# Pyversity with Thomas van Dongen - Weaviate Podcast #132! Page: https://stenobird.com/podcast/weaviate-podcast-6288219/pyversity-with-thomas-van-dongen-weaviate-podcast-132 Text version: https://stenobird.com/podcast/weaviate-podcast-6288219/pyversity-with-thomas-van-dongen-weaviate-podcast-132.md Podcast: [Weaviate Podcast](https://stenobird.com/podcast/weaviate-podcast-6288219) Published: 2025-12-08T02:11:35+00:00 Episode link: https://podcasters.spotify.com/pod/show/weaviate/episodes/Pyversity-with-Thomas-van-Dongen---Weaviate-Podcast-132-e3c1a0o Audio file: https://anchor.fm/s/cffc3468/podcast/play/112289240/https%3A%2F%2Fd3ctxlq1ktw2nl.cloudfront.net%2Fstaging%2F2025-11-8%2F87ec0c57-39c3-10bf-5868-db52fc92dcbc.mp3 Processing state: not_requested JSON: https://stenobird.com/v1/public/podcasts/weaviate-podcast-6288219/episodes/pyversity-with-thomas-van-dongen-weaviate-podcast-132 Duration seconds: 3631 ## Resource Thomas van Dongen is the head of AI engineering at Springer Nature and the creator of Pyversity! Pyversity is a fast, lightweight open-source Python library for diversifying retrieval results. Retrieval systems often return highly similar items. Pyversity efficiently re-ranks these results to encourage diversity, surfacing items that remain relevant but less redundant. It implements several popular diversification strategies such as MMR, MSD, DPP, and Cover with a clear, unified API. ## Actions - request_transcript: `POST https://stenobird.com/v1/public/podcasts/weaviate-podcast-6288219/episodes/pyversity-with-thomas-van-dongen-weaviate-podcast-132/transcription-requests` — Idempotently request low-priority transcript generation for this episode. - read_markdown: `GET https://stenobird.com/podcast/weaviate-podcast-6288219/pyversity-with-thomas-van-dongen-weaviate-podcast-132.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.