Benchmarking Tiered KV Cache Offloading for Long-Context AI
Evaluate how tiered KV cache offloading from GPU HBM to CPU DRAM, NVMe, and CephFS scales long-context LLM inference throughput on NVIDIA H100 GPUs.
AI & Machine Learning
LLMs, AI agents, MLOps, AI infrastructure and AI security.
Unpacking Qwen Model Jaggedness: Backdoor or Hallucination
Check Point Research replays a suspicious trace from Qwen3.8-Flash-Next, demonstrating that erratic tool-calling behavior stems from model jaggedness rather than a fixed backdoor.
Mistral Large 4 Open Weights Target Agentic Coding
Mistral AI has released open weights for Mistral Large 4 on Hugging Face. The model delivers leading performance in agentic coding and defensive cybersecurity with reduced token consumption.