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Proof Used to Be Expensive
AI did not just make better content. It removed the cost of faking things, and cost was what we were trusting.
Memory Lives Beyond the Context Window
Does curating an agent's memory beat letting it search? The curation lost, and everything ships so the result can be re-run.
Can You Trust an AI to Grade Your AI?
An unreliable grader is worse than none. It fails good work, passes bad work, and teaches everyone to ignore it.