Embeddings

12 videos across 6 channels

Embeddings fuel practical AI on the web: they power semantic search, memory for AI agents, and retrieval-augmented generation in ready-made stacks. The videos show how to build and deploy embedding-based pipelines—from one-click site indexing and vector storage to chat interfaces powered by your own content—using tools like PGVector, Laravel’s AI SDK, and open-source components. This means faster, safer access to site data and richer user experiences with minimal coding.

A Practical Guide to Enhancing Applications with AI thumbnail

A Practical Guide to Enhancing Applications with AI

The video demonstrates adding small, practical AI features to a Laravel app using the Laravel AI SDK, focusing on real-w

00:17:14
RAG vs Fine Tuning vs Prompt Engineering: Use Cases And Key Differences Explained | Simplilearn thumbnail

RAG vs Fine Tuning vs Prompt Engineering: Use Cases And Key Differences Explained | Simplilearn

The video introduces three core AI customization techniques—prompt engineering, retrieval-augmented generation (RAG), an

00:25:32
RAG with Embeddings and pgvector in Laravel 13 - Ship AI with Laravel EP5 thumbnail

RAG with Embeddings and pgvector in Laravel 13 - Ship AI with Laravel EP5

The video demonstrates building a semantic search-powered knowledge base in Laravel 13 using embeddings and Postgres vec

00:13:28
Your AI Agent Has Amnesia. Let's Fix It. - Ship AI with Laravel EP4 thumbnail

Your AI Agent Has Amnesia. Let's Fix It. - Ship AI with Laravel EP4

The video shows how to add memory so a support agent can handle multi-turn chats with real data by persisting conversati

00:10:00
Make Your Website Smart: Add AI Search with NLWeb in 10 Minutes — No Coding Needed! thumbnail

Make Your Website Smart: Add AI Search with NLWeb in 10 Minutes — No Coding Needed!

The video demonstrates how to create a ready-made RAG (retrieval-augmented generation) pipeline for any website in under

00:13:31
PGVector, Optimistic UX & OG Kit with Peter Suhm thumbnail

PGVector, Optimistic UX & OG Kit with Peter Suhm

Peter Sum (Tailwind Labs) summarizes his talk about unblocking users with AI in Laravel apps, emphasizing how AI can red

00:13:35
Taylor Otwell and Povilas Korop: Laravel AI SDK + Agentic Workflows thumbnail

Taylor Otwell and Povilas Korop: Laravel AI SDK + Agentic Workflows

The video is a candid talk about building and sharing AI features in Laravel, including the AI SDK, open source plans, p

00:29:40
[VOD] Laravel AI SDK just dropped (part 1) thumbnail

[VOD] Laravel AI SDK just dropped (part 1)

The video showcases the Laravel AI SDK by Taylor Otwell, walking through what the beta package offers, how to install an

01:46:01
[VOD] Laravel AI SDK just dropped (part 2) thumbnail

[VOD] Laravel AI SDK just dropped (part 2)

A live stream exploring Taylor SDK capabilities, including image and audio generation, chat integration, testing strateg

00:28:07