Ungrounded parametric recall findings are gathered into active claims and set against live research findings via a structured comparison that confirms, contradicts, or flags unprompted knowledge gaps.

flowchart LR
    A[Ungrounded Recall Probe] --> B[Parametric Claims]
    C[Grounded Web Research] --> D[Verified Findings]
    B --> E[Fact & Gap Checker]
    D --> E
    E --> F[Confirmed Facts]
    E --> G[Contradicted Facts]
    E --> H[Knowledge Gaps]