📰 Dev.to · AI x Crypto Systems

A bridge-route trust-boundary map for AI explanations that avoid yield chasing and route recommendations.

A provider-scoped simulation trace for wallets and agents before a user signs an Ethereum transaction.

A false-positive and false-negative table for using models in smart-contract review without pretending the model performed an audit.

A retry preflight for AI-agent stablecoin payments when the second quote is not the same authorization.

A merchant-side state-log teardown for agent payments, x402 verification, Fireblocks settlement, and paid-but-held fulfillment.

A wallet-safety packet for AI-enabled scams, approvals, and deterministic holds.

A packet-level walkthrough of one x402 API payment, showing where payment proof ends and where agent policy, replay handling, metadata, and service validation b

A postmortem-style DEV article about an AI training dataset whose hash was correct while its source, rights, transform, and reviewer history were missing.

An incident-style teardown of a DePIN AI compute run: what a failed GPU job can prove, what it cannot prove, and which receipt fields make the dispute debuggabl

A developer boundary guide for encrypted AI inference: FHE hides selected prompt contents, not request shape, routing, logs, or output release.

A developer-focused explanation of zkML as a proof receipt for model execution, not proof that an AI answer is true.