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    Module 3.5.1 · Phase 3 Intervention · Step 3.5 Architecture GuidanceCore

    Advanced Architecture Cookbook

    What works for this kind of system: an LLM, a recommender, a vision model?

    Turns fairness issues specific to your architecture, such as LLM, recommender, vision or multi-modal systems, into a plan you can deliver.

    Open in the platform
    A cookbook on a stand. Point at it.

    What it does

    You confirm the issues that apply, select research-backed intervention recipes with coverage and redundancy checks, and generate a phased roadmap. The plan and its coverage export as JSON and Markdown.

    Why it matters

    This step provides research-backed guidance tailored to specific model architectures and system patterns. It accelerates implementation while remaining advisory, ensuring architectural best practices support, but do not override, governance decisions.

    Step 3.5, Architecture-Specific Guidance, in the Intervention phase.

    Where it sits

    1. 3.1Causal Model
    2. 3.2Counterfactual Test
    3. 3.3Intervention Plan
    4. 3.4Techniques
    5. 3.5Architecture Guidance
    • 3.5.1Advanced Architecture Cookbook

    How to use it

    In the Fairness Navigator Beta

    Work through the steps in order. Several modules open from the Navigator's steps and hand their results back.

    On its own Live

    Open 3.5.1 from the platform's Modules page and run it when your project needs it. Work is saved with the assessment.

    After a Pulse reading Live

    Start with a fast first read, then go deeper with the modules where it points.