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Why We Were Wrong About Agent-Native CLIs
Three iterations of a substrate benchmark forced three rewrites of what agent-native CLI means. Operation size and model capability dominate. Substrate format is a few-percent margin call.
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AllAlfred Shen, Aaron ShenBig TechnologyCerebral ValleyCloud Security AllianceFinMCP-Bench authorsIEEE Spectrum AIMIT Tech ReviewNIST NCCoEPlatformerProtocol survey authorsSE Agents research groupSiddhant Kulkarni, Yukta KulkarniWired AI
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Small Models Hit Production Scale
95% of agent deployments never make it past the demo stage. Too expensive, too slow, or too brittle for real workloads. So are we in another AI infrastructure bubble? Or are we finally building the...
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The Core Finding
Schema-gated frameworks are emerging as the solution to agent reliability — balancing LLM flexibility with deterministic execution. Meanwhile, hybrid analysis approaches (combining static analysis...