Agentic reinforcement studying analysis is fixed algorithm modification. New estimators, new pipeline phases, new rollout schemes. In mainstream frameworks every change threads via layers of coach, distributed backend, and rollout glue. That price lands on the researcher at each iteration. Molt, from NVIDIA’s NeMo staff, targets that price straight. Its a PyTorch-native agentic RL framework…
In this tutorial, we construct a sophisticated end-to-end time-series forecasting workflow with TimesFM 2.5. We start by configuring the runtime, putting in the required dependencies, detecting out there {hardware}, and producing a sensible multi-store retail dataset with pattern, seasonality, pricing, promotions, holidays, temperature results, and random variation. We then load and compile the TimesFM 2.5…
AMD launched Instella-MoE-16B-A3B, a completely open Mixture-of-Experts language mannequin skilled from scratch on Instinct MI300X and MI325X GPUs. The mannequin holds 16B complete parameters however prompts solely 2.8B per token. AMD is publishing weights from each coaching stage, together with information mixtures, coaching configs, and inference code. Two systems-level decisions carry the discharge: Gated Multi-head…
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,…
Supabase has open sourced Supabase Evals, its benchmark and framework for testing how nicely AI brokers construct utilizing Supabase. It runs coding brokers together with Claude Code, Codex, and OpenCode in opposition to actual duties, comparable to constructing a schema, debugging a failed Edge Function, or fixing a damaged RLS coverage, then scores the end…
MiniMax releases MiniMax H3, a general-purpose multimodal technology mannequin. MiniMax H3 shouldn’t be a text-to-video mannequin with add-ons. MiniMax describes it as a general-purpose multimodal technology mannequin that reads textual content, pictures, video, and audio as one unified context and returns video with native stereo sound. The mains specs embody: 2K output, 4–15 seconds, integer…
DeepSeek revealed DeepSeek-V4-Flash-0731 on Hugging Face and moved the official V4-Flash API into public beta on July 31, 2026. The mannequin card is express that that is the official launch superseding the preview, and that the structure and measurement are unchanged. The positive aspects come from re-post-training, not a brand new design. The checkpoint ships…
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…