Automating PRDs to GitHub Issues: How Reasoning Models Saved Me a Ton of Time
Learn how to leverage reasoning models like o1 or o3-mini to generate comprehensive PRDs and automatically convert them into actionable GitHub issues.
Software engineer, husband, and dog dad.
I'm Matthew Groff, a AI and web software engineer based in Orlando, FL. I work remotely, focusing on developing applications and crafting solutions for different industries. I lead the AI Capability at Umbrage, part of Bain & Company. I manage developers and data scientists. When I'm not working I enjoy spending time with my wife and dog, playing video games, and visiting the local Orlando attractions. My posts and opinions are my personal views and not those of my employer. Bain & Company does not endorse any content or opinions shared on this account.
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My experience running the DeepSeek R-1 distilled Qwen 32B model locally on a single RTX 4090, and how it compares to cloud-based alternatives.
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Understanding the performance gap between distilled and full versions of DeepSeek R1, and why it matters.
Work
- Company
- Umbrage
- Role
- Principal AI Engineer | AI Capability Lead
- Date
- Company
- Umbrage
- Role
- Director of Engineering
- Date
- Company
- Accenture Digital Products (formally Intrepid)
- Role
- Web Developer
- Date
- Company
- Self-employed (Batakang)
- Role
- Android Developer
- Date