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ByteDance Seed Introduces SeedRealtime: a Native Audio-Visual Full-Duplex LLM That Watches, Listens and Speaks in One Model
20+ hour, 29+ min ago (481+ words) ByteDance’s Seed team has introduced SeedRealtime, a native audio-visual full-duplex LLM. The model fuses audio, video and text in a single unified architecture. It interacts in real time over continuous multimodal streams, rather than one turn at a time. Seed…...
Top LLM Observability and Evaluation Platforms in 2026: Langfuse, LangSmith, Braintrust, Arize, and More Compared
1+ day, 8+ hour ago (1028+ words) This is the gap LLM observability and evaluation platforms fill. They record every span of an LLM pipeline — prompts, completions, retrievals, tool calls, token counts, latencies, and costs — and then score outputs for quality using automated evaluators. In 2026, this category…...
Adaptive Experimentation with Meta’s Ax: A Practical Coding Guide
4+ day, 8+ hour ago (268+ words) We begin by preparing the Colab environment and installing the required packages for Ax and scikit-learn. We import the core libraries for optimization, machine learning, plotting, logging, and reproducibility. We also configure warnings and Ax logging to keep the notebook…...
Reflex Open Sources XY: A Rust-Backed Super-Fast Python Charting Library That Keeps 100 Million Point Charts Interactive
6+ day, 16+ hour ago (216+ words) XY is early alpha at version 0.0.1. It ships as pip install xy and requires Python 3.11 or newer. XY keeps canonical f64 columns in a ColumnStore in Python and picks a rendered representation per trace. Current defaults start M4 decimation above 10,000 rows for…...
Evaluating Multimodal Vision Models with Moonshot PerceptionBench Using Robust Data Loading and Automated Judging
1+ week, 3+ hour ago (701+ words) MarkTechPost In this tutorial, we design an end-to-end evaluation workflow for PerceptionBench. This multimodal benchmark measures fine-grained visual perception capabilities across tasks such as OCR, counting, localization, contextual reasoning, comparison, depth understanding, and hallucination detection. We begin by configuring a…...
A Tutorial on GeoAI: Designing Footprint Extraction from NAIP Imagery Using U-Net, Grounding DINO, SAM, and Mask R-CNN
1+ week, 1+ day ago (275+ words) We configure the environment, install the required GeoAI and deep learning libraries, and verify GPU availability. We define the central configuration parameters for dataset creation, model training, inference, and optional processing stages. We then create the working directory, define reusable…...
AMD Releases Instella-MoE-16B-A3B: A Fully Open Mixture-of-Experts LLM With 2.8B Active Parameters Trained On Instinct GPUs
1+ week, 2+ day ago (252+ words) Partly. The weights ship under a ResearchRAIL license for academic and research purposes only, so this is not a drop-in commercial model. The training codebase is MIT licensed, and that is the more reusable asset here. Instella-MoE is a decoder-only…...
Accelerating Transformer Training with NVIDIA Transformer Engine, Fused Kernels, BF16, FP8, and GPU Benchmarking
1+ week, 2+ day ago (666+ words) Discover how to optimize transformer workloads using the NVIDIA Transformer Engine. This tutorial guides you through configuring fused GPU kernels, implementing FP8 delayed scaling, and benchmarking model performance. Learn to build and train efficient GPT-style causal language models in PyTorch with…...
DeepSeek Upgrades DeepSeek-V4-Flash-0731 with Major Agentic and Coding Gains
1+ week, 3+ day ago (264+ words) DeepSeek published DeepSeek-V4-Flash-0731 on Hugging Face and moved the official V4-Flash API into public beta on July 31, 2026. The model card is explicit that this is the official release superseding the preview, and that the architecture and size are unchanged....
LingBot-Map Tutorial: GPU-Aware Inference and Point Cloud Export
1+ week, 3+ day ago (710+ words) Discover how to implement a streaming 3D reconstruction pipeline using LingBot-Map. From GPU-aware configuration and preprocessing to GCTStream model inference and point cloud generation, this guide walks you through the steps to convert image or video sequences into consistent 3D scenes with…...