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CVE-2025-62609

CVE-2025-62609: MLX has Wild Pointer Dereference in load_gguf()

Summary

Segmentation fault in mlx::core::load_gguf() when loading malicious GGUF files. Untrusted pointer from external gguflib library is dereferenced without validation, causing application crash.

Environment:

OS: Ubuntu 20.04.6 LTS
Compiler: Clang 19.1.7

Vulnerability

Location: mlx/io/gguf.cpp

Function extract_tensor_data() at lines 59-79
Vulnerable memcpy at lines 64-67
Called from load_arrays() at line 177

The Bug:

std::tuple<allocator::Buffer, Dtype> extract_tensor_data(gguf_tensor* tensor) {
  std::optional<Dtype> equivalent_dtype = gguf_type_to_dtype(tensor->type);
  if (equivalent_dtype.has_value()) {
    allocator::Buffer buffer = allocator::malloc(tensor->bsize);
    memcpy(
        buffer.raw_ptr(),
        tensor->weights_data,  // untrusted pointer from gguflib
        tensor->num_weights * equivalent_dtype.value().size());
    return {buffer, equivalent_dtype.value()};
  }
  // ...
}

Possible Fix

std::tuple<allocator::Buffer, Dtype> extract_tensor_data(gguf_tensor* tensor) {
  std::optional<Dtype> equivalent_dtype = gguf_type_to_dtype(tensor->type);
  if (equivalent_dtype.has_value()) {
    // FIX: Validate pointer
    if (!tensor->weights_data) {
      throw std::runtime_error("[load_gguf] NULL tensor data pointer");
    }

    allocator::Buffer buffer = allocator::malloc(tensor->bsize);
    memcpy(
        buffer.raw_ptr(),
        tensor->weights_data,
        tensor->num_weights * equivalent_dtype.value().size());
    return {buffer, equivalent_dtype.value()};
  }
  // ...
}

PoC

# Install MLX
pip install mlx

python3 -c "import mlx.core as mx; mx.load('exploit.gguf', format='gguf')"

Download the poc file there, or let me know how I can send it to you.

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CVE-2025-62609

CVE-2025-62609:

N/A

CVSS Score

-

CVSS Score

Basic Information

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Technical Details

Package Name	Ecosystem	Vulnerable Versions	First Patched Version
mlx	pip	<= 0.29.3	0.29.4

Technical Details

Vulnerability Intelligence
Miggo AI

Root Cause Analysis

The vulnerability is a null pointer dereference in the mlx library when parsing GGUF files. The analysis of the provided information, including the vulnerability description, AddressSanitizer (ASAN) stack trace, and the security patch, allowed for the precise identification of the vulnerable functions.

The root cause is in the mlx::core::extract_tensor_data function within mlx/io/gguf.cpp. This function copies tensor data using memcpy from a pointer (tensor->weights_data) that is read from the GGUF file. The vulnerability exists because the code fails to validate whether this pointer is null before using it. An attacker can craft a GGUF file where this pointer is null, causing memcpy to read from an invalid memory address, which results in a segmentation fault and crashes the application.

The fixing commit 7e3471c98711ee09bcefe56590c4c4e0815e76e5 confirms this analysis by adding a null check for tensor->weights_data right before the memcpy call, throwing an exception if the pointer is null.

The ASAN stack trace confirms the execution flow during exploitation. The user-facing function mlx::core::load_gguf calls mlx::core::load_arrays, which in turn calls the vulnerable function mlx::core::extract_tensor_data. All three functions would appear in a runtime profile when the vulnerability is triggered.

Vulnerable functions

Only Mi**o us*rs **n s** t*is s**tion

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WAF Protection Rules

WAF Rule

W** rul*s *v*il**l* *or Mi**o *ustom*rs only.W** rul*s *v*il**l* *or Mi**o *ustom*rs only.W** rul*s *v*il**l* *or Mi**o *ustom*rs only.W** rul*s *v*il**l* *or Mi**o *ustom*rs only.W** rul*s *v*il**l* *or Mi**o *ustom*rs only.W** rul*s *v*il**l* *or Mi**o *ustom*rs only.W** rul*s *v*il**l* *or Mi**o *ustom*rs only.W** rul*s *v*il**l* *or Mi**o *ustom*rs only.W** rul*s *v*il**l* *or Mi**o *ustom*rs only.W** rul*s *v*il**l* *or Mi**o *ustom*rs only.

Reasoning

*v*il**l* *or Mi**o *ustom*rs only.*v*il**l* *or Mi**o *ustom*rs only.*v*il**l* *or Mi**o *ustom*rs only.*v*il**l* *or Mi**o *ustom*rs only.*v*il**l* *or Mi**o *ustom*rs only.*v*il**l* *or Mi**o *ustom*rs only.*v*il**l* *or Mi**o *ustom*rs only.*v*il**l* *or Mi**o *ustom*rs only.*v*il**l* *or Mi**o *ustom*rs only.*v*il**l* *or Mi**o *ustom*rs only.

AddressSanitizer:DEADLYSIGNAL ================================================================= ==5855==ERROR: AddressSanitizer: SEGV on unknown address 0x7fc432f64bc0 (pc 0x7fc430841c12 bp 0x7ffc04847ab0 sp 0x7ffc04847268 T0) ==5855==The signal is caused by a READ memory access. #0 0x7fc430841c12 /build/glibc-B3wQXB/glibc-2.31/string/../sysdeps/x86_64/multiarch/memmove-vec-unaligned-erms.S:312 #1 0x55aac829756b in __asan_memcpy (/home/user1/mlx/fuzz/load_gguf/fuzz_load_gguf+0x9ef56b) (BuildId: 57467f1ce96052757daeef4b04739be7f23c5f1f) #2 0x55aacaa6e8dc in mlx::core::extract_tensor_data(gguf_tensor*) /home/user1/mlx/mlx/io/gguf.cpp:64:5 #3 0x55aacaa773fc in mlx::core::load_arrays[abi:cxx11](gguf_ctx*) /home/user1/mlx/mlx/io/gguf.cpp:226:35 #4 0x55aacaa782a9 in mlx::core::load_gguf(std::__cxx11::basic_string<char, std::char_traits<char>, std::allocator<char>> const&, std::variant<std::monostate, mlx::core::Stream, mlx::core::Device>) /home/user1/mlx/mlx/io/gguf.cpp:250:17 #5 0x55aac82dc696 in LLVMFuzzerTestOneInput /home/user1/mlx/fuzz/load_gguf/fuzz_load_gguf.cpp:49:19 #6 0x55aac81e25c6 in fuzzer::Fuzzer::ExecuteCallback(unsigned char const*, unsigned long) (/home/user1/mlx/fuzz/load_gguf/fuzz_load_gguf+0x93a5c6) (BuildId: 57467f1ce96052757daeef4b04739be7f23c5f1f) #7 0x55aac81cc738 in fuzzer::RunOneTest(fuzzer::Fuzzer*, char const*, unsigned long) (/home/user1/mlx/fuzz/load_gguf/fuzz_load_gguf+0x924738) (BuildId: 57467f1ce96052757daeef4b04739be7f23c5f1f) #8 0x55aac81d220a in fuzzer::FuzzerDriver(int*, char***, int (*)(unsigned char const*, unsigned long)) (/home/user1/mlx/fuzz/load_gguf/fuzz_load_gguf+0x92a20a) (BuildId: 57467f1ce96052757daeef4b04739be7f23c5f1f) #9 0x55aac81fbb82 in main (/home/user1/mlx/fuzz/load_gguf/fuzz_load_gguf+0x953b82) (BuildId: 57467f1ce96052757daeef4b04739be7f23c5f1f) #10 0x7fc4307aa082 in __libc_start_main /build/glibc-B3wQXB/glibc-2.31/csu/../csu/libc-start.c:308:16 #11 0x55aac81c73ed in _start (/home/user1/mlx/fuzz/load_gguf/fuzz_load_gguf+0x91f3ed) (BuildId: 57467f1ce96052757daeef4b04739be7f23c5f1f) ==5855==Register values: rax = 0x0000502000000098 rbx = 0xfafafafa0000fa00 rcx = 0x00000a047fff8013 rdx = 0x0000000000000008 rdi = 0x0000502000000098 rsi = 0x00007fc432f64bc0 rbp = 0x00007ffc04847ab0 rsp = 0x00007ffc04847268 r8 = 0x00000a0400000013 r9 = 0x0000000000000000 r10 = 0x00000a0400000013 r11 = 0x0000000000000000 r12 = 0x00000a047fff8010 r13 = 0xffffffffffffffc7 r14 = 0x00007fc42dd00280 r15 = 0x00000ff885ba0050 AddressSanitizer can not provide additional info. SUMMARY: AddressSanitizer: SEGV /build/glibc-B3wQXB/glibc-2.31/string/../sysdeps/x86_64/multiarch/memmove-vec-unaligned-erms.S:312 ==5855==ABORTING

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Concerned about an active attack path?

CVE-2025-62609: MLX has Wild Pointer Dereference in load_gguf()

Summary

Vulnerability

Possible Fix

PoC

CVE-2025-62609:

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Technical Details

Technical Details

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Root Cause Analysis

Vulnerable functions

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Reasoning

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Root Cause Analysis

Vulnerable functions

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Technical Details

Basic Information

Basic Information

CVE-2025-62609: MLX has Wild Pointer Dereference in load_gguf()

Summary

Vulnerability

Possible Fix

PoC

Impact

Vulnerability Intelligence
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