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int3
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A demo of a Structured/Vectored Exception Handler hook using INT3 opcode to trigger the exception.
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Nov 10, 2024 - C++
A debugger in pure Python. Sets breakpoints the way real debuggers do -- by writing 0xCC into another process's memory via ptrace. Verified end-to-end against a traced C program.
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Jul 14, 2026 - Python
Training-free INT3 KV cache quantization: 5.09× compression, ~10 lines of Python, <5% WikiText-2 ΔPPL on 8 of 8 open-weight Transformers (GPT-J 2021 → Gemma-4 2026). No calibration, no codebook, no rotation, no adapter. +2.4% decode overhead with torch.compile (no custom CUDA).
reproducible-research transformers pytorch open-science quantization memory-optimization kv-cache int4 calibration-free llm-inference int3 norm-separation per-channel-quantization activation-outliers
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May 21, 2026 - Python
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