Role of AI in Embedded Development: Solving the Data Problem

What if every component shipped with a clean JSON schema instead of a 4000-page PDF? Would HAL work still be “software,” or merely data flow? And can AI fit inside functional-safety development constraints without becoming a black box?

This talk revisits low-level development from first principles. We’ll show how data-stable hardware descriptions - uniform, machine-readable, and vendor-neutral - turn driver generation, verification, and even migration between MCUs or RTOSes into push-button tasks. The result is faster bring-up, fewer bugs, and supply-chain freedom, all while keeping deterministic guard-rails that satisfy safety standards.

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Building the Future of HAL: Leveraging AI and Deterministic Code Generation

Low-level software remains one of the biggest bottlenecks in electronics development. Every hardware change—whether due to supply issues, new functionality, or shifting requirements—engineering teams face weeks or months of rework just to get the hardware usable again. And as devices become more complex and development cycles continue to shorten, this problem is only getting worse.

The hardware abstraction layer (HAL) is essential to manage this complexity. It separates hardware-specific behavior from application logic, allowing teams to swap components and scale across platforms. But today, HALs are still built mostly by hand—slow, brittle, and hard to validate.

In this talk, I’ll walk through how we’re building a different approach:

• Using AI not to generate code directly, but to retrieve, interpret, and stabilize hardware data
• Using structured generation to produce deterministic, traceable, and certifiable low-level software
• Combining these methods to support a flexible, repeatable HAL generation process that works even in functional safety environments

I’ll cover:

• Why HAL development is a growing problem
• How we use structured models and deterministic rules for code generation
• What testing and documentation look like in our system
• What we’ve already built and what’s coming next

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Live Q&A - Building the Future of HAL: Leveraging AI and Deterministic Code Generation

Live Q&A with Michael Lazarenko for the theatre talk titled Building the Future of HAL: Leveraging AI and Deterministic Code Generation

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