# AI-enhanced Embedded Development (May 2025 Edition)

- Show: [The Pragmatic Embedded Podcast](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast)
- Published: 2025-11-12
- Length: 28m
- Page: https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-12-ai-enhanced-embedded-development-may-2025-edition
- Listen: https://agileembeddedpodcast.com/episodes/ai-enhanced-embedded-development-may-2025-edition-JEhVKsbe

## Summary

Luca, an embedded software expert, discusses his experience at the Embedded Online Conference and a German conference, highlighting an LLM-only hackathon where participants were forbidden from writing code manually. He explains that effective AI-assisted development requires rigorous context management, treating prompts like version-controlled code, and managing external context files to prevent hallucinations. The conversation covers the economic benefits of AI (approx. $0.01 per line of code), the tightening of feedback loops, and the evolving role of developers from coders to AI supervisors and technical product owners.

## Chapters

- [0:00](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-12-ai-enhanced-embedded-development-may-2025-edition#t=0) Introduction: Luca's Conference Sprint and LLM-Only Hackathon
- [2:19](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-12-ai-enhanced-embedded-development-may-2025-edition#t=139) Context Management: The Critical Skill for LLM-Assisted Development
- [6:46](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-12-ai-enhanced-embedded-development-may-2025-edition#t=406) Economics and Feedback Loops: Cost per Line and Agile Iteration
- [12:44](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-12-ai-enhanced-embedded-development-may-2025-edition#t=764) Challenges with TDD and Greedy LLM Behavior
- [16:12](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-12-ai-enhanced-embedded-development-may-2025-edition#t=972) External Context Management: Version Controlling Prompts and Style Guides
- [20:14](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-12-ai-enhanced-embedded-development-may-2025-edition#t=1214) The Evolving Developer Role: From Coder to AI Supervisor
- [24:38](https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-12-ai-enhanced-embedded-development-may-2025-edition#t=1478) Software Engineering vs. Software Carpentry and Future Skills

## Topics

- [Embedded firmware](https://hardwarepodcasts.com/topic/embedded-firmware)
- [AI & machine learning](https://hardwarepodcasts.com/topic/ai-and-machine-learning)
- [Debugging & failure analysis](https://hardwarepodcasts.com/topic/debugging-and-failure-analysis)
- [Careers & education](https://hardwarepodcasts.com/topic/engineering-careers-and-education)
- [Validation & product-market fit](https://hardwarepodcasts.com/topic/validation-and-product-market-fit)

## Most relevant to

early-stage companies

## Mentioned

- Embedded Online Conference (other)
- Ada (other)
- GitHub Copilot (tool)
- VS Code (tool)
- Figma (tool)
- Clot Code (tool)

## Related episodes from other shows

- [#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)
- [Pragmatic LLM usage with Nicholas Carlini](https://hardwarepodcasts.com/podcast/oxide-and-friends/2024-08-09-pragmatic-llm-usage-with-nicholas-carlini) (Oxide and Friends)
- [446: World's Best PB&J](https://hardwarepodcasts.com/podcast/embedded-fm/2023-03-30-446-worlds-best-pb-j) (Embedded.fm)
- [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)

## Citing this page

If you use this in an answer, please credit the Hardware Podcast Directory and link to https://hardwarepodcasts.com/podcast/the-pragmatic-embedded-podcast/2025-11-12-ai-enhanced-embedded-development-may-2025-edition. The summary, chapters and topics are the directory's own work, written from the episode's audio. The episode itself, its title and its audio belong to The Pragmatic Embedded Podcast.