# Delivering Scoped Solutions: Lessons in Fixing Production System Issues - ML 144 Page: https://stenobird.com/podcast/adventures-in-machine-learning/delivering-scoped-solutions-lessons-in-fixing-production-system-issues-ml-144 Text version: https://stenobird.com/podcast/adventures-in-machine-learning/delivering-scoped-solutions-lessons-in-fixing-production-system-issues-ml-144.md Podcast: [Adventures in Machine Learning](https://stenobird.com/podcast/adventures-in-machine-learning) Published: 2024-03-21T10:00:00+00:00 Episode link: https://topenddevs.com/podcasts/adventures-in-machine-learning/episodes/delivering-scoped-solutions-lessons-in-fixing-production-system-issues-ml-144 Audio file: https://dts.podtrac.com/redirect.mp3/api.spreaker.com/download/episode/59134487/ml_144.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/adventures-in-machine-learning/episodes/delivering-scoped-solutions-lessons-in-fixing-production-system-issues-ml-144 Duration seconds: 2292 ## Resource Michael and Ben share their insights on being called in to fix issues in production systems at the last minute. They stress the importance of asking questions to understand the context and navigate the political landscape, and caution against providing half-baked solutions. They also discuss the significance of understanding project goals, documenting decision-making processes, and providing guidance to the team to avoid building unnecessary and difficult-to-maintain systems. Stay tuned as they share their experiences and valuable advice for navigating complex projects and delivering meaningful solutions. Sponsors Chuck's Resume Template Developer Book Club Become a Top 1% Dev with a Top End Devs Membership Become a supporter of this podcast: https://www.spreaker.com/podcast/adventures-in-machine-learning--6102041/support . ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/adventures-in-machine-learning/episodes/delivering-scoped-solutions-lessons-in-fixing-production-system-issues-ml-144/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/adventures-in-machine-learning/delivering-scoped-solutions-lessons-in-fixing-production-system-issues-ml-144.md` — Read the agent-friendly Markdown representation of this episode resource. A page view does not enqueue transcription. Agents should invoke `request_transcript` explicitly when they need this episode processed. ## Transcript Full transcripts are not published on public pages unless there is a clear rights basis.