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Notes on sovereign inference.
What we are learning building an NPU-native gateway in Pakistan, and what it means for the teams that call it. Short, practical, and free of benchmarks we have not run.
6 min read
Pakistan's AI will run on NPUs. Here is what that changes for your stack.
Nvidia import constraints mean the accelerators actually available in Pakistan are Huawei Ascend NPUs. That is a different toolchain, and a gateway is how a team stops caring which one it is.
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What changes when your AI bill is in rupees
A dollar-denominated API turns every model call into a small foreign-exchange position. Prepaid PKR credits, per-key caps and fail-closed budgets change how a team plans and controls AI spend.
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Moving an OpenAI-compatible codebase to P/9 in one change
The gateway speaks the OpenAI chat completions API, streaming included. Change the base URL and the model string, scope a key, and read the cost of each request back from the response.
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