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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

Robbyant, the integrated AI unit within the Ant Group, has open-sourced LingBot-World, a global model that transforms video production into an interactive simulator for integrated agents, automated driving and games. The system is designed to provide controllable environments with high visual fidelity, dynamic flexibility and long time horizons, while remaining responsive enough for real-time control. … Read more