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Tickets & Trade-offs, Semantic Search & MongoDB

Tickets & Trade-offs, Semantic Search & MongoDB

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About This Event

The event 'Tickets & Trade-offs, Semantic Search & MongoDB' will occur at Aintree House on 18 November 2026. It is a free in-person workshop open to all, featuring talks on decision-making in coding and the integration of MongoDB from a PHP developer's perspective. Attendees can enjoy networking and refreshments before the presentations begin.

**We're moving to Luma!** **Please sign up for this event here:** https://luma.com/5w5p4gpg This is a free in-person event, open to all. ​📆**Agenda** * ​**18:30 –** **Arrive, pre-talks networking & pizzas 🍕** * ​**19:05 – Intro to LeedsPHP and Sponsors** * ​**19:15** **– From Tickets to Trade-offs - Olorunfemi Meyanbe** This talk explores the evolution from simply asking, “What code should I write to solve this problem?” to asking, “What decision should I make, and why?” * ​**19:45 – Break** * ​**20:15** **– Semantic Search and MongoDB - Kevin Smith** MongoDB doesn't have to mean learning a whole new world. In this talk, we start from a PHP developer's perspective and map the document database back to the relational concepts you already know: collections are tables, documents are rows, and a nested PHP array is all a document really is. Through a live demo we'll cover the essentials from both plain PHP and Laravel—inserting and querying data, embedding versus referencing, indexes, the aggregation pipeline, and how the official Laravel MongoDB package makes it all feel like ordinary Eloquent. By the end of the first half you'll be comfortable storing and querying documents In the second half we tackle something genuinely useful and very much of the moment: semantic search—searching by meaning, not keywords. We'll unpack the two ideas that power it, embeddings and vectors, and see why keyword search falls short when someone searches for "a young wizard faces a dark lord" and expects Harry Potter. With a Laravel app backed by a local embedding model (Ollama) and MongoDB Atlas Local, we'll compare keyword, full-text, semantic, and hybrid search side by side using Atlas Vector Search keeping your data and its vectors together in one document, with no separate vector database to sync. Finally, we'll look at how Voyage AI's built-in automated embeddings on Atlas remove the glue code entirely If you already know PHP and Laravel, adding AI-powered search is a small step, not

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Frequently asked questions

Tickets & Trade-offs, Semantic Search & MongoDB takes place on Wednesday, 18 November 2026 at 18:30.

Tickets & Trade-offs, Semantic Search & MongoDB is held at Aintree House in Leeds (Aintree House, 1 York Pl, Leeds LS1 2DR, UK, Leeds, LS1 2DR).

The forecast for Tickets & Trade-offs, Semantic Search & MongoDB is Light drizzle · 8°C.

Yes — hotels within walking distance of Aintree House can be compared using the accommodation search further down this page.

Tickets for Tickets & Trade-offs, Semantic Search & MongoDB can be booked via meetup.com using the "Check Tickets & Live Prices" button on this page, which opens the official booking site in a new tab.