---
title: "Kimi K2.6 family | Ethical Stack"
url: https://ethicalstack.ai/models/kimi-k2-6/
catalog_version: f6baff2119d0e9158520da7fbe4232011dac79f25bd08757436d7a1dbd593db2
---

# Kimi K2.6 family

Released image-text model with downloadable weights and vLLM/SGLang self-hosting instructions; it should not be conflated with the separate Kimi K3 service/model record.

Canonical profile: https://ethicalstack.ai/models/kimi-k2-6/

Scope: Moonshot Kimi K2.6 released weights, distinct from the current Kimi K3 profile; K2.6 is a multimodal checkpoint.

Published overall: 3.6; 5/6 dimensions rated.

Round the equal-weight mean of available numerical ratings to one decimal; require at least four of six for an overall score. BDS status stays outside the mean; for eligible profiles, a boycott target caps the final score at 2/10 and a pressure target subtracts one point (minimum 1). Not listed and not checked do not adjust the score.

## Energy practices

Finding: 2/10

Assessment: https://ethicalstack.ai/models/kimi-k2-6/#energy

This is a practices and disclosure score for the named release, not a request-level energy or emissions estimate.

Reason: 1 + 1 reporting + 0 electricity + 0 controls = 2/10. This grades documented practices and transparency.

Argument: The official release supports self-hosting but does not establish training or inference electricity, emissions, or water. This score rewards a stated operating boundary; it does not infer impact from missing measurements.

Type: argument; confidence: low

Scope (dimension): Moonshot Kimi K2.6 released weights, distinct from the current Kimi K3 profile; K2.6 is a multimodal checkpoint.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: No per-request electricity, emissions, water, serving mix, or independently reviewed footprint is established in the cited sources.

```json
{
  "method": "practices-transparency-v1",
  "scope": "Moonshot Kimi K2.6 released weights, distinct from the current Kimi K3 profile; K2.6 is a multimodal checkpoint.",
  "components": {
    "disclosure": {
      "score": 1,
      "reason": "The official release materials provide downloadable weights and a local serving path for Kimi K2.6; this establishes an operating boundary, not a measured footprint.",
      "sourceUrls": [
        "https://huggingface.co/moonshotai/Kimi-K2.6",
        "https://huggingface.co/moonshotai"
      ]
    },
    "electricity": {
      "score": 0,
      "reason": "No model-specific clean-electricity sourcing or hourly power evidence is published in the reviewed sources; zero means unestablished, not dirty electricity.",
      "sourceUrls": [
        "https://huggingface.co/moonshotai/Kimi-K2.6",
        "https://huggingface.co/moonshotai"
      ]
    },
    "demand": {
      "score": 0,
      "reason": "No model-specific documented control or measured physical resource reduction is established by the reviewed release materials. Public weights or smaller variants alone do not prove reduced resource use.",
      "sourceUrls": [
        "https://huggingface.co/moonshotai/Kimi-K2.6",
        "https://huggingface.co/moonshotai"
      ]
    }
  },
  "actualImpactMeasured": false
}
```

- [Official model card or model release repository](https://huggingface.co/moonshotai/Kimi-K2.6) (primary; checked 2026-10-24)

- [Official model card or model release repository](https://huggingface.co/moonshotai) (primary; checked 2026-10-24)

## Training data

Finding: 2/10

Assessment: https://ethicalstack.ai/models/kimi-k2-6/#training-rights

The release provides some training-process information, but not a complete permission ledger for inherited and later training data.

Reason: 1 base + 1 source transparency + 0 documented permission + 0 creator controls = 2/10. Weight licensing is not treated as corpus permission.

Argument: The K2.6 card and repository identify the checkpoint and provide deployment instructions, but do not publish a complete source-level training corpus or rights ledger. A public weight license governs use of those weights; it is not proof that every training source was permitted.

Type: evidence; confidence: low

Scope (dimension): Moonshot Kimi K2.6 released weights, distinct from the current Kimi K3 profile; K2.6 is a multimodal checkpoint.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: Complete source lists, source-specific rights, inherited-base provenance, synthetic-data generation permissions, and creator removal or retraining remedies remain unestablished.

```json
{
  "method": "training-rights-evidence-v1",
  "scope": "Moonshot Kimi K2.6 released weights, distinct from the current Kimi K3 profile; K2.6 is a multimodal checkpoint.",
  "components": {
    "provenance": {
      "score": 1,
      "reason": "The K2.6 card and repository identify the checkpoint and provide deployment instructions, but do not publish a complete source-level training corpus or rights ledger.",
      "sourceUrls": [
        "https://huggingface.co/moonshotai/Kimi-K2.6",
        "https://huggingface.co/moonshotai"
      ]
    },
    "permissions": {
      "score": 0,
      "reason": "A model-weight license governs the released checkpoint, not automatically the training corpus. The reviewed release does not establish affirmative rights for all inherited and post-training material.",
      "sourceUrls": [
        "https://huggingface.co/moonshotai/Kimi-K2.6",
        "https://huggingface.co/moonshotai"
      ]
    },
    "creatorControls": {
      "score": 0,
      "reason": "The reviewed model documentation does not establish a corpus-wide creator permission, opt-out, removal, or retraining remedy for this model family.",
      "sourceUrls": [
        "https://huggingface.co/moonshotai/Kimi-K2.6",
        "https://huggingface.co/moonshotai"
      ]
    }
  },
  "routeDependency": null,
  "modelReference": null
}
```

- [Official model card or model release repository](https://huggingface.co/moonshotai/Kimi-K2.6) (primary; checked 2026-10-24)

- [Official model card or model release repository](https://huggingface.co/moonshotai) (primary; checked 2026-10-24)

## Your data & privacy

Finding: Not enough evidence

Assessment: https://ethicalstack.ai/models/kimi-k2-6/#privacy

Privacy depends on where these released weights are run; the model family has no single prompt-retention or training route.

Reason: Depends on the selected inference host; do not transfer the model license to a hosting provider’s privacy practices.

Argument: The official release makes weights available for separate deployments, but it does not define one inference host or retention policy for every user. Local and hosted operators may handle prompts differently, so a single numerical privacy grade would misstate this model-level entry.

Type: argument; confidence: high

Scope (profile): Moonshot Kimi K2.6 released weights, distinct from the current Kimi K3 profile; K2.6 is a multimodal checkpoint.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: The user-selected host, region, telemetry, logging, extensions, and provider training terms are outside the checkpoint release and require a route-specific review.

- [Official model card or model release repository](https://huggingface.co/moonshotai/Kimi-K2.6) (primary; checked 2026-10-24)

- [Official model card or model release repository](https://huggingface.co/moonshotai) (primary; checked 2026-10-24)

## Openness

Finding: 6/10

Assessment: https://ethicalstack.ai/models/kimi-k2-6/#openness

Weights and deployment code are public, but modified-MIT terms and limited training recipe/source disclosure leave meaningful restrictions and reproducibility gaps. K2.6 openness does not change the separate K3 profile.

Reason: Modified MIT is listed on the Kimi K2.6 model card; read its exact terms for this release. Model weights and documentation are available, but limitations described above reduce source-level reproducibility.

Argument: Weights and deployment code are public, but modified-MIT terms and limited training recipe/source disclosure leave meaningful restrictions and reproducibility gaps. K2.6 openness does not change the separate K3 profile. This openness rating concerns artifacts and reproducibility only; it does not assess whether the original training corpus was authorized.

Type: argument; confidence: medium

Scope (profile): Moonshot Kimi K2.6 released weights, distinct from the current Kimi K3 profile; K2.6 is a multimodal checkpoint.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: The checked release and license apply to the named checkpoints; sibling variants, future versions, and the underlying corpus may have different terms or disclosures.

- [Official model card or model release repository](https://huggingface.co/moonshotai/Kimi-K2.6) (primary; checked 2026-10-24)

- [Official model card or model release repository](https://huggingface.co/moonshotai) (primary; checked 2026-10-24)

## Worker protections

Finding: 1/10

Assessment: https://ethicalstack.ai/models/kimi-k2-6/#labour

Moonshot’s reviewed Kimi terms, company site and model pages do not disclose workforce conditions, labor grievance mechanisms or supplier audit outcomes.

Reason: 1 base + 0 conditions + 0 worker voice/remedy + 0 evidence/follow-through = 1/10. This grades documented safeguards, not proven mistreatment.

Argument: The sources reviewed provide product, terms, or corporate information but no qualifying disclosure about conditions for data annotators, evaluators, moderators, or infrastructure workers. This is a disclosure gap within the checked materials, not evidence that workers are mistreated or that no labor policy exists.

Type: argument; confidence: low

Scope (dimension): Moonshot AI / Kimi workforce and disclosed suppliers; model-specific coverage may be incomplete.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: Worker counts, locations, pay, labor protections, worker voice mechanisms, supplier coverage, and independent audit or remediation outcomes were not established in the sources reviewed.

```json
{
  "method": "worker-safeguards-evidence-v1",
  "entity": "models/kimi-k2-6",
  "company": "",
  "scope": "Moonshot AI / Kimi workforce and disclosed suppliers; model-specific coverage may be incomplete.",
  "components": {
    "conditions": {
      "score": 0,
      "reason": "Reviewed sources provide no qualifying disclosure of worker conditions; this zero is limited to the checked material and is not an exhaustive claim.",
      "sourceUrls": [
        "https://moonshot-ai.gitbook.io/moonshot-ai/terms-and-agreement/terms-of-service-for-kimi-openplatform",
        "https://www.moonshot.ai/en",
        "https://huggingface.co/moonshotai"
      ]
    },
    "voice": {
      "score": 0,
      "reason": "No qualifying worker-voice mechanism or documented worker grievance outcomes were disclosed in the reviewed material.",
      "sourceUrls": [
        "https://moonshot-ai.gitbook.io/moonshot-ai/terms-and-agreement/terms-of-service-for-kimi-openplatform",
        "https://www.moonshot.ai/en",
        "https://huggingface.co/moonshotai"
      ]
    },
    "assurance": {
      "score": 0,
      "reason": "No independent labor audit results, worker-level corroboration, or remediation outcomes were disclosed in the reviewed material.",
      "sourceUrls": [
        "https://moonshot-ai.gitbook.io/moonshot-ai/terms-and-agreement/terms-of-service-for-kimi-openplatform",
        "https://www.moonshot.ai/en",
        "https://huggingface.co/moonshotai"
      ]
    }
  },
  "disclosureLimited": true
}
```

- [Kimi OpenPlatform Terms of Service](https://moonshot-ai.gitbook.io/moonshot-ai/terms-and-agreement/terms-of-service-for-kimi-openplatform) (primary; checked 2026-10-24)

- [Moonshot AI company and Kimi overview](https://www.moonshot.ai/en) (primary; checked 2026-10-24)

- [Official model card or model release repository](https://huggingface.co/moonshotai) (primary; checked 2026-10-24)

## Military ties

Finding: 7/10

Assessment: https://ethicalstack.ai/models/kimi-k2-6/#military-contracts

No Moonshot defense contract or military deployment is identified in the reviewed company and model sources.

Reason: 7 base + 0 safeguard adjustment = 7/10 (0 of 9 safeguard points; every 3 adds 1). No military relationship was established in the cited sources. This ranks above known defense ties without claiming a verified clean record.

Argument: Moonshot’s reviewed Kimi terms, company disclosures and model repository do not name a defense customer, contract or deployment. Third-party availability of its models does not establish Moonshot’s own military relationship; the public material reviewed does not supply a customer-complete accounting.

Type: argument; confidence: low

Scope (dimension): Moonshot AI / Kimi's relationships and safeguards; this does not identify every product or model used.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: Complete contract texts, undisclosed customers, end-use restrictions, actual workload deployment, and independent compliance or outcome reports are unavailable in the reviewed public material.

```json
{
  "method": "military-ties-priority-v2",
  "entity": "models/kimi-k2-6",
  "company": "",
  "scope": "Moonshot AI / Kimi's relationships and safeguards; this does not identify every product or model used.",
  "components": {
    "restrictions": {
      "score": 0,
      "reason": "The reviewed terms or policy material contains no qualifying military-use restriction beyond general lawfulness/export compliance; this zero is limited to the reviewed source set.",
      "sourceUrls": [
        "https://moonshot-ai.gitbook.io/moonshot-ai/terms-and-agreement/terms-of-service-for-kimi-openplatform",
        "https://www.moonshot.ai/en",
        "https://huggingface.co/moonshotai"
      ]
    },
    "oversight": {
      "score": 0,
      "reason": "No military-specific review, enforcement, or remedy mechanism was disclosed in the sources reviewed.",
      "sourceUrls": [
        "https://moonshot-ai.gitbook.io/moonshot-ai/terms-and-agreement/terms-of-service-for-kimi-openplatform",
        "https://www.moonshot.ai/en",
        "https://huggingface.co/moonshotai"
      ]
    },
    "transparency": {
      "score": 0,
      "reason": "No military-specific relationship or military-specific transparency policy was disclosed in the materials reviewed; this is a scoped disclosure finding.",
      "sourceUrls": [
        "https://moonshot-ai.gitbook.io/moonshot-ai/terms-and-agreement/terms-of-service-for-kimi-openplatform",
        "https://www.moonshot.ai/en",
        "https://huggingface.co/moonshotai"
      ]
    }
  },
  "disclosureLimited": true,
  "relationship": "not-established",
  "relationshipReason": "The reviewed Kimi platform terms and Moonshot model materials do not identify a defense contract or military deployment. Model availability through third parties or permissive downstream deployment does not establish Moonshot’s own government or military customer relationship.",
  "score": 7,
  "baseScore": 7,
  "safeguardPoints": 0,
  "safeguardAdjustment": 0,
  "rawScore": 7,
  "cap": null
}
```

- [Kimi OpenPlatform Terms of Service](https://moonshot-ai.gitbook.io/moonshot-ai/terms-and-agreement/terms-of-service-for-kimi-openplatform) (primary; checked 2026-10-24)

- [Moonshot AI company and Kimi overview](https://www.moonshot.ai/en) (primary; checked 2026-10-24)

- [Official model card or model release repository](https://huggingface.co/moonshotai) (primary; checked 2026-10-24)

## BDS targets

Finding: Not listed

Assessment: https://ethicalstack.ai/models/kimi-k2-6/#israel-palestine

Moonshot AI is not named in the two official BNC campaign lists checked. This is a limited list check, not BDS approval.

Reason: Campaign category, excluded from numerical scoring.

Argument: The official BNC consumer boycott/pressure guide and No Tech campaign page do not name Moonshot AI among their current targets. BDS uses selective campaigns, so absence from these lists is neutral and does not establish a clean record or approval.

Type: argument; confidence: medium

Scope (profile): Moonshot Kimi K2.6 released weights, distinct from the current Kimi K3 profile; K2.6 is a multimodal checkpoint.

Research reviewed: not recorded; evidence date: not recorded

Unknowns: This check covers only named targets in the two cited BNC campaigns; it does not cover all BDS campaigns, local groups, investments, suppliers, or downstream hosts. Lists and ownership may change.

- [BNC official campaign target list](https://bdsmovement.net/Guide-to-BDS-Boycott) (primary; checked 2026-10-24)

- [BNC official campaign target list](https://bdsmovement.net/no-tech-oppression-apartheid-or-genocide) (primary; checked 2026-10-24)

## Reading the evidence

- Assessments are provisional editorial judgments. Cite the profile and the underlying sources, and retain confidence, scope and unknowns.

- Unknown, not-applicable and model-dependent are different states. Missing evidence does not establish good or bad conduct.

- Company-level evidence does not establish use of a particular product or model. Account plan, model, host and route can change an assessment.

- Energy scores describe documented practices and transparency, not measured request emissions. Zero component points can mean an evidence gap.

- Published overall scores require at least four of six numerical dimensions. Preserve coverage and BDS adjustments; BDS itself is categorical.

- No named BDS target found is limited to the reviewed campaign sources and is not approval. Personalized priorities do not change the published overall score.

- Review and source-check dates describe the research, not this deployment. Fetch current primary sources when the decision requires current verification.

Methodology: https://ethicalstack.ai/methodology/