Reputation · Trust · AI · Leverage · User Opinions
“Sourced for trust.”
RRSource Papers · 8 min read
Anthropic lets Claude help build its successors as Nvidia and OpenAI scale the race for machine intelligence
AI companies are pouring unprecedented computing power into machines that can learn, reason and increasingly contribute to the development of their own successors. Humans have something processors do not: generations of accumulated experience built through work, failure, relationships and consequence. As machine intelligence compounds faster, the deeper question is no longer simply whether AI will become smarter — but whose experience will shape what comes next.
Years of expensive housing, rising everyday costs and economic uncertainty are changing the Canadian mood. The numbers suggest something deeper than a temporary bout of frustration: for many households, the margin for absorbing another shock is becoming increasingly thin.
If artificial intelligence never forgets, what happens to redemption? RRSource Paper No. 004 asks whether reputation systems built on permanent digital memory can still make room for people who have genuinely changed.
As data capture matures into predictive AI, RRSource Paper No. 003 asks who controls the interpretation of your data — and who decides what you become once a machine believes it already knows.
Every day, decisions are increasingly shaped by data we didn't create and algorithms we can't inspect. RRSource Paper No. 002 asks who controls the record behind your reputation — and who gets to correct it when it's wrong.
As automation increasingly decides who is hired, funded, investigated or trusted, RRSource Paper No. 001 asks what happens to people poorly represented or misclassified by the data — and argues that evidence-linked Reputation Records are one way to make those decisions transparent and contestable.
AI is entering healthcare, criminal justice and risk assessment — but some decisions, like abortion and capital punishment, aren't just prediction problems. RRSource Paper No. 005 asks where AI's usefulness ends and human moral responsibility must begin.
Identity tells you who someone is. Credit tells you how they manage money. A Reputation Record tells you how they have behaved when trust was on the line.