Inference Labs is addressing systemic distrust in decentralized finance (DeFi) by implementing Proof of Portfolio and verifiable signals to ensure transparency and integrity in AI-managed portfolios. As on-chain AI becomes integral to DeFi and prediction markets, opaque signals pose a risk of eroding $250 billion in liquidity by 2030, according to a 2029 risk assessment. The company is pioneering transparent performance proofs, allowing trading results to be verified without disclosing proprietary strategies. Their zero-knowledge scoring ensures fairness, with validators mathematically proving honest evaluations. Additionally, Inference Labs promotes auditable signal integrity to prevent manipulation of AI-generated market intelligence. By establishing portable trust standards across networks like Bittensor, and enforcing economic penalties for dishonesty, Inference Labs aims to secure the future of AI-driven trading.