In this tutorial, we introduce a Jailbreak Defense that we constructed step-by-step to detect and safely deal with policy-evasion prompts. We generate life like assault and benign examples, craft rule-based alerts, and mix these with TF-IDF options into a compact, interpretable classifier so we will catch evasive prompts with out blocking official requests. We exhibit…
H Company (A french AI startup) releases Holo1.5, a household of open basis imaginative and prescient fashions purpose-built for computer-use (CU) brokers that act on actual consumer interfaces by way of screenshots and pointer/keyboard actions. The launch consists of 3B, 7B, and 72B checkpoints with a documented ~10% accuracy acquire over Holo1 throughout sizes. The…
In this tutorial, we take a deep dive into the capabilities of Zarr, a library designed for environment friendly storage & manipulation of enormous, multidimensional arrays. We start by exploring the fundamentals, creating arrays, setting chunking methods, and modifying values immediately on disk. From there, we broaden into extra superior operations comparable to experimenting with…
Google Research has launched TimesFM-2.5, a 200M-parameter, decoder-only time-series basis mannequin with a 16K context size and native probabilistic forecasting help. The new checkpoint is stay on Hugging Face. On GIFT-Eval, TimesFM-2.5 now tops the leaderboard throughout accuracy metrics (MASE, CRPS) amongst zero-shot basis fashions. What is Time-Series Forecasting? Time-series forecasting is the apply of…
MoonshotAI has open-sourced checkpoint-engine, a light-weight middleware aimed toward fixing one of many key bottlenecks in giant language mannequin (LLM) deployment: quickly updating mannequin weights throughout hundreds of GPUs with out disrupting inference. The library is especially designed for reinforcement studying (RL) and reinforcement studying with human suggestions (RLHF), the place fashions are up to…
Table of contents What architecture powers MobileLLM-R1? How efficient is the training? How does it perform against other open models? Where does MobileLLM-R1 fall short? How does MobileLLM-R1 compare to Qwen3, SmolLM2, and OLMo? Summary Meta has launched MobileLLM-R1, a household of light-weight edge reasoning fashions now obtainable on Hugging Face. The launch contains fashions…
Table of contents What actually determines performance on modern GPUs CUDA: nvcc/ptxas, cuDNN, CUTLASS, and CUDA Graphs ROCm: HIP/Clang toolchain, rocBLAS/MIOpen, and the 6.x series Triton: a DSL and compiler for custom kernels TensorRT (and TensorRT-LLM): builder-time graph optimization for inference Practical guidance: choosing and tuning the stack Deep-learning throughput hinges on how successfully a…
Voice AI is changing into one of crucial frontiers in multimodal AI. From clever assistants to interactive brokers, the flexibility to know and cause over audio is reshaping how machines interact with people. Yet whereas fashions have grown quickly in functionality, the instruments for evaluating them haven’t saved tempo. Existing benchmarks stay fragmented, gradual, and…
Google AI Research and DeepMind have launched VaultGemma 1B, the most important open-weight massive language mannequin skilled solely with differential privateness (DP). This growth is a serious step towards constructing AI fashions which might be each highly effective and privacy-preserving. Why Do We Need Differential Privacy in LLMs? Large language fashions skilled on huge web-scale…
IBM has quietly constructed a robust presence in the open-source AI ecosystem, and its newest launch exhibits why it shouldn’t be neglected. The firm has launched two new embedding fashions—granite-embedding-english-r2 and granite-embedding-small-english-r2—designed particularly for high-performance retrieval and RAG (retrieval-augmented technology) techniques. These fashions should not solely compact and environment friendly but additionally licensed underneath Apache…