AI-automated content sounds useful, but it leaves you with one big question: where to start? Instead of just talking about automation, maybe you want to create real-world automated workflows with minimal code. This is where the power of low-code platforms like n8n come into play. Here we are 10 everyday tasks you can automate with … Read more
OmniVoice Studio – How to Use it 01 / 08 What is OmniVoice Studio? OmniVoice Studio is an app an open source desktop application voice cloning, video copying, real-time calling, and speaker dyeing. Everything works locally on your device. No API keys, no cloud account, no registration required. 646 languages TTS is supported by the … Read more
CLIENT_SCRIPT += r”’ def main(): p = argparse.ArgumentParser() p.add_argument(“–num_sites”, type=int, default=3) p.add_argument(“–alpha”, type=float, default=0.3) p.add_argument(“–local_epochs”, type=int, default=1) p.add_argument(“–mu”, type=float, default=0.0) p.add_argument(“–max_samples”, type=int, default=4000) p.add_argument(“–batch_size”, type=int, default=64) p.add_argument(“–lr”, type=float, default=0.01) p.add_argument(“–data_root”, type=str, default=”/tmp/nvflare/data”) p.add_argument(“–results_dir”, type=str, default=”/tmp/nvflare/results”) p.add_argument(“–tag”, type=str, default=”fedavg”) args = p.parse_args() device = “cuda” if torch.cuda.is_available() else “cpu” tf = T.Compose([T.ToTensor(), T.Normalize((0.5, 0.5, 0.5), (0.5, … Read more
Many yearsAuthenticating on the web follows a single design assumption: one sits behind the browser. Click the button. Fill out the form. Confirm the email. Copy the API key and paste it elsewhere. That model doesn’t work when the user sends a job to the agent. Agents are already coding, opening pull requests, purchasing tickets, … Read more
StepFun, an AI lab based in Shanghai, has released StepAudio 2.5 Realtime. It is a real-time speech modeling language with fully customizable capabilities. StepAudio 2.5 Realtime is a voice model that works in real time. Unlike pipeline-based systems that separate speech recognition, reasoning, and synthesis into sequential steps, this is an end-to-end model. Sound in … Read more
Most web agents today call the browser one action at a time. The model detects the state of the current page – such as a screenshot or DOM text – and predicts the next click, key press, or scroll. This action-at-a-time design makes sense when language models have limited reasoning ability. As models become more … Read more
Linear attention replaces the infinite KV cache of softmax attention with an iterative form of fixed size. This reduces sequence mixing to linear time and recording in non-volatile memory. The hard part is not to forget. It is a way of organizing repressed memory without criticizing existing associations. NVIDIA has been released Gated DeltaNet-2a specific … Read more
Tencent released TencentDB Agent Memory, an open source memory system for AI agents. The project runs under the MIT license. It addresses a common problem for anyone deploying long-horizon agents: context bloat and recall failure. It is symbolic short-term memory and superimposed long-term memory. It also integrates OpenClaw as a plugin and Hermes Agent via … Read more
class SuperClaude: “”” Mimics what Claude Code does at session start: • reads Markdown behavior files for the active command/agent/modes, • concatenates them into one system prompt, • runs the conversation through the Anthropic API. “”” BASE_SYSTEM = textwrap.dedent(“”” You are operating inside the SuperClaude Framework — a structured development platform layered on top of … Read more
Attackers are increasingly targeting packages, editor extensions, and configurations of AI tools on developer machines and not just production systems. Confusion has opened the source of an internal tool that it uses to fix this problem. Perplexity has released Bumblebee on GitHub. The tool is a read-only inventory collector for macOS and Linux endpoints for … Read more