In this tutorial, we construct a sophisticated federated studying experiment with NVIDIA FLARE. We evaluate FedAvg and FedProx on a non-IID CIFAR-10 setup, the place consumer knowledge is cut up utilizing a Dirichlet distribution to simulate practical label imbalance throughout federated websites. We use the NVFlare Job API to outline and launch federated jobs, whereas…
ServiceNow is an American enterprise software program firm headquartered in Santa Clara, California. The firm employs greater than 29,000 folks globally and reported fourth-quarter 2025 subscription income of $3.57 billion, with fiscal 2026 subscription income steerage of $15.53 billion to $15.57 billion. The firm has additionally invested closely in AI and automation to enhance workflow…
The Model Context Protocol has moved from Anthropic’s inside experiment to a de facto business normal at a pace few integration protocols have matched. Since its launch in November 2024, MCP has grown explosively: OpenAI adopted it in March 2025, Microsoft introduced help in Copilot Studio in March 2025, and by late 2025 mixed Python…
For years, authentication on the online adopted one design assumption: a human sits behind a browser. Click a button. Fill out a kind. Verify an e mail. Copy an API key and paste it some place else. That mannequin doesn’t work when the consumer is delegating work to an agent. Agents are already writing code,…
In this tutorial, we implement the Langfuse (an open-source LLM engineering platform) pipeline for tracing, immediate administration, scoring, datasets, and experiments. We construct a full workflow that works with both a actual OpenAI key or a deterministic mock LLM, so we are able to perceive each main Langfuse characteristic with out relying on paid mannequin…
StepFun, the Shanghai-based AI lab, launched StepAudio 2.5 Realtime. It is an end-to-end real-time speech massive language mannequin with absolutely customizable persona capabilities. StepAudio 2.5 Realtime is a voice mannequin that operates in actual time. Unlike pipeline-based methods that separate speech recognition, reasoning, and synthesis into sequential steps, that is an end-to-end mannequin. Audio goes…
Most internet brokers as we speak drive a browser one motion at a time. The mannequin receives the present web page state — as a screenshot or DOM textual content — and predicts the subsequent click on, keypress, or scroll. This action-at-a-time design made sense when language fashions had restricted reasoning capacity. As fashions have…
Linear consideration replaces the unbounded KV cache of softmax consideration with a fixed-size recurrent state. This cuts sequence mixing to linear time and decoding to fixed reminiscence. The exhausting half will not be what to overlook. It is the way to edit a compressed reminiscence with out scrambling current associations. NVIDIA has launched Gated DeltaWeb-2,…
Tencent has launched TencentDB Agent Memory, an open-source reminiscence system for AI brokers. The challenge ships below the MIT license. It targets an issue acquainted to anybody transport long-horizon brokers: context bloat and recall failure. It is symbolic short-term reminiscence together with layered long-term reminiscence. It integrates with OpenClaw as a plugin and with the…
In this tutorial, we construct a complicated workflow utilizing the SuperClaude Framework as a structured layer on prime of the Anthropic API. We clone the framework, uncover its instructions, brokers, and modes, and create a Python bridge that dynamically masses the related Markdown habits information into the system immediate earlier than every mannequin name. Through…