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Part 2: 4-Gate AST Verification & Static Call Inventories (4B Edge NPU vs. Frontier)

In Part 1 , we introduced SpaghettiLens-AI ( v0.5.0 ) , showing how running a compact 4B parameter model ( qwen3-4b-instruct-2507 ) on a local Snapdragon NPU exposed multi-tier orchestration weaknesses in agentic frameworks. Following community feedback—specifically noting that models of different…

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  1. 2026-11-12 18:56 · DEV Community — Machine Learning
    Part 2: 4-Gate AST Verification & Static Call Inventories (4B Edge NPU vs. Frontier)

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