Portrait of Matt Suiche

Matt Suiche

AI Security

2026

Membership vs Mass: Grammar-Constrained Decoding, Forced Abliteration, and One Honest Negative Result
GCD Grammar-Constrained Decoding GLP Control Vectors Activation Steering Abliteration xgrammar vLLM Qwen Tantalus
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
Local Models Within Reach: Everything That Changed in Eight Months
LLM Local AI MoE Quantization Gemma Qwen MLX Unsloth RISC-V