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Manazir Ali - Blog · Jul 13, 2026

One Contract, Every Model: Engineering an Operating Standard for AI Coding Agents

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You can't make a cheaper model as smart as a frontier one: that's weights. But you can make it operate to the same contract. This is how I built a portable operating standard and the harness that enforces it across every Claude Code session on my server.

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