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Developers should design harnesses for where models are heading, not where they are today. As model capabilities double every four months, simpler harnesses that rely on native model verification become more effective than complex scaffolding.

Impact: Prevents technical debt from over-engineering agent scaffolding, allowing organizations to leverage rapid model improvements without constant re-architecture.

— from Claude Tag: Proactive AI Agents in Enterprise Workflows · The AI Native Dev - from Copilot today to AI Native Software Development tomorrow· Jul 07, 2026