# Crossover with  Embedded AI Podcast

- Show: [The Pragmatic Embedded Podcast](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast)
- Published: 2025-11-18
- Length: 55m
- Page: https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-18-crossover-with-embedded-ai-podcast
- Listen: https://agileembeddedpodcast.com/episodes/crossover-with-embedded-ai-podcast-wDI4M71v

## Summary

Jeff Gable, Luca, and Ryan Torvik discuss integrating Large Language Models (LLMs) into embedded systems engineering workflows, emphasizing that AI must augment rather than replace rigorous engineering discipline. They identify 'vibe coding' as a critical anti-pattern where developers lose control of architectural decisions by letting AI generate too much code at once, leading to unmanageable outputs and hallucinations. The hosts advocate for strict context management, test-driven development (TDD), and small, incremental commits to maintain deterministic quality, particularly in safety-critical domains like medical devices and automotive systems. They conclude that while LLMs accelerate prototyping and boilerplate generation, human code review and ownership remain non-negotiable for reliable production software.

## Chapters

- [0:00](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-18-crossover-with-embedded-ai-podcast#t=0) Introduction: Crossover with Embedded AI Podcast
- [3:42](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-18-crossover-with-embedded-ai-podcast#t=222) LLM Interface Options: Web, CLI, and IDE Plugins
- [8:05](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-18-crossover-with-embedded-ai-podcast#t=485) Prompt Engineering: Specificity and Base Prompts
- [14:36](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-18-crossover-with-embedded-ai-podcast#t=876) Context Window Management and Hallucinations
- [21:44](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-18-crossover-with-embedded-ai-podcast#t=1304) Test-Driven Development and Avoiding 'Vibe Coding'
- [30:23](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-18-crossover-with-embedded-ai-podcast#t=1823) Agile Practices: Small Steps, Commits, and Context Resets
- [37:39](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-18-crossover-with-embedded-ai-podcast#t=2259) AI in Safety-Critical Systems: Static Analysis and Code Review
- [48:04](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-18-crossover-with-embedded-ai-podcast#t=2884) Prototyping, Shift Left, and Junior Engineer Training

## Topics

- [Embedded firmware](https://hardwarepodcasts.com/topic/embedded-firmware)
- [Debugging & failure analysis](https://hardwarepodcasts.com/topic/debugging-and-failure-analysis)
- [AI & machine learning](https://hardwarepodcasts.com/topic/ai-and-machine-learning)
- [Quality & yield](https://hardwarepodcasts.com/topic/quality-and-yield)
- [Careers & education](https://hardwarepodcasts.com/topic/engineering-careers-and-education)

## Most relevant to

early-stage companies

## Mentioned

- Claude Code (tool)
- Aider (tool)
- VS Code (tool)
- OpenAI (company)
- Anthropic (company)

## Related episodes from other shows

- [Are LLMs Insufficently Lazy?](https://hardwarepodcasts.com/podcast/oxide-and-friends/2026-05-03-are-llms-insufficently-lazy) (Oxide and Friends)
- [Engineering Rigor in the LLM Age](https://hardwarepodcasts.com/podcast/oxide-and-friends/2026-01-15-engineering-rigor-in-the-llm-age) (Oxide and Friends)
- [#007: AI, Open Source, and the Future of Embedded Development: How Much Code Will We Actually Write?](https://hardwarepodcasts.com/podcast/coredump-sessions/2025-04-29-007-ai-open-source-and-the-future-of-embedded-development-how-much-code-will-we) (Coredump Sessions)
- [Embedded Systems Engineer Discusses AI-Driven Testing Revolution](https://hardwarepodcasts.com/podcast/ontrack/2025-06-03-embedded-systems-engineer-discusses-ai-driven-testing-revolution) (OnTrack)
- [53: Being a Grownup Engineer (Repeat)](https://hardwarepodcasts.com/podcast/embedded-fm/2016-09-28-53-being-a-grownup-engineer-repeat) (Embedded.fm)

## Citing this page

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