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:
…
What’s next This launch builds on our history of providing context about images in Google Search and exploring new research innovations like Backstory from Google DeepMind. Looking ahead, we will continue to invest in more ways to empower you to determine the origin and history of content online. Soon, we’ll expand SynthID verification to support…
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# Introduction
A harsh truth to begin with: textbook data science usually becomes a lie in the real world. Concepts and techniques are taught on finely curated, beautifully bell-curved data variables, but as soon as we venture into the wild of real projects, we are hit with lots of outliers,…
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…
What customers are saying Google Cloud customers are already using Gemini’s native audio capabilities to drive real business results, from mortgage processing to customer calls. “Users often forget they’re talking to AI within a minute of using Sidekick, and in some cases have thanked the bot after a long chat…New Live API AI capabilities offered…
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# Introduction
OpenClaw is quickly becoming one of the most talked-about open-source agent systems right now. But beyond the hype, the real question is simple: what are people actually using it for?
At its core, OpenClaw helps turn AI from something you chat with into something that can actually do…
Today, we're expanding the Gemini 3 model family with the release of Gemini 3 Flash, which offers frontier intelligence built for speed at a fraction of the cost. With this release, we’re making Gemini 3’s next-generation intelligence accessible to everyone across Google products. Last month, we kicked off Gemini 3 with Gemini 3 Pro and…
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# Introduction
We live in an exciting era where you can run a powerful artificial intelligence coding assistant directly on your own computer, completely offline, without paying a monthly subscription fee. This article will show you how to build a free, local artificial intelligence coding setup by combining three powerful…
The open-source AI landscape has a new entry worth paying attention to. The Qwen team at Alibaba has released Qwen3.6-35B-A3B, the first open-weight model from the Qwen3.6 generation, and it is making a compelling argument that parameter efficiency matters far more than raw model size. With 35 billion total parameters but only 3 billion activated…
Google 2025 recap: Research breakthroughs of the year
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