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Building Your AI Custom Cyberdeck: A Systems Engineering Guide to Portable Agentic Hardware
Paperback
Publisher: Independently Published
Published: Jul 11 2026
Pages: 104
Weight: 0.43
Height: 0.22 Width: 7.00 Depth: 10.00
Language: English
Stop renting your intelligence from the cloud. Start building it into your hands.
Every time you ask a cloud AI a question, you are sending your data through someone else's servers, trusting someone else's privacy policy, and depending on a network connection that may not exist where you actually need it: a barn with no signal, a shielded facility, a remote field site, a disaster zone. Custom Cyberdeck is a complete systems engineering guide to building a portable, offline capable AI device that puts local inference, local data, and local hardware control entirely in your own hands.
This is not a hobbyist parts list. It is a full engineering methodology, taking you from formal requirements definition through power budgeting, thermal design, chassis fabrication, local language model deployment, retrieval augmented generation, multi agent orchestration, and direct physical actuation, using real, buildable hardware: the Orange Pi 5, Raspberry Pi 5, RP2040 microcontrollers, llama.cpp, ChromaDB, Meshtastic, and Tailscale.
Inside, you will learn how to:- Apply systems engineering principles, including SysML v2 style requirements modeling, to define your build before buying a single component
- Choose between the RK3588's NPU acceleration and the Raspberry Pi 5's mature driver ecosystem based on your actual workload
- Calculate real power budgets, design safe battery management systems, and prevent thermal throttling under sustained AI inference
- Prototype and ruggedize a modular chassis built for field conditions, not a showroom shelf
- Deploy quantized 3B to 8B parameter language models with llama.cpp and GGUF, and accelerate them with RKNN and Rockchip's NPU tooling
- Structure genuinely agentic, multi step orchestration using CrewAI, LangGraph, or Mastra AI on constrained embedded hardware
- Build an offline retrieval pipeline with ChromaDB so your local model answers from your own technical manuals, not from guesswork
- Bridge software reasoning into the physical world through GPIO, I2C, and SPI, including a full walkthrough of motorizing and diagnosing an agricultural seed planter
- Add Meshtastic mesh radio for off grid communication and Tailscale zero trust tunnels for secure remote access, without ever making connectivity a requirement
Two complete project builds close out the book: a documentation terminal for field engineers and developers who need reliable access to manuals and code while disconnected, and a ruggedized agricultural diagnostics node built to sense, reason, and act on real machinery in the field.
Custom Cyberdeck is written for field engineers, hardware hackers, embedded systems developers, and anyone tired of treating AI as something that only exists behind someone else's API. If you want a device you fully understand, fully control, and fully own, from the model weights to the last GPIO pin, this book gives you the complete engineering path to build it.
Stop waiting for a signal. Build the intelligence into the hardware itself.
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