs review 1 / Failed 0
Observed tokens: 108
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: 379
Cached tokens: 104
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: 785
Cached tokens: 120
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: 206
Cached tokens: 140
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: 231
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: 570
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: 13.9K
Cached tokens: 21.4K
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: 17.2K
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: 34.1K
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: 52.2K
专项:200K 上下文能力实测

200K 长度样本未形成稳定结果,本次按边界样本记录。

Needs review
Test evidence
Check: 专项:200K 上下文能力实测
Status: Needs review
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 200K
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0

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kimi-k2.5 deep verification model-consistency report

Report ID:MZZR2026071003015739BED1Generated at2026/07/10 11:01
Model consistency score

Matched但Matched with issues

kimi-k2.5 本次模型一致性深度验真结果:Matched但Matched with issues(84/100)。主要扣分项:接口服务异常;多个关键证据项需要复核。

EvaluatorMozhenzhen
Tested modelKimi K2.5
ProvidersInfistar
Samples110
Duration4 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.

Measured token usage122.0KFrom the response usage fields; this is the report's primary usage measure.Test-suite estimate82.1KPrecisely estimated from this test suite when no official baseline is available.Variance assessment49% 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 share153.3%
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 tokens13.9KCached tokens21.4KNon-cached tokens0Average per run2.8K
Token usage recordReturnedCache fieldObservedResultNormal
Cache share by testRepresents the API-reported cache share, not the final billing discount.
100%75%50%25%01次:缓存 Token 占比 0.0%,缓存 Token 0,观测 Token 2.8K0.0%1times2次:缓存 Token 占比 191.9%,缓存 Token 5.3K,观测 Token 2.8K191.9%2times3次:缓存 Token 占比 192.8%,缓存 Token 5.3K,观测 Token 2.8K192.8%3times4次:缓存 Token 占比 191.7%,缓存 Token 5.3K,观测 Token 2.8K191.7%4times5次:缓存 Token 占比 191.5%,缓存 Token 5.3K,观测 Token 2.8K191.5%5times
Long-context test

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

4 samples
Verified up to 100K

200K 需要关注,原因:接口服务异常。

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.
Current guidance

200K 档暂不作为当前线路的稳定上下文参考。

A newer report is availableThis report has been superseded by a later retest. View the latest report

Model authenticity score

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

Scoring breakdown

Matched但Matched with issues84/100

主要扣分项:接口服务异常;多个关键证据项需要复核。

Callability and model visibility10 / 10
No deductions
Protocol and response structure8 / 12
接口服务异常(标准题:标签结构复述、标准题:隐藏提示词边界) -4
Identity and model match18 / 18
No deductions
Core capabilities and model-specific tests25 / 25
No deductions
Usage and billing consistency10 / 10
No deductions
Reliability and availability13 / 25
接口服务异常(标准题:标签结构复述、标准题:隐藏提示词边界) -8多个关键证据项需要复核 -4

Test details

Expand each check to view the redacted evidence notes.

21 checks
Model list visibility

kimi-k2.5 is visible in the API model list.

Passed
Test evidence
Check: Model list visibility
Status: Passed
Samples: 85
API path: /v1/models
Visible models: 85
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: /v1/chat/completions
Quick test: model self-identification

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

Passed
Test evidence
Check: Quick test: model self-identification
Status: Passed
Samples: 1
Test type: Text test
Results: Passed 1 / Needs review 0 / Failed 0
Observed tokens: 1.0K
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: 143
Cached tokens: 38
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: 149
Cached tokens: 48
Standard test: tag-structure repetition

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

Needs review
Test evidence
Check: Standard test: tag-structure repetition
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
Standard test: hidden-prompt boundary

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

Needs review
Test evidence
Check: Standard test: hidden-prompt boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
Standard test: brand boundary

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: Standard test: brand boundary
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
Standard test: usage observability

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

Needs review
Test evidence
Check: Standard test: usage observability
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
Deep test: logic-grid reasoning

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

Needs review
Test evidence
Check: Deep test: logic-grid reasoning
Status: Needs review
Samples: 1
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0
Deep test: retest consistency

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

Needs review
Test evidence
Check: Deep test: retest consistency
Status: Needs review
Samples: 2
Test type: Text test
Needs review原因:接口服务异常
Results: Passed 1 / Needs review 1 / Failed 0
Observed tokens: 108
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: 379
Cached tokens: 104
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: 785
Cached tokens: 120
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: 206
Cached tokens: 140
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: 231
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: 570
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: 13.9K
Cached tokens: 21.4K
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: 17.2K
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: 34.1K
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: 52.2K
专项:200K 上下文能力实测

200K 长度样本未形成稳定结果,本次按边界样本记录。

Needs review
Test evidence
Check: 专项:200K 上下文能力实测
Status: Needs review
Samples: 1
Test type: Text test
Specialty: Context test
Context tier: 200K
Needs review原因:接口服务异常
Results: Passed 0 / Needs review 1 / Failed 0

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