Method
Independent deliberation
Each question is independently answered by 4 of 8 frontier models, including Claude Opus 4.6, GPT-5.4, Grok 4.20, Gemini 3.1 Pro, DeepSeek V3.2, MiniMax, Kimi, and Qwen.
Adversarial critique
Models cross-critique with four specialised roles: verifier (factual accuracy), devil's advocate (counter-arguments), synthesiser (structure), and clarity editor (accessibility).
Structured consensus
Where models agree and disagree is surfaced explicitly. Disagreement is preserved, not smoothed away. Readers see confidence, not false certainty.
Cryptographic verification
Every model response is Ed25519-signed at generation time. The full deliberation chain is independently verifiable by anyone, without trusting acta.today.