• Skip to main content
  • Skip to primary sidebar

Reefwing Software

  • Home
  • Book
  • Development
  • Blog
  • Contact Us
  • Privacy
You are here: Home / AI / Why PrimalBot Needs to Sleep

June 7, 2026 by David Such Leave a Comment

Why PrimalBot Needs to Sleep

In our original article on the Primal Layers framework, we described a multi-layered AI architecture inspired by the evolutionary structure of the human brain. Layer 1 (the brainstem) handles homeostasis and reflexes. Layer 2 (the limbic system) handles motivation, memory, and emotional valence. Layer 3 (the cerebellum) handles motor learning and predictive control. And the Cognitive Layer (the neocortex) handles abstract reasoning and planning.

What we didn’t address is how these layers manage knowledge over time. How does PrimalBot learn something new on Tuesday without forgetting what it learned on Monday? The answer, like so many in this project, comes from biology. And it turns out that one of the most important things a brain does is sleep.

Read More…

Filed Under: AI, Embedded, Robotics Tagged With: development, embedded AI

About David Such

David Such is an embedded systems engineer and Director of Reefwing Software, based in Sydney, Australia. He develops IoT devices, robotics platforms, and drone flight control systems, with a focus on deploying intelligence on resource-constrained hardware.

David has over 30 years of industry experience spanning embedded development, systems engineering, and senior leadership. He has held executive roles including Managing Director of Serco Australia and senior management positions at Honeywell and Tyco. He was an Honorary Associate at the University of Sydney, where he mentored aspiring entrepreneurs through the Business Industry Mentoring Program and the Lean Startup course in the Faculty of Business.

His open-source sensor fusion and flight controller libraries, published under the Reefwing Software organisation on GitHub, are used by embedded developers and robotics hobbyists worldwide. He writes extensively on embedded AI, sensor systems, and edge computing across several publications on Medium, where his technical articles have built a substantial following among hardware engineers working at the edge.

David holds a BE in Electrical Engineering, a BSc in Computing Science and Physics, a BAppSc, and an MBA in Strategy.

Embedded AI: A Practical Guide to Building Intelligence on Microcontrollers is his first book with No Starch Press.

Reader Interactions

Leave a Reply Cancel reply

Your email address will not be published. Required fields are marked *

This site uses Akismet to reduce spam. Learn how your comment data is processed.

Primary Sidebar

Embedded AI News

Recent Posts

  • Cutting Claude’s Token Bill by Converting PDFs to Markdown June 7, 2026
  • Why PrimalBot Needs to Sleep June 7, 2026
  • Squeezing AI into your Pocket June 7, 2026
  • A Chip That Thinks using 7 μW June 1, 2026
  • Who is Liable for Onboard AI? June 1, 2026

Featured Posts

Cutting Claude’s Token Bill by Converting PDFs to Markdown

June 7, 2026 By David Such Leave a Comment

Claude charges you twice for every PDF page, once for the text and once for the image. Converting to Markdown drops half the bill, as long as the document’s value is not in its figures. A 50-page PDF can cost you 75,000 to 150,000 tokens before Claude has read a word of it. On a […]

Archives

  • June 2026
  • May 2026
  • April 2026
  • March 2026
  • April 2024
  • March 2024
  • February 2024
  • January 2024
  • November 2023
  • October 2023
  • July 2023
  • June 2023
  • May 2023
  • April 2023
  • March 2023
  • November 2022
  • September 2022
  • August 2022
  • July 2022
  • April 2022
  • March 2022
  • February 2022
  • January 2022
  • October 2021
  • August 2021
  • July 2021
  • June 2021
  • February 2021
  • November 2020
  • October 2020
  • May 2020
  • April 2020
  • January 2020
  • November 2019
  • October 2019
  • September 2019
  • July 2019
  • June 2019
  • May 2019
  • March 2019
  • January 2019
  • December 2018
  • October 2018
  • September 2018
  • August 2018
  • July 2018
  • June 2018
  • May 2018
  • March 2018
  • January 2018
  • December 2017
  • November 2017
  • October 2017
  • September 2017
  • August 2017
  • July 2017
  • June 2017
  • April 2017
  • February 2017
  • January 2017
  • December 2016
  • November 2016
  • October 2016
  • September 2016
  • July 2016
  • May 2014
  • April 2014

Search

Copyright © 2026 · Executive Pro on Genesis Framework · WordPress · Log in