chaos

Evidence-based multi-agent deliberation is a process where independent advisers expose claims and evidence routes for high-stakes decisions, ensuring the final synthesis is auditable rather than relying on simple consensus. It preserves dissent and rejects unsupported claims.

To stress-test a proposal using adversarial review, run a mode-gated workflow that externalizes claims, cross-examines them against evidence standards, and records surviving and rejected claims in a ledger. This produces a decision receipt with explicit unresolved states.

You need claim-led deliberation for high-value, ambiguous, or risky judgments where false certainty is dangerous. If a decision involves research planning, architecture, or proposal selection and requires surviving adversarial critique, use it instead of skipping to direct verification.

Yes, the deliberation workflow supports minority reports by preserving independent dissent and recording rejected claims in a claim ledger. This ensures that objections and validation gaps are auditable rather than discarded during the final decision synthesis.

If evidence is insufficient to finalize a decision synthesis, the process enforces an evidence standard that refuses to finalize. It returns an explicit failure state and records the validation gaps in the decision receipt instead of manufacturing false certainty.

A limitation of multi-agent deliberation for document interpretation is that the parent must act as judge and final writer while advisers only expose claims. The process cannot finalize decisions if the required evidence standard for the claims is unmet.