Module · AI Oversight Fabric

    The oversight layer above every model.

    The frontier AI race is no longer a one-ecosystem contest. Western and non-Western models — OpenAI, Anthropic, Google, Meta, Mistral, DeepSeek, Qwen, Kimi, Pangu, Hunyuan and a rising tier of sovereign and private models — will co-exist inside every multinational institution. Cabier is the independent oversight fabric that governs them as one estate.

    You choose the AI. Cabier orchestrates the trust.

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    The model plane

    Every model, one oversight surface.

    The oversight fabric is model-agnostic by construction. Vendors named here are observed ecosystems, not endorsed choices — the fabric governs whichever the institution or sovereign has approved for use.

    OpenAI

    GPT family

    Anthropic

    Claude family

    Google

    Gemini family

    Meta

    Llama family

    Mistral

    Mistral / Mixtral

    DeepSeek

    DeepSeek V-series, R-series

    Alibaba

    Qwen family

    Moonshot AI

    Kimi family

    Huawei

    Pangu family

    Tencent

    Hunyuan family

    Sovereign / national

    Government and on-shore models

    Private / internal

    In-house, fine-tuned, distilled

    Industry

    Sector-specific and vertical models

    Small / edge

    On-device and embedded models

    Beneath every model

    The Assurance Kernel.

    Fourteen kernel capabilities apply uniformly to every model on the plane. Same identity, same evidence, same signed audit ID — regardless of vendor, jurisdiction or ecosystem of origin.

    Identity
    Evidence
    Decision ledger
    Policy engine
    Reasoning validation
    Cyber inspection
    Model registry
    Prompt governance
    Operational resilience
    Risk scoring
    Compliance mapping
    Jurisdiction mapping
    Regulatory mapping
    Continuous monitoring

    The seven questions

    What the fabric answers, on demand.

    1. Question 1

      Which model made this decision?

    2. Question 2

      Where was the inference performed?

    3. Question 3

      Which jurisdiction governs the processing?

    4. Question 4

      Was sensitive data exported across a border?

    5. Question 5

      Which model version and fine-tune produced this output?

    6. Question 6

      Is the output reproducible on the same evidence set?

    7. Question 7

      Is the model approved for this business function today?

    Who reads the fabric

    Regulator, board, sovereign — one surface.

    Regulators

    A supervisory-technology view over multi-model AI usage inside a supervised institution.

    Boards & auditors

    One signed, dated posture across every model in the estate — no shadow AI.

    Sovereign operators

    Neutral oversight over Western and non-Western AI ecosystems used in-country.

    Guardrails

    What the fabric will not do.

    Independence
    Cabier does not train, sell, host or resell any model on the plane. The oversight layer sits above the stack — never inside it.
    Model-agnostic
    You choose the AI. Cabier orchestrates the trust — GPT, Claude, Gemini, Llama, Mistral, DeepSeek, Qwen, Kimi, Pangu, Hunyuan, sovereign or private.
    No in-China deployment
    Cabier oversight is deployed with regulated multinationals and sovereign operators outside mainland China. We do not run in-country in the PRC and do not offer that as a service.
    Human-signed
    No autonomous execution. Every material action passes a Trust Gate and is signed by a named accountable executive.
    Regulator-safe
    No comparative model benchmarks, no vendor rankings, no logos, no unsourced claims. Evidence-first, dated citations only.
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