In this tutorial, we discover how NVIDIA Transformer Engine accelerates transformer workloads by combining fused GPU kernels, BF16 computation, and hardware-aware FP8 execution. We start by putting in Transformer Engine and detecting the lively GPU structure in order that we are able to decide whether or not the runtime helps TE kernels, FP8 tensor cores,…
In this tutorial, we implement an end-to-end streaming 3D reconstruction pipeline with LingBot-Map. We start by configuring the enter supply, reconstruction settings, checkpoint choice, and output controls, then probe the obtainable GPU and routinely tune body limits, digicam iterations, scale frames, and KV-cache parameters in accordance with the detected VRAM. We set up the repository…
PolyAI has launched Dialog-RSN-1, a dialog mannequin that perceives the caller’s audio instantly as an alternative of studying a transcript. It fuses turn-taking, speech recognition, operate calling and response era into one audio-native mannequin, and is already dealing with reside manufacturing calls. Key Takeaways Dialog-RSN-1 is audio-aware on the enter facet solely; TTS stays separate,…
In this tutorial, we construct and execute a multi-agent workflow with Omnigent utilizing a dependable, remoted Python setting created with uv. We configure a monetary analysis lead agent that retrieves a stay USD-to-EUR alternate charge from an exterior API, prepares a concise client-ready abstract, and delegates its draft to a devoted text-auditing sub-agent for readability…
Most brokers that study from video have to know what motion produced every body. Induction Labs is arguing that this requirement is the bottleneck. Last week, they launched creativeness fashions, a basis mannequin structure that pretrains on uncooked video with no motion labels in any respect. Their take a look at system is Photon-1, a…
In this tutorial, we discover FAIRChem v2 and the UMA common machine-learning interatomic potential as a unified framework for atomistic simulation across molecular chemistry, catalysis, and inorganic supplies. We configure an atmosphere, authenticate with Hugging Face to entry the gated UMA mannequin weights, and initialize task-specific calculators for the omol, oc20, and omat domains. We…
In this tutorial, we discover TileLang as a high-level Python domain-specific language for designing and compiling performance-oriented GPU kernels by TVM. We start by validating the CUDA atmosphere and establishing reusable benchmarking and numerical-verification utilities, then progressively implement vector addition, tiled tensor-core matrix multiplication, schedule exploration, fused GEMM epilogues, row-wise softmax, and FlashAttention. Throughout the…
The latest means to purchase enterprise AI agents from OpenAI doesn’t contain shopping for something on-line. OpenAI Presence, announced on July 22, is a managed product delivered by means of a restricted basic availability programme, and the corporate states plainly that it’s not but obtainable as a self-serve product. Deployments are led by OpenAI’s personal Forward Deployed…
Open speech recognition stopped being a Whisper monoculture a while in the final twelve months. In March 2026 Cohere released Transcribe, a 2B Apache 2.0 mannequin that took the highest of the Hugging Face Open ASR Leaderboard at 5.42% common phrase error fee. Five weeks later IBM shipped Granite Speech 4.1 2B at 5.33%. Since…
In this tutorial, we discover NVIDIA’s srt-slurm framework and find out how we use srtctl to transform declarative YAML configurations into reproducible SLURM benchmark workflows for distributed LLM serving. We arrange the undertaking in Google Colab, examine its inside structure, outline a cluster configuration, dry-run built-in and customized recipes, and mannequin a disaggregated prefill-and-decode deployment…