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Matt Suiche

AI Security

2026

Autoresearch: Sticky Refusals, Free Speculative Decoding, and the Invisible Quantisation Cliff
Activation Steering Abliteration Control Vectors GLM Qwen DeepSeek Speculative Decoding Quantization EXL3 NVFP4 vLLM
Autoresearch: Abliteration Without Redistributing the Model
Activation Steering Abliteration Control Vectors Refusal Direction Mixture of Experts LoRA Model Alignment GGUF Mechanistic Interpretability
Calif MIE, Part I: Five Days of Kernel Exploitation with Kimi K3
macOS Kernel Exploit Development ARM64 KASLR PPL PAC SMB AI Agents Kimi K3 0day
Fable 5's 38-Minute Kernel, Part II: The Token Math and the Boot Count
Fable 5 Mythos Rust Windows Kernel ntoskrnl AI Agents Anthropic Verification Windows Internals
CVE-2010-2568: Stuxnet's .LNK Zero-Day, Line by Line in the Windows 2000 Source (GLM-5.2 Analysis)
CVE-2010-2568 Stuxnet LNK Shell Logic Bug Windows 2000 Source Audit MS10-046
Fable 5 wrote a Windows kernel in 38 minutes
Fable 5 Mythos Rust Windows Kernel ntoskrnl AI Agents Anthropic Verification Windows Internals
Windows 11 Hibernation on ARM64: the Boot Manager, winresume, and the hiberfil.sys Format
ARM64 Hibernation hiberfil.sys Windows Internals Memory Management Reverse Engineering winresume Boot Manager Pointer Authentication VBS Forensics
SMBaloo, Part II: An AI Agent, the ARM64 Genericity Gap, and Windows 11 Kernel Internals
ARM64 SMBGhost CVE-2020-0796 Exploit Development Windows Kernel Windows Internals Memory Management Reverse Engineering Pointer Authentication AI Agents GICv3
autoextdetector: A Self-Improving Detection Agent for Supply-Chain Attacks
Supply Chain autoextdetector Static Analysis OSV GHSA LLM TrapDoor Nx Console Detection Engineering Bumblebee
Supply-Chain Attacks Cluster: 230,000 Advisories, Five Patterns
Supply Chain OSV npm PyPI Browser Extensions TeamPCP Discord Webhooks Telegram Bots Postinstall Wallet Drain
From Y2K to Patch Tuesday 2025: 25 Years of Bugs in the Windows 2000 Source Tree
Windows 2000 CVE-2006-5583 CVE-2013-3196 CVE-2023-21746 CVE-2025-24993 LocalPotato NTVDM NTFS SNMP Source Audit
Bleeding Llama: When AI Model Files Become Memory Leaks
CVE-2026-7482 Ollama GGUF LLM Heap Overflow Detection

2025

CVE-2025-21043: When DNG Opcodes Become Attack Vectors
CVE-2025-21043 DNG zero-day WhatsApp Android Samsung ELEGANTBOUNCER