AI agents can produce scientific conjectures faster than institutions can test them. The useful system is therefore not the idea generator alone, but the evidence queue that decides what deserves contact with reality.
#validation
An open metadata object admitted synthetic email addresses and raw errors, proving that a typed event name did not constrain the data it carried.
M31V’s build stopped handing writers stack traces and began reporting source, field, consequence, and correction in editorial language.