{"podcast":{"title":"Software Architektur im Stream","slug":"software-architektur-im-stream-3090375","podcast_index_feed_id":3090375,"rss_url":"https://1evriw.podcaster.de/software-architektur-im-stream.rss","website_url":"https://software-architektur.tv/","image_url":"https://files.pdcstrcdn.de/a/1evriw/i/1220915/f/Unbenanntes_Projekt_12(1).png","author":"Eberhard Wolff","episode_count":322,"summary":"Live-Diskussion zu Software-Architektur im Stream. Einmal in der Woche diskutiert Eberhard Wolff, Lisa Schäfer oder Ralf D. Müller Software-Architektur im Live-Stream auf YouTube und Twitch - oft zusammen mit einem Gast. Zuschauer können über den Chat mitdiskutieren oder Fragen stellen. Der Podcast enthält die Audio-Spur des Streams. Weitere Infos und einen Übersicht über die Folgen gibt es unter https://software-architektur.tv/ .","last_synced_at":"2026-07-29T04:18:24.402230+00:00","page_url":"https://stenobird.com/podcast/software-architektur-im-stream-3090375"},"episode":{"title":"How AI Succeeds — Insights from Manufacturing Applications with Nikita Golovko","slug":"how-ai-succeeds-insights-from-manufacturing-applications-with-nikita-golovko","published_at":"2026-04-20T10:28:00+00:00","page_url":"https://stenobird.com/podcast/software-architektur-im-stream-3090375/how-ai-succeeds-insights-from-manufacturing-applications-with-nikita-golovko","show_page_url":"https://stenobird.com/podcast/software-architektur-im-stream-3090375","url":"https://software-architektur.tv/2026/04/17/episode310.html","audio_url":"https://1evriw.podcaster.de/software-architektur-im-stream/media/How_AI_Succeeds_Insights_from_Manufacturing_Applications_Nikita_Golovko.mp3","summary":"Most AI discussions confuse Large Language Models (LLMs) with AI as a whole. In this episode Eberhard sits down with Nikita Golovko — industrial AI architect and practitioner at Siemens — to challenge that view and explores what happens when probabilistic systems meet deterministic environments like industrial automation. We clarify the differences between LLMs, Generative AI, and other AI methods — and where each actually creates value. From there, the focus shifts to architecture: how to safely integrate probabilistic AI into systems that require reliability, precision, and control. Finally, we generalize these lessons beyond industry, showing how choosing the right tool for the right problem leads to better outcomes in any domain. Nikita will talk at the TechRiders Summit in Cologne. https://tech-riders.de/ Register for FREE with the rebate code ARCH-TECHRIDER-2026 . https://app.tech-riders.de/offers/1/book?v=ARCH-TECHRIDER-2026&pr=10 Links * ArcAI42 - Nikita’s AI extension for arc42 https://github.com/nikgolovko/arcai42 * KI = Bullshit? https://software-architektur.tv/2025/04/11/episode260.html * Michael Stal: Analyse großer Softwaresysteme mit LLMs https://software-architektur.tv/2026/04/02/episode308.html","meta_description":"Most AI discussions confuse Large Language Models (LLMs) with AI as a whole. In this episode Eberhard sits down with Nikita Golovko — industrial AI archit…","key_points":[],"chapters":[],"topics":[],"duration_seconds":null,"processing_state":"not_requested","actions":[{"name":"request_transcript","method":"POST","url":"https://stenobird.com/v1/public/podcasts/software-architektur-im-stream-3090375/episodes/how-ai-succeeds-insights-from-manufacturing-applications-with-nikita-golovko/transcription-requests","description":"Idempotently request low-priority transcript generation for this episode."},{"name":"read_markdown","method":"GET","url":"https://stenobird.com/podcast/software-architektur-im-stream-3090375/how-ai-succeeds-insights-from-manufacturing-applications-with-nikita-golovko.md","description":"Read the agent-friendly Markdown representation of this episode resource."}]}}