Building a retrieval-augmented agent that scrapes a website with Firecrawl, indexes it in Qdrant, and answers questions about it using LangFlow — no custom orchestration code required.
AI
5 posts tagged with "AI"
Moving beyond predefined categories to discover natural patterns in app review data using vector embeddings, dimensionality reduction, and unsupervised clustering techniques.
Building a natural language interface to query databases using Langflow — from SQL generation to automated chart creation, enabling non-technical users to explore data through conversation.
AI-assisted app development can boost productivity, but it comes with challenges like inconsistent UI generation, unnecessary duplication, and prompt management issues. By organizing requirements in indexed files, generating standards documentation, and codifying rules with custom prompts, I streamlined my workflow and improved alignment across UI, functionality, and architecture.
Lessons from rebuilding a blog using AI tools — what worked, what didn’t, and why engineering fundamentals matter more than ever.