# all-mpnet-base-v2 Projects at AI Tinkerers

> Canonical HTML: https://aitinkerers.org/technologies/all-mpnet-base-v2
> Markdown URL: https://aitinkerers.org/technologies/all-mpnet-base-v2.md
> Technology record last updated: 2026-02-23T01:41:57Z
> Generated: 2026-09-20T20:49:26Z

- Public AI Tinkerers demos and talks: 1
- Result page: 1 of 1

## Recent Public Talks and Demos

### [Distilling Chaos: Practical RAG Systems for Real-World Decision Workflows](https://toronto.aitinkerers.org/talks/rsvp_3wot9mIgJ5E)

This session exposes the deep mechanics of scalable retrieval systems and their evolution into semi-autonomous reasoning engines through human feedback loops. It's a transparent look at our production RAG stack that bridges the gap between research papers and operational reality. Attendees will learn: How to architect RAG systems that handle millions of documents while maintaining sub-second response times Practical strategies for hybrid search that outperform pure vector or keyword approaches Real-world lessons from developing technology in the AI boom. How human-in-the-loop feedback transforms usefulness from 60% to 95%+ Critical design decisions that determine whether your RAG system becomes a force multiplier or expensive experiment

- Event context: AI Tinkerers Toronto - November 2025 Meetup at Shopify! — 2025-11-10 — Toronto
- Public talk page: https://toronto.aitinkerers.org/talks/rsvp_3wot9mIgJ5E

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