Agents 2.0: From Shallow Loops to Deep Agents
Author(s): Kushal Banda Originally published on Towards AI. Deep Agents For the past year, building an AI agent usually meant one thing: setting up a while loop, take a user prompt, send it to an LLM, parse a tool call, execute the …
Keeping Medical AI Current: Why Outdated Training Data is a Ticking Time Bomb (And How to Defuse It)
Author(s): Horst Herb Originally published on Towards AI. Image created by the Author using Midjourney V7 Introduction: The Problem Hiding in Plain Sight Imagine a medical resident studying from a textbook published in 2019. In most fields, five-year-old information would be perfectly …
LAI #101: Designing Memory, Building Agents, and the Rise of Multimodal AI
Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts, This week, we explore how AI systems are becoming more structured, contextual, and multimodal. We examine how vision-language models like GPT-4o and Qwen 2.5 VL are redefining what …
Unsupervised Machine Learning: A Complete Guide
Author(s): Alok Choudhary Originally published on Towards AI. Unsupervised Machine Learning: A Complete Guide Machine Learning can be broadly divided into two categories: supervised learning and unsupervised learning. While supervised learning deals with labeled data, where the goal is to predict an …
Create a Full Presentation in the Blink of an Eye
Author(s): Gauraw Singh Originally published on Towards AI. I tested the 2-minute “Preset” vs. the 20-minute “Adaptive” modes. Here’s what I learned. We’ve all been there. You have a critical presentation, and you’re staring at a blank slide. The clock is ticking. …
Learn SARSA the Easy Way: Your First Temporal Difference Algorithm
Author(s): Rem E Originally published on Towards AI. Tutorial 9.1: Implementing the SARSA Algorithm for Our Maze Problem Now we’re ready to start implementing our first Temporal Difference (TD) method: SARSA! This tutorial builds on Tutorial 8.2, so make sure to check …
From JSON to TOON: Evolving Serialization for LLMs
Author(s): Kushal Banda Originally published on Towards AI. TOON (Token Oriented Object Notation) When you’re scaling AI applications, token efficiency isn’t just a buzzword it’s your bottom line. Every token wasted is money left on the table and latency you didn’t ask …
Data Lakes in Enterprises
Author(s): Flora Nanda Originally published on Towards AI. Data is now widely seen as the new “gold standard” in the AI revolution. In the context of AI, data is the critical foundation and enabler for everything from model training to real-time decision-making …
LLMs Are Dying – The New AI Is Killing Them
Author(s): Jose Crespo, PhD Originally published on Towards AI. Though Still Haunted by AI’s Fatal Obsession with Euclidean Flatland Yes, ChatGPT, Claude, Gemini, all of them. Brilliant fossils of a linguistic age that’s already ending. They’re decomposing in public, billions are still …
DeepSeek OCR: The Quiet Revolution That’s Making Documents 10× Cheaper to Process
Author(s): AbhinayaPinreddy Originally published on Towards AI. DeepSeek OCR: The Quiet Revolution That’s Making Documents 10× Cheaper to Process Picture this: You’re running an enterprise system that processes thousands of invoices daily. Each scanned PDF gets fed into GPT-4 for extraction and …
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