Consensus Safety in Distributed AI Systems

This opening day of phase-4 establishes why safety properties like consistency and fault tolerance are non-negotiable when scaling AI workloads across unreliable networks. It directly informs every subsequent decision on replication, rate limiting, and failure modes in the StartupTribunal codebase. Without this foundation the later implementation days will lack measurable correctness criteria.