AI

section(“6) pack unpack”) B, Cemb = 2, 128 class_token = torch.randn(B, 1, Cemb, device=device) image_tokens = torch.randn(B, 196, Cemb, device=device) text_tokens = torch.randn(B, 32, Cemb, device=device) show_shape(“class_token”, class_token) show_shape(“image_tokens”, image_tokens) show_shape(“text_tokens”, text_tokens) packed, ps = pack([class_token, image_tokens, text_tokens], “b * c”) show_shape(“packed”, packed) print(“packed_shapes (ps):”, ps) mixer = nn.Sequential( nn.LayerNorm(Cemb), nn.Linear(Cemb, 4 * Cemb), nn.GELU(), … Read more

Another month, another AI-powered trend taking over the internet, and this one is about making a caricature of yourself using ChatGPT Image. From LinkedIn feeds to group chats, people are sharing versions of themselves that capture not just their face, but their work, personality, and vibe. The best part is that you don’t need any … Read more

Alibaba Tongyi Lab’s research team has released ‘Zvec’, an open-source, in-process vector database that targets on-device performance and discovery. It is classified as a ‘data vector SQLite’ because it works as a library within your application and does not require any external service or daemon. It is designed for advanced retrieval generation (RAG), semantic search, … Read more

Whether the purpose is casual conversation, structured role-playing, or adult-oriented exchanges, Romantic AI Girlfriend Chat gives users control over how conversations develop while remaining accurate and accessible everywhere. ⚡️ FAVORITE CONVERSATIONS ⚡️ Candy AI Try Candy AI Unfiltered Chat with AI GirlsPictures and voice messagesVideo Generation My dream friend Try Mydreamcompanion Spicy AI ChattingText and … Read more

Text auto-completion and chat questions are no longer the only roles of AI agents. They now refactor repositories, create scripts, update code bases, and use unsupervised workflows, creating new challenges in connecting multiple agents without losing context, control, or code quality. Maestro, the latest AI Agents orchestration platform, addresses this need as an application that … Read more

Here’s how it plays: you register, choose (or create) a character, give him a name, and start talking. You can flirt, make a joke, talk about your boss, or do all the NSFW situations if that’s your thing. Conversations are dynamic. AI remembers your vibe, your previous conversations, your preferences, your kinks even. It’s like … Read more

!pip -q install -U “protobuf<5” “flwr[simulation]” transformers peft accelerate datasets sentencepiece import torch if torch.cuda.is_available(): !pip -q install -U bitsandbytes import os os.environ[“RAY_DISABLE_USAGE_STATS”] = “1” os.environ[“TOKENIZERS_PARALLELISM”] = “false” import math import random import numpy as np from typing import Dict, List, Tuple, Optional from torch.utils.data import DataLoader from datasets import Dataset import flwr as fl … Read more

Earth observation (EO) constellations capture many high-resolution images every day, but most of them do not reach the ground during model training. Downlink bandwidth is the main bottleneck. Images can remain in orbit for days while ground models train with partial and delayed data. Microsoft researchers have introduced the ‘OrbitalBrain’ framework as an alternative. Instead … Read more

When I first started working in the medical device industry nearly 20 years ago, static analysis tools took the limelight and attention of the medical device industry. This was reflected in a 2007 press article, which highlighted a major investment by the United States Food and Drug Administration (FDA) Center for Devices and Radiological Health … Read more

Autonomous AI agents are entering real-world workflows, managing projects and performing complex tasks with increasing automation. As their responsibilities increase, the need for robust security, reliability, and performance control increases. Manufacturing environments require predictable behavior, safe automation, and supervision. This article focuses on how OpenClaw 2026.2.3, the latest version of OpenClaw, strengthens the foundations that … Read more