Strongly agree. When code, data, and workflow details stay hidden, the system rewards claims more than verification. That is where shortcuts, irreproducibility,

Strongly agree. When code, data, and workflow details stay hidden, the system rewards claims more than verification. That is where shortcuts, irreproducibility, and worse can thrive. We need infrastructure that gives more credit to transparency and reusability, not less. That is part of what we’re building at Liberata if you’re curious: https://liberata.info/beta-signup https://liberata.info/beta-signup