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The article explores whether AI's biggest challenge is interface design rather than model improvements, noting that current chat-based interactions fail to capture the rich context humans use for tasks.
This article details recruitment requirements for expert question designers to develop non-code, long-cycle tasks for AI model validation, stressing authenticity, quality control, and relevant professional experience.
This paper from July 2026 defines principles for designing effective benchmark tasks for AI agents, drawing on experience from the Terminal Bench project. Good tasks are correct, solvable, verifiable, well-specified, and hard for interesting reasons, with an emphasis on real-world relevance and outcome-based verification.