WALL-SS turns AI output into a testable world
Loopit's Zing-0.5 is a useful marker for where AI output is moving: away from static clips and toward worlds that accept input. They keep state. They can be tested.
AI & Agents
The systems Chinese companies are wiring into real work, and what they actually do once they get there.
16 articles
XuanChuang Robot makes teleoperation the deployment plan
XuanChuang Robot's integrated inspection-operation robot is already doing industrial work through teleoperation while it collects the data meant to make later...
DeepSeek V4 Pro turns model routing into the real eval
DeepSeek V4 Pro sits in a new evaluation pattern: the model card still matters, but the harder question is whether the right model can finish a tool-using job at...
DeepSeek Harness turns plugins into an agent workspace
DeepSeek Harness is turning the agent plugin model from an app-store metaphor into a workspace assembly problem.
Claude memory turns context into workflow control
Claude memory turns context into workflow control because an agent is only as useful as the past it can safely reuse and the tools it is allowed to touch.
WorkBuddy tests the limits of AI office agents
WorkBuddy makes the AI-office question harder because its Douyin demo looked like a workspace, yet Gao Hui at woshipm says the shell collapsed into a static HTML...
Kimi K3 turns open weights into an operating choice
Kimi K3 makes open weights feel less like a research gesture and more like an operating choice for companies deciding where the model stack should live.
Kimi K3 makes model choice a workflow problem
Kimi K3 turns model choice into a workflow problem because Moonshot AI is pushing raw capability into a form that looks easier to copy and harder to defend.
WorkBuddy makes office agents an operating layer
Desktop AI office agents already have mass attention in China, but attention is becoming the wrong scoreboard.
PPT Master shows where AI workflows should stop
PPT Agent workflows expose a useful limit for AI office tools: the model should not rush from a vague request straight into finished slides.
AI Xiaokang shows where food automation should stop
Cold meal prep shows the right limit for AI Xiaokang: the useful system starts with defaults people can trust before any model tries to decide dinner.
Pasini turns tactile data into a robot training loop
Pasini's full-modal data collection system shows where robot training is moving: tactile data is being lined up with vision.
DeepSeek V4 Flash turns AI work into a routing problem
DeepSeek V4 Flash makes the default AI step look less like a premium model call and more like a routed, high-volume operation.
Fitbit Air makes judgment the interface
ChatGPT, Claude, Codex, and Workbody are turning product management's visible artifacts into drafts, which makes the harder interface the judgment behind them.
Discovery Loop bets that research is a loop, not an output
Jeff Dean's August 5 move matters less as a personnel story than as a workflow signal. According to geekpark, Dean left Google to co-found Discovery Loop with...
Alibaba, Tencent and ByteDance are merging agents into work apps
Within less than 60 days, several major Chinese internet companies moved their Agent products toward the same place: the systems that already control work.