
S1E7 | Putting Local LLMs to Work: Real-World Use Cases with Rainer Hahnekamp & Murat Sari
Rainer Hahnekamp and Murat Sari join The Ai Dev Craft Show to talk about what it really takes to run AI locally—and why more teams may start looking beyond frontier models for everyday development work. The conversation covers local models, privacy, cost control, hardware requirements, quantization, model selection, and where open-weight models are already good enough for real software development. They also dig into autonomous agent loops, review agents, security, testing, and how developers can build workflows that keep running without burning through a mountain of tokens. Rainer and Murat also explore the shift from prompt engineering to loop engineering—and why the developer’s role may increasingly be about designing, securing, monitoring, and reviewing the systems that do the implementation work. Get to know Rainer & Murat! https://x.com/rainerhahnekamp https://www.linkedin.com/in/muratsari1/ Soverius.ai Join us weekly on The Ai Dev Craft Showas we discuss the rapidly changing AI-scape and how developers can adapt and excel. Master developing with AI, become your team’s AI expert Special thanks to our hosts: Lara Newsom Jay Bell Mike Hartington James Spivey Brian Love



