#llm

Articles tagged with #llm

RAG Is the Easy Part: Designing AI Systems Around Messy Enterprise Data
RAG Is the Easy Part: From Messy Enterprise Data to Production-Grade AI Systems Why connectors, ingestion, retrieval, permissions, provenance, evaluation, observability and backend architecture matter
Sep 16, 202631 min read107
Building a Personal AI Knowledge Base with Embeddings and Vector Search
Over the past few years, I’ve accumulated countless notes, research articles, saved PDFs, project documentation, and personal reflections — all scattered across various folders, devices, Notion pages, and cloud drives. Finding what I needed was start...
Apr 7, 20254 min read1.2K
How I Built a Fully Local RAG App with Ollama, FastAPI, and Qdrant
As developers, we’re often faced with the question:How do we bring AI into our apps without giving up privacy, control, and budget? The answer: local-first AI using Retrieval-Augmented Generation (RAG). RAG allows you to feed your own data (PDFs, not...
Apr 6, 20254 min read649
How to Build a Cost-Effective ChatGPT Alternative with OpenAI API
Why Choose the OpenAI API Over ChatGPT Plus? Before diving into the implementation, let's clarify why the OpenAI API is often the better choice for tinkerers: Cost Control: OpenAI API charges per token, making it cheaper for sporadic or bursty usag...
Dec 26, 20244 min read257
Real-Time AI Applications with Open-Source LLMs
The landscape of real-time AI applications has been transformed by open-source Large Language Models (LLMs) like LLaMA, Falcon, and GPT-J. These models, when combined with powerful tools like Hugging Face, LangChain, and Ollama, enable developers to ...
Nov 16, 20248 min read154
The Science Behind AI's First Nobel Prize
The 2024 Nobel Prize in Physics was awarded to John Hopfield and Geoffrey Hinton for their foundational work in bridging physics and artificial intelligence (AI). Their work on Hopfield Networks and Boltzmann Machines brought physics-driven insights ...
Oct 21, 20246 min read48