4-Bit Quantized Model Surpasses Full-Precision Original
Multiverse Computing published a method called Quantization-Aware Healing that produces a compressed, 4-bit model reported to outperform its full-precision original . The technique, detailed on Hugging Face, targets post-quantization…
Apple MLX v0.32.2 Adds NAX Attention, Quantized MOE Optimizations
Apple's MLX framework released v0.32.2, adding a fused full-attention path for head_dim 256 on NAX devices and skipping unnecessary simdgroup computations for quantized MOE matmuls on NAX . The release also introduces a force_fused option…
Red Hat Publishes GRPO Fine-Tuning Guide for OpenShift AI
Red Hat Developer published a technical article detailing how to perform Group Relative Policy Optimization (GRPO) fine-tuning on Red Hat OpenShift AI using reinforcement learning from verifiable rewards with Training Hub . The guide…
Quantization and Hybrid Execution Push 100B+ Models onto Single Consumer GPUs
FreeToken claims to serve GLM-5.2 753B on an RTX PRO 6000 workstation at 15 tok/s . Liquid AI's QAD checkpoints recover roughly 97% of BF16 accuracy at 4-bit precision . Practitioners are running Qwen3.8-27B at 262K context on single…
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RANKED · 5 THIS DAYNemoClaw Flaw Gives Attackers Full Control of Local AI Agent Model Server
A vulnerability in Nvidia Corp.'s NemoClaw lets an attacker seize full control of the local model server powering a developer's AI agent — triggered by a single visit to a malicious website . The flaw, tracked as CVE-2026-65105, was…