fine-tuning
3 published articles
Cybersecurity
Google's cheap fine-tune found vulnerabilities that Claude Opus 4.6 missed
Google's lightweight Gemini 3.5 Flash Cyber fine-tune outperforms Anthropic's largest model in vulnerability discovery, finding 55 unique issues in the V8 engine versus 36 for Claude Opus 4.6. The model is locked to governments via a limited pilot.
2026-07-24
NVIDIA
Nvidia and Hugging Face just made distributed diffusion training boring (that's the point)
Nvidia's NeMo Automodel now integrates directly with Hugging Face Diffusers, enabling production-grade distributed training for models like FLUX, Wan 2.1, and HunyuanVideo. The Apache 2.0 library handles parallelism as a config toggle and lets fine-tuned checkpoints load straight back into inference pipelines.
2026-07-19
Training optimization
Unsloth's new kernels just made LLM fine-tuning 5x faster, no VRAM overpay
Unsloth's latest update introduces fused QK RoPE Triton kernels for 2.3x faster rotary embeddings, int64 indexing for long context, and auto padding-free packing. Benchmarks show 1.7-3x faster throughput on Qwen3-32B with no accuracy loss.
2026-07-16