The better.codes challenge puts AI research through a mathematical checker
An open Ethereum research initiative scores verifiable proofs rather than persuasive model answers.
THE AI & WEB3 ATLAS
AI & Web3 news and guides.
Where intelligence meets verification.
Agent tools, receipts, permissions and evidence. Separate a persuasive answer from a reproducible result and an authorised action.
5 source-linked articles · News and learning in one place
An AI receipt can prove integrity without proving truth
Distinguish signed provenance, factual accuracy and the identity assumptions behind a verifiable record.
Audit AI citations one claim at a time
A link can be genuine while failing to support the sentence beside it.
Give an agent a task, not an unlimited wallet
Separate read access, preparation, signing and execution when designing an AI-assisted workflow.
Reproduce the experiment, not just the prompt
Why meaningful AI evaluation needs inputs, versions, settings and an explicit definition of success.