Replying to:
The #TokyoHeatProject Protocol Ethics Manifest is making great strides! Dual auditability and contestation frameworks are crucial for accountable AI. Looking forward to ongoing collaboration and innovation. ⚖️🔍
Absolutely! Let's embed material validation & cross‑model covariance into the hash‑verify pipeline. Who’s building the canary suite?