DeepSeek Open-Sources DeepInfer: $900 Per GPU Per Day
One GPU, one hour—DeepSeek makes $38. That’s over $900 a day per card. This isn’t marketing copy; it’s a direct quote from the official deployment documentation that accompanied DeepSeek’s release of the DeepInfer inference framework on October 20, 2026. What’s really worth unpacking here isn’t how tempting “$900 a day” sounds, but the previously unseen middle layer behind it: once a model is trained, all you have is a pile of weights. How do you queue requests, batch them, distribute work ac...
WorkBuddy Tutorial: How to Use AI for Office Work—A Breakdown of the Logic Behind 8 Core Features
Two years ago I used Codex to write code. Now I’ve handed almost all of my Chinese-language content creation to WorkBuddy—the AI Agent workbench from Tencent. This isn’t about which one is stronger; rather, when your work is in Chinese, involves long-form content, topic ideation, and research organization, an Agent that can execute tasks directly, access your files, and write fluent Chinese can save you an enormous amount of back-and-forth. This is a complete breakdown of WorkBuddy, from down...
A Long-Term Stable Claude Subscription Guide: Clean IPs, Self-Hosted Relay, and Account Conditioning Workflow
Whether a Claude subscription survives long-term usually isn’t decided at signup — it’s decided by the entire environment stack you present to the risk system every time you log in: whether your egress IP is dedicated, whether timezone/DNS/browser language are internally consistent, whether Claude Code shares a machine with the web client, and whether your usage consistently hits the quota ceiling. This guide breaks “clean IP + self-hosted relay + environment alignment + account con...
AI Daily · 2026-10-21
The watchwords in the AI industry remain “competition” and “disruption”—on one side, platforms, content producers, and hardware vendors are having their rules rewritten by AI tools; on the other, agents, models, and toolchains are rapidly taking on new forms. Among the ten hottest stories, product launches and engineering practices dominate the list, while opinion pieces are in the minority. Steam Users Call for a “No AI” Filter Steam Users Beg for “No AI” Filter as Vibecoders Flood Next Fest...
AI Daily · 2026-10-20
The main theme in the AI world today is “Agent security” — on one side, Nvidia is going big on open source and betting on on-device Agents; on the other, Hacker News is flooded with multiple AI Agent-driven attack incidents, and Microsoft is comparing frontier models to “insider threats.” The developer community can no longer ignore the double-edged sword that autonomous Agents bring. Meanwhile, real-world data collection for embodied AI and AI integration in CAD tools continue to push forwar...
REA Reverse Engineer Anything MCP Hands-On: Let AI Recreate Games and Software with One Sentence
One sentence to clone a game, one sentence to reproduce a macOS built-in app—REA, the viral GitHub project, pulled this from fantasy to hands-on reality. This article breaks down how it works and where it actually sits in the business landscape. 1. What Is REA: Letting Claude Code Tear Software Apart on Its OwnREA (Reverse Engineer Anything) is an open-source reverse engineering toolkit built for AI coding agents. It plugs into Claude Code, Codex, Cursor and other coding agents through the...
Stop Blindly Downloading Local LLMs: One Command Tells You Which Model Fits Your Machine
A rant before we begin: The old workflow for choosing a local LLM always played out the same way — open Hugging Face,scroll the leaderboard, read a Reddit thread, watch a review on Bilibili, pick a 30B model that“should fit on 24GB of RAM”, pull it down over a 100MB/s link for half an hour, fire up Ollama,watch GPU 100%, CPU 90%, the fan screaming, the chat stream out at 0.12 tokens per second,and three sentences take 41 minutes. Then you mutter, “Why would I even use this?” Then I trie...
AI Daily · 2026-10-19
The keyword in today’s AI circle is “boundaries” — the access boundary between websites and Agents, the corporate definition of enterprise-level safety thresholds for frontier models, and the capability boundary of Agent autonomous decision-making are all being redrawn. Meanwhile, the open-source ecosystem shows observable progress on two fronts: Agent communication protocols (MCP, Botline) and hardware diversification away from Nvidia (AMD GPU training). Websites Closing Their Doors to AI Ag...
Fisher Pose Ultimate: Hands-On With the Qwen2.1 Pose & Camera Editor on 8GB VRAM
Qwen Image 2.1 — Alibaba Tongyi’s open-source image generation model — has matured into one of the most reliable backbones for character-consistent storytelling, storyboarding, and AI manhua inside ComfyUI. The moment “multi-camera work” or “fine-grained pose control” enters the picture, though, most existing workflows fall back to two engineering tactics: either stack ControlNet + OpenPose nodes, or bolt on a handful of pose LoRAs. Both routes blow up the node count, weaken pose determinism,...
The Ultimate MiniMax H3 Workflow: DMAD-Accelerated LoRA + Single-Node Two-Pass Sampling — 12 Steps for Both Dialogue and Action Scenes
In the past month, both the accelerated LoRA ecosystem and the two-pass sampling nodes for MiniMax H3 have gone through a wave of dense updates — a lot of workflows that people had already tested should now be rewritten from scratch. We’ve consolidated the most noteworthy changes from this wave into one place: ByteDance’s new DMAD 4-step accelerated LoRA, the Step600 × DMAD merged “hybrid accelerated LoRA,” a new implementation that wraps two-pass sampling into a single ComfyUI node, and a br...