There is also a deep philosophical reason AI needs BlockClaim.

There is also a deep philosophical reason AI needs BlockClaim. AI operates on patterns and probabilities, not on certainty. It sees meaning in gradients and possibilities. That is powerful, but it also creates a vulnerability. AI may generate plausible responses even when the source field is corrupted by misinformation. It may produce confident analysis without noticing that the underlying claims are fabricated. BlockClaim gives AI a way to measure the integrity of its inputs. If claims are anchored and evidence is recorded, the AI can evaluate not just the surface content but the structural reliability behind it. It can detect when a claim is unsupported. It can identify when a source is inconsistent. It can warn users about uncertainty. It can avoid amplifying narratives that are unverified. In this sense BlockClaim becomes a form of immune system for AI. It filters inputs before they influence outputs. – Rico Roho (BlockClaim: How Claims, Proofs, and Value Signatures Work)