I built this n8n workflow that implements a Retrieval-Augmented Generation (RAG) AI Agent designe...I built this n8n workflow that implements a Retrieval-Augmented Generation (RAG) AI Agent designe...
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
I built this n8n workflow that implements a Retrieval-Augmented Generation (RAG) AI Agent designed to answer queries grounded in private company documents without hallucinating.
Trigger: Initiated when a user chat message is received.
AI Agent Core: Coordinates the response using an LLM backbone.
Google Gemini Chat Model & Simple Memory: Powers conversational logic and tracks dialogue context across the session.
Qdrant Vector Store & Embeddings (Gemini): Retrieves relevant context from indexed internal documents.
I’ve been razzmatazzing and flibbertigibbeting with Claude Code and somehow ended up with a new yels.dev.
It finally feels like me: simple on the surface, slightly complicated underneath, and very much alive.
You can see who I am, what I do, the work behind Herodot, RaptorLabs, CyberLink Security and Solmint, plus a selection of projects I’ve built across AI, cybersecurity, Web3, product systems, education, archives, and experimental digital spaces.
The simple-on-the-surface, layered-underneath idea comes through so clearly in the presentation. I especially like how the project archive turns the site into something to explore rather than just a résumé of links.
Built this over a weekend as an experiment with AI-assisted design and development.
Duo Case is an absurd concept for turning two iPhones into a very unofficial foldable iPhone. The goal was to see how far AI could accelerate the process while keeping creative direction, design decisions and final execution in human hands.