# Real time features, AI search, Agentic similarities Page: https://stenobird.com/podcast/mlops-community/real-time-features-ai-search-agentic-similarities Text version: https://stenobird.com/podcast/mlops-community/real-time-features-ai-search-agentic-similarities.md Podcast: [MLOps.community](https://stenobird.com/podcast/mlops-community) Published: 2025-12-28T16:59:37+00:00 Episode link: https://podcasters.spotify.com/pod/show/mlops/episodes/Real-time-features--AI-search--Agentic-similarities-e3cravv Audio file: https://anchor.fm/s/174cb1b8/podcast/play/113142207/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2025-11-26%2F415035512-44100-2-018b64f553218.mp3 Processing state: failed JSON: https://stenobird.com/v1/public/podcasts/mlops-community/episodes/real-time-features-ai-search-agentic-similarities Duration seconds: 1767 ## Resource Varant Zanoyan is the Co-founder & CEO at Zipline AI, working on building a next-generation AI/ML infrastructure platform that streamlines data pipelines, model deployment, observability, and governance to accelerate enterprise AI development. Nikhil Simha Raprolu is the Co-founder & CTO at Zipline AI, focused on architecting and scaling the company’s AI data platform — extending the open-source Chronon engine into a developer-friendly system that simplifies building and operating production AI applications. Real-time features, AI search, Agentic similarities, Varant Zanoyan & Nikhil Simha Raprolu // MLOps Podcast #354 Join the Community: https://go.mlops.community/YTJoinIn Get the newsletter: https://go.mlops.community/YTNewsletter MLOps Swag/Merch: [https://shop.mlops.community/] And huge thanks to Chroma for hosting us in their recording studio // Abstract Feature stores might be the wrong abstraction. Varant Zanoyan and Nikhil Simha Raprolu explain why Cronon ditched “store-first” thinking and focused on compute, orchestration, and real-time correctness—born at Airbnb, battle-tested with Stripe. If embeddings, agents, and real-time ML feel painful, this episode explains why. // Related Links Website: https://zipline.ai/ ~~~~~~~~ ✌️Connect With Us ✌️ ~~~~~~~ Catch all episodes, blogs, newsletters, and more: https://go.mlops.community/TYExplore Join our Slack community [ https://go.mlops.community/slack ] Follow us on X/Twitter [@mlopscommunity]( https://x.com/mlopscommunity ) or [LinkedIn]( https://go.mlops.community/linkedin )] Sign up for the next meetup: [ https://go.mlops.community/register ] MLOps Swag/Merch: [ https://shop.mlops.community/ ] Connect with Demetrios on LinkedIn: /dpbrinkm Connect with Varant on LinkedIn: /vzanoyan/ Connect with Nikhi… ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/mlops-community/episodes/real-time-features-ai-search-agentic-similarities/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/mlops-community/real-time-features-ai-search-agentic-similarities.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.