The belief-ledger practice

Source: imported from the ChatGPT second opinion. A concrete practice the personal-epistemology stance did not name.

Every assessment in the verdict layer should record: previous confidence, current confidence, the main update, the evidence responsible, and what would reverse it. This avoids the common failure mode where you "update" emotionally but cannot reconstruct why.