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Developers can build with Nano Banana Pro (Gemini 3 Pro Image)

OpenAIMay 11, 20267Views0Likes0Comments
With 2K and 4k resolution available, you can ensure outputs meet resolution standards required for professional production. Effortlessly create cohesive advertisements by combining diverse elements such as product images, logos, and references. Achieve consistent resemblance for up to five individuals, integrate six high-fidelity shots, or blend as many as fourteen standard inputs into a single,…

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How to Build a Lightweight Vision-Language-Action-Inspired Embodied Agent with Latent World Modeling and Model Predictive Control

AI NewsMay 6, 20267Views0Likes0Comments
import random, numpy as np, torch, torch.nn as nn, torch.nn.functional as F import matplotlib.pyplot as plt from dataclasses import dataclass from typing import Tuple, Dict, List from torch.utils.data import Dataset, DataLoader try: from tqdm.auto import tqdm except Exception: def tqdm(x, **kwargs): return x SEED = 7 random.seed(SEED); np.random.seed(SEED); torch.manual_seed(SEED) if device.type == "cuda": torch.backends.cudnn.benchmark = True @dataclass class WorldConfig: …

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Microsoft Research’s World-R1 Uses Flow-GRPO and 3D-Aware Rewards to Inject Geometric Consistency Into Wan 2.1 Without Architectural Changes

AI NewsMay 1, 202611Views0Likes0Comments
Video foundation models can paint a beautiful frame. They are still notoriously bad at remembering it. Push the camera through a corridor in Wan 2.1 or CogVideoX and walls warp, objects morph, and details vanish — the giveaway that these models are fitting 2D pixel correlations rather than simulating a coherent 3D scene. A team…

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