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Engineering Context for AI Productivity
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Created December 14, 2025About this video
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Video Transcript
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Your AI coding pilot is failing, and it has absolutely nothing to do with the model you picked.
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The real bottleneck is context. Companies are dropping agents into messy workflows without
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a map, forcing the AI to guess. That is why productivity actually tanks—you
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spend more time fixing its mistakes than writing code. You need to engineer the environment,
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not just the prompt. Without structured context, you aren't building leverage; you are
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just automating chaos.
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