A Chinese developer just explained the shift from Loop Engineering to Graph Engineering better than anyone.
most people are still building agents the way that's about to be obsolete.
> why single-agent loops break and go "goal blind"
> the 4 parts of a graph: nodes, edges, state, policy
> 3 topologies that run everything: diamond, supervisor, pipeline
> Anthropic's 5 official workflow patterns
the punchline: it's not how many agents you run. it's the determinism you build with verifiers, code fallbacks, and reality anchors.
I broke the same architecture down with Kimi K3. Full A-Z guide below.
China is entering an era in which everyone is a data collector
https://t.co/xyQwxzhJlp launched China’s first Embodied AI Data Collection Community in Suqian,Jiangsu(the hometown of https://t.co/xyQwxzhJlp founder Liu Qiangdong)
They plan to mobilize over 100,000 local citizens(especially stay-at-home moms )to wear a lightweight JoyEgoCam while doing daily chores. From wiping tables and folding clothes at home, to fruit picking, factory work, logistics, and elderly care… covering more than 100 real-life scenarios.
These devices precisely capture key biomechanical data--such as upper-limb trajectories, force distribution, and hand-eye coordination,and feed it back to JD's data centers to train robotic models.
OFC,Participants earn money while helping collect real-world data. The goal?Over 10 million hours in two years to solve robotics’ biggest problem--the severe shortage of authentic physical world data.
Really interesting way to get everyday people involved in advancing AI humanoid robots.
Square is considering building a Bitcoin mining system based on custom silicon and open source for individuals and businesses worldwide. If we do this, we’d follow our hardware wallet model: build in the open in collaboration with the community. First some thoughts and questions.