🔴Pain Points

Several obstacles stand in the way of a seamless AI‑twin experience. Authentication must span web, mobile and internal services without brittle client assumptions, and robust rate limiting is required to prevent abuse. On‑chain provenance is strong, but linking off‑chain AI artifacts (voice samples, generated media) to their owners with verifiable proofs is nontrivial. Real‑time AI workloads face cold‑start penalties and GPU contention, making low‑latency delivery challenging. Immutable on‑chain records conflict with users' rights to delete or object to personal data. Smart‑contract lifecycles (versioning, migrations, upgrades) and deterministic reconciliation between on‑chain programs and backend services add operational complexity. Developers need versioned APIs and reproducible reporting, and the platform must protect session integrity and resist replay attacks.