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NVIDIA has been released Nemotron-Nano-3-30B-A3B-NVFP4a production test facility that uses a 30B parametric reasoning model in it 4 bit NVFP4 format while maintaining accuracy close to its BF16 base. The model includes a hybrid Mamba2 Transformer Professional Mix properties with Quantization Aware Distillation (QAD) The recipe is designed specifically for NVFP4 deployment. All in all, … Read more

Tvorra AI Video Generator is one of the latest AI video editing apps available on the Appstore. It works great for quick social clips, short form films, or anything creative you want to create on your phone. And while it’s clear for beginners, it packs advanced functions that can make your videos look professional. ⚡️ … Read more

def openai_chat(system: str, user: str) -> str: resp = client.chat.completions.create( model=OPENAI_MODEL, messages=[ {“role”: “system”, “content”: system}, {“role”: “user”, “content”: user}, ], temperature=0.3 ) return resp.choices[0].message.content def heuristic_responder(context: str, question: str) -> str: lessons = re.findall(r”Lessons=(.*)”, context) avoid = re.findall(r”Avoid=(.*)”, context) ltm_lines = [ln for ln in context.splitlines() if ln.startswith(“[LTM:”)] steps = [] if lessons: for … Read more

In this tutorial, we examine how clustered learning behaves when the central clustering server is removed and replaced with a peer-to-peer distributed gossip mechanism. We implement both centralized FedAvg and Decentralized Gossip Federated Learning from scratch and introduce client-side partition privacy by injecting limited noise into local model updates. Using controlled experiments on non-IID MNIST … Read more