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Imagining the next MacBook Neo

Everyone loves the MacBook Neo. Apple’s fresh-squeezed laptop was a not-too-surprising hit with computer buyers, and presumably sales have continued to be good despite a $100 mid-stream price increase…

Kotlin + Vision-Language-Action Models for Robotics

Kotlin + Vision-Language-Action Models for Robotics What You Will Build By the end of this tutorial, you will have a Kotlin-based architecture for the selected robotics/XR/AI scenario, with…

  • Kotlin-based architecture for robotics, XR, and AI systems
  • Vision-Language-Action models with lifecycle-aware state
  • Asynchronous processing and safety handling before actuator commands

Crystals: agent memory that arrives before you act

Most agent memory is a search box. The model wonders something, a retriever runs, chunks come back. That design has one load-bearing hole: retrieval fires only when the agent already suspects it needs…

  • Crystals are markdown files with binding blocks specifying actions and timing.
  • Substring matching rule allows case-insensitive text matching without word boundaries.
  • New approach focuses on earlier stage to match and budget crystal content within token limits.

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