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How to Troubleshoot Without AI: A Protocol for the Last 10%

When AI guidance stalls, this gritty protocol brings you back to first principles—isolating failures, reading logs, and triangulating sources to close the last 10%. If you’ve wondered how to troubleshoot without AI at the edge, here’s a system to build resilient closure.

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