Build Smarter RAG Systems: Make It Context Aware
Author(s): Shreyansh Jain Originally published on Towards AI. A Practical Guide to Adding Context-Aware Intelligence to Your Retrieval-Augmented Generation Models For those who don’t have a Medium Membership, can read this article for free here: LINK AI Generated ImageThis article explains how …
Mastering LLM Fine-Tuning: GRPO, PPO, and DPO Compared
Author(s): Adi Insights and Innovations Originally published on Towards AI. Learning Outcomes Reinforcement Learning (RL) has led to major advancements in fields such as robotics, game-playing AI, and control systems by focusing on maximizing long-term rewards through sequential decision-making. In their early …
A Production Engineer’s Guide to Shipping LLMs That Work
Author(s): MKWriteshere Originally published on Towards AI. Why experienced developers delete frameworks, avoid fine-tuning, and ship faster using surprisingly simple principles Building with LLMs feels like navigating a minefield of overhyped frameworks and premature optimization. Image Source : framerusercontent.comThis article delves into …
Reinforcement Pre-Training: Teaching AI to Think Instead of Memorize
Author(s): MKWriteshere Originally published on Towards AI. Microsoft’s reasoning-first approach transforms how AI learns, making smaller models more capable than larger ones Microsoft Research has introduced Reinforcement Pre-Training (RPT), a method that transforms how language models learn. Figure 1 from Research paperThe …
How Qwen3 Embedding Beat Google at Its Own RAG Game
Author(s): MKWriteshere Originally published on Towards AI. Inside Qwen3’s Secret Recipe for State-of-Art Text Embeddings Just as DNA sequencing revolutionized biology by revealing the genetic code that connects all life, Qwen3 Embedding revolutionizes artificial intelligence by decoding the genetic structure of meaning …
Master These 3 AI Skills Before 2026 — Or Get Left Behind
Author(s): Parsa Kohzadi Originally published on Towards AI. Still learning outdated tools? These are the 3 AI skills hiring managers actually care about — and they’re showing up in job descriptions today. If you think AI disruption is a 2030 problem, you’re …
From Black Box to Dashboard: How We Built a Transparent Interface for Healthcare AI
Author(s): Marie Humbert-Droz, PhD Originally published on Towards AI. Real-Time Trust Signals for Healthcare LLMs — Part 4 of the Building Trustworthy Healthcare LLM Systems Series A system that knows when it’s wrong is a step forward. A system that shows you …
AI Assistants Will Replace Your Job Before AGI Does
Author(s): Delton Rhodes Originally published on Towards AI. AI Assistants Will Replace Your Job Before AGI Does When people worry about AI stealing jobs, they usually imagine some far-off future where artificial general intelligence (AGI) wakes up and becomes smarter than the …
Leukemia Detection End to End MlOps Pipeline
Author(s): Ashutosh Malgaonkar Originally published on Towards AI. Table Of Contents I. Data Citation This MLOps architecture implements an end-to-end machine learning pipeline for automated leukemia classification from cell images.The MLOps architecture implements an end-to-end machine learning pipeline for automated leukemia classification …
18 Hugging Face Projects That Are Changing the Game
Author(s): Souradip Pal Originally published on Towards AI. 18 Hugging Face Projects That Are Changing the Game Hey there! If you’re as excited about AI as I am, you’re in for a treat. Hugging Face has become the go-to platform for anyone …
When AI Speaks in Tongues: The Hidden Languages of Tomorrow
Author(s): MKWriteshere Originally published on Towards AI. What happens when machines start having conversations we can’t understand? Imagine walking into a room where two colleagues are deep in conversation, but instead of words, they’re exchanging rapid-fire gibberish that somehow makes perfect sense …
Why Prompt Engineering Might Be the Most Overrated AI Skill of 2025
Author(s): Delton Rhodes Originally published on Towards AI. Prompt Engineering: From Breakthrough to Buzzword It started as a clever hack. Add “act as a professional copywriter” to your ChatGPT prompt and suddenly the output improves. Before long, there were Twitter threads, Gumroad …
The Ultimate Guide to OpenAI Models (GPT-4o vs. GPT-4.5 vs. o4-mini): Which One’s Right for You?
Author(s): Parsa Kohzadi Originally published on Towards AI. Not sure which OpenAI model to use? This guide helps you pick the best one for writing, coding, or strategy — fast. Most people are using the wrong AI model — and it’s silently …
We’re Back to Square One: Why AI is Forcing Us to Reinvent Programming Languages (Again)
Author(s): MKWriteshere Originally published on Towards AI. How artificial intelligence brought us full circle to the same problems that created programming languages in the first place Imagine you’re trying to give directions to someone who speaks your language perfectly but has never …
When AI Meets Memento: The Science of Machine Memory
Author(s): MKWriteshere Originally published on Towards AI. For the first time, researchers measured exactly how much information LLMs remember vs. understand. “I have to believe in a world outside my mind. I have to believe that my actions still have meaning, even …