Explainability in Practice: A Simple Framework for On-Chain Systems The hardest questions in Web3 aren’t about speed or gas fees. They’re about security and trust. What good is an AI agent that rebalances a vault if no one knows why it moved the funds? In decentralized systems, trust doesn’t come from glossy dashboards. It comes from pointing to an on-chain log and saying: “Here’s the reason. Here’s the decision. Here’s the proof.” Explainability is an invisible scaffolding holding Web3 AI to...

Explainability in Practice: A Simple Framework for On-Chain Systems The hardest questions in Web3 aren’t about speed or gas fees. They’re about security and trust. What good is an AI agent that rebalances a vault if no one knows why it moved the funds? In decentralized systems, trust doesn’t come from glossy dashboards. It comes from pointing to an on-chain log and saying: “Here’s the reason. Here’s the decision. Here’s the proof.” Explainability is an invisible scaffolding holding Web3 AI to...