Treewalker executes an ungrounded session with logprob confidence analysis alongside an identical grounded session using live search to generate a cross-comparison holistic analysis that reveals training data discrepancies and hallucination gaps.

sequenceDiagram
    participant User as Operator
    participant TW as Treewalker
    participant Parametric as Parametric Probe
    participant Grounded as Grounded Probe
    participant Analysis as Holistic Analysis

    User->>TW: Launch Paired Run
    par Run Probes
        TW->>Parametric: Probe memory & logprobs
        TW->>Grounded: Probe live search
    end
    Parametric-->>TW: Unprompted recall & branches
    Grounded-->>TW: Grounded live associations
    TW->>Analysis: Compare rank deltas
    Analysis-->>User: Discrepancy & Gap Report