How Google’s SynthID Actually Works: A Visual Breakdown
1. Introduction I spent the last few days trying to understand how Google’s text watermarking works, and honestly, most explanations I found were either t...
Category: GenAI
Open Source AI’s Original Sin: The Illusion of Democratization
When Meta released LLaMA as “open source” in February 2023, the AI community celebrated. Finally, the democratization of AI we’d been promised...
The Tyranny of the Mean: Population-Based Optimization in Healthcare and AI
Modern healthcare and artificial intelligence face a common challenge in how they handle individual variation. Both systems rely on population-level statistics ...
The Splintered Web: India 2025
Think about how you use the internet today. You Google something, or you ask ChatGPT. You scroll through Twitter or Instagram. You read the news on your phone. ...
The AI Ouroboros: How Gen AI is Eating Its Own Tail
Imagine a photocopier making copies of copies. Each generation gets a little blurrier, a little more degraded. That’s essentially what’s happening w...
Building Agents That Remember: State Management in Multi-Agent AI Systems
Why context windows fail — and how memory architectures, retrieval systems, and workflow state machines transform LLMs into reliable, production-grade agents. T...
Building Production-Ready Agentic AI: The Infrastructure Nobody Talks About
In my previous article, I wrote about why asynchronous processing queues are the backbone of agentic AI. The response was overwhelming—dozens of engineers reach...
🚀 Introducing My New Book: The ChatML (Chat Markup Language) Handbook
A Developer’s Guide to Structured Prompting and LLM Conversations 📘 Available on Kindle → https://www.amazon.in/dp/B0G2GM44FD📗Read Online (Open Access) 🧠 Why I ...
🚀Hands-on Tutorial: Fine-tune a Cross-Encoder for Semantic Similarity
🔥 Why Fine-Tune a Cross-Encoder? 1. More Accurate Semantic Judgments: 2. Adapting to Domain-Specific Data Without fine-tuning, the model might miss these domain...
🔎 A Deep Dive into Cross-Encoders and How They Work
1️⃣ Introduction In AI systems that retrieve or generate information, ranking quality and relevance are critical. Whether you are building a RAG-based assistant...