# Secret to Production AI: Tools & Infrastructure | Data Brew | Episode 37 Page: https://stenobird.com/podcast/data-brew-by-databricks/secret-to-production-ai-tools-infrastructure-data-brew-episode-37 Text version: https://stenobird.com/podcast/data-brew-by-databricks/secret-to-production-ai-tools-infrastructure-data-brew-episode-37.md Podcast: [Data Brew by Databricks](https://stenobird.com/podcast/data-brew-by-databricks) Published: 2025-01-22T15:00:00+00:00 Episode link: https://www.buzzsprout.com/1370119/episodes/16397441-secret-to-production-ai-tools-infrastructure-data-brew-episode-37.mp3 Audio file: https://www.buzzsprout.com/1370119/episodes/16397441-secret-to-production-ai-tools-infrastructure-data-brew-episode-37.mp3 Processing state: processed JSON: https://stenobird.com/v1/public/podcasts/data-brew-by-databricks/episodes/secret-to-production-ai-tools-infrastructure-data-brew-episode-37 Duration seconds: 2234 ## Resource In this episode, Julia Neagu, CEO & co-founder of Quotient AI, explores the challenges of deploying Generative AI and LLMs, focusing on model evaluation, human-in-the-loop systems, and iterative development. Highlights include: - Merging reinforcement learning and unsupervised learning for real-time AI optimization. - Reducing bias in machine learning with fairness and ethical considerations. - Lessons from large-scale AI deployments on scalability and feedback loops. - Automating workfl... ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/data-brew-by-databricks/episodes/secret-to-production-ai-tools-infrastructure-data-brew-episode-37/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/data-brew-by-databricks/secret-to-production-ai-tools-infrastructure-data-brew-episode-37.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.