MoonMath AI group has launched a bf16 ahead consideration kernel for AMD’s MI300X GPU. It is written in HIP, not hand-written meeting. The code is open-source below the MIT license. The MoonMath.ai group studies it beats AITER v3, AMD’s personal optimized kernel, on each examined form. Bare-metal entry got here from HotAisle, an AMD cloud…
In this tutorial, we construct a Prefab software that demonstrates how to create interactive dashboards completely in Python. We use Prefab’s component-based Python interface to design a elegant operations dashboard with reactive state, charts, tables, filters, varieties, tabs, alerts, metrics, and client-side actions. We generate lifelike pipeline monitoring knowledge, join it to stay UI controls,…
Large language fashions are stateless by default. Each API name begins contemporary. The mannequin forgets your final message as soon as the response returns. That is okay for a single query. It breaks the second you construct an agent. Agents plan, name instruments, and run throughout many steps. They want to recollect. Memory is the…
In this tutorial, we construct a full Crawlee-for-Python workflow that covers atmosphere setup, native web site technology, static crawling, dynamic crawling, structured extraction, and downstream information processing. We start by configuring a appropriate Crawlee runtime with pinned Pydantic help, Playwright browser set up, persistent storage directories, and Colab-safe execution dealing with. We then generate a…
Getting prompts proper remains to be the toughest a part of delivery dependable LLM functions. Small wording modifications can swing accuracy by 20 %. What works on just a few examples usually breaks at scale. When a multi-step pipeline returns a incorrect reply, discovering the failing step means inspecting intermediate outputs by hand. Cisco AI…
Nous Research has added a Blank Slate setup mode to its open-source Hermes Agent. It inverts the standard onboarding. Instead of a absolutely loaded default, you begin with virtually nothing. Hermes Agent is the self-improving agent framework from Nous Research. It runs by yourself machine. The team announced the new mode on X. Blank Slate…
TLDR YaFF is Yandex’s open-source zero-copy wire format for Protobuf — Apache 2.0, at the moment C++, v0.1.0. The .proto file stays the supply of reality; solely the bodily reminiscence format adjustments. On Yandex’s benchmarks, the Flat Layout reads scorching knowledge ~3.8× sooner than FlatBuffers, inside 1.2× of a uncooked C++ struct. Four layouts —…
In this tutorial, we construct an end-to-end forecasting workflow with TimeCopilot. We put together a panel dataset containing actual airline passenger knowledge and a artificial seasonal collection with injected anomalies, then consider a numerous assortment of statistical, basis, and non-obligatory GPU-based forecasting fashions. We use rolling cross-validation and a number of error metrics to establish…
NVIDIA Research has launched SpatialClaw, a training-free framework for spatial reasoning. It targets a persistent weak point in vision-language fashions (VLMs). These fashions nonetheless battle to evaluate the place objects are, how they relate, and the way they transfer in 3D. SpatialClaw doesn’t retrain the mannequin. Instead, it adjustments the motion interface the agent makes…
While current breakthroughs in AI reasoning have largely been pushed by large scale, pouring in billions of parameters to cross complicated cognitive thresholds—VibeThinker-3B is charting a very completely different path. Created by researchers from Sina Weibo Inc (China), this 3-billion-parameter mannequin proves that effectivity can punch far above its weight class. Released underneath an open-source…