The 8 Types of AI Models Powering Modern AI Agents: A Complete Guide
Author(s): Rohan Mistry Originally published on Towards AI. Understanding How Different AI Models Work Together — From GPT to Large Concept Models Most people think all AI models are the same — just different versions of ChatGPT with different names. Type 1: …
Feature Leakage in Machine Learning: The Silent Killer Destroying Your Model’s Real Performance
Author(s): Rohan Mistry Originally published on Towards AI. Understanding Data Leakage, Target Leakage, and Temporal Leakage — And How to Detect and Prevent Them Your machine learning model achieves 98% accuracy on validation data. Your team celebrates. You deploy to production. Source: …
Context Engineering Is the New Prompt Engineering
Author(s): Rohan Mistry Originally published on Towards AI. While You’re Still Perfecting Prompts, the Industry Already Moved On You’ve spent months mastering prompt engineering. You know exactly how to structure your prompts, where to add examples, and how to get the best …
AI Copyright Controversy: Who Owns Content Created by Artificial Intelligence?
Author(s): Rohan Mistry Originally published on Towards AI. Fair Use or Foul Play? What happens when AI learns from your artwork, writing, or photography — then creates competing content without paying you? This isn’t a future problem. It’s happening right now — …
You’re Not an AI Engineer. You’re Just Using ChatGPT.
Author(s): Rohan Mistry Originally published on Towards AI. What actually separates AI engineers from AI users I see it everywhere on LinkedIn: Source: Image by author.The article discusses the misconception surrounding those who utilize AI tools like ChatGPT versus those who are …
Jules + Gemini CLI: The AI Combo That Actually 10x’s Your Productivity
Author(s): Rohan Mistry Originally published on Towards AI. Stop context switching — let Jules handle the boring work while you code You’re debugging a neural network. Training loss is spiking. You’re in the zone. Source: Image by author.The article discusses the challenges …
AI Will Agree With Your Worst Ideas — And That’s The Problem
Author(s): Rohan Mistry Originally published on Towards AI. What is AI sycophancy, and why does it make you 50% more likely to trust bad advice You ask ChatGPT: “Should I quit my job without a backup plan to pursue my startup idea?” …
10 Underground AI/ML Tools That Actually 100x Developer Productivity
Author(s): Rohan Mistry Originally published on Towards AI. The secret stack behind the fastest AI devs. AI/ML developers waste 60%+ of their time on infrastructure, not intelligence. While you’re manually tracking experiments, debugging embeddings, and wrestling with deployment pipelines, underground tools are …
The Next AI Revolution: When Machines Learn to Think About Thinking
Author(s): Rohan Mistry Originally published on Towards AI. What happens when AI catches its own lies before you do? ChatGPT just gave you a wrong answer.You ask it why. Source: Image by author.This article explores the significant limitations of current AI systems, …
2050: The AI World Your Kids Will Live In (Based on Today’s Data)
Author(s): Rohan Mistry Originally published on Towards AI. It’s 2050. You Wake Up. Your House Already Knows You Had a Bad Dream. Here’s Your Day. 6:47 AM — You didn’t set an alarm. You never do anymore. Source: Image by author.The article …
You Type “Hello” to ChatGPT. Here’s What Actually Happens in 0.8 Seconds.
Author(s): Rohan Mistry Originally published on Towards AI. The 47-Step Journey Your Message Takes From Your Keyboard to AI Response (And Why It Costs $0.03 You open ChatGPT. You type: “Explain quantum computing.” Source: Image by author.The article outlines the complex journey …
Stop Learning Like a Human. Start Learning Like AI Does.
Author(s): Rohan Mistry Originally published on Towards AI. I Mastered ML in 3 Weeks After Failing for 6 Months. I’m learning AI and Machine Learning. Human Vs AI LearningThis article recounts the author’s transformative journey from struggling with human-style learning in AI …
Your Model Has 95% Accuracy. It’s Completely Useless.
Author(s): Rohan Mistry Originally published on Towards AI. You Built a Model That Predicts Everything as “No.” It Has 95% Accuracy. You Just Shipped Garbage. Your boss: “How’s the fraud detection model?”You: “95% accuracy! Ready to deploy!”Your boss: “Great! Ship it.” Source: …
Data Leakage: Your 99% Accuracy Model is a Lie
Author(s): Rohan Mistry Originally published on Towards AI. Training Accuracy: 99%. Production Accuracy: 53%. Welcome to Data Leakage Hell. You spent 3 months building the perfect model. Source: Image by author.The article discusses the challenges of data leakage in machine learning, where …
The ML Algorithm Selector: When to Use Which Machine Learning Algorithm
Author(s): Rohan Mistry Originally published on Towards AI. You Know How Every Algorithm Works. But You Have No Idea Which One to Actually Use. You aced your ML course. You know Random Forest, XGBoost, SVM, Neural Networks. Source: Image by Author.This article …
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