@liquidai 's d1 is answering a simple question here: “Should we load this crate?” I’m running it locally on my DGX Spark using llama.cpp. The rules are straightforward: • Cart occupied? Wait. • Crate label covered? Check it first. • Label readable and cart empty? Load. • Not sure? Hold. Each scene gives d1 a different situation. It looks at the evidence and chooses HOLD, INSPECT, or LOAD. Here’s who does what: -Cosmos 3 Edge created the warehouse scenes. -LocateAnything finds the crate and cart in the picture. -d1 checks the conditions and makes the decision. The whole process takes about two seconds per scene. d1’s part takes roughly four tenths of a second. You’re watching the actual timing, nothing is sped up. Why is this useful? It shows how AI could help an app decide what happens next: continue a task, pause it, or ask someone to check. It isn’t flawless. d1 sometimes misjudged whether the cart was empty. Adding a clear ‘when unsure, hold’ instruction helped it make a more cautious decision.