AI's Naughty and Nice List
AI's best and worst moments came from the same companies in 2025
Anup Jadhav
I'm an AI and Software Engineer with 20+ years of technology leadership experience, currently focusing on Generative AI and Agentic AI architectures. I specialize in developing Agentic AI systems that solve complex business problems.
Vibe Coding
Why AI Coding Advice Contradicts Itself
If you don't know what you're doing, AI fails with death by a thousand cuts.
AI Engineering
The Context Advantage
How to Turn AI Agents into High-Leverage Teammates
Engineering teams evolve from coders to orchestrators
What I like about "Conductors to Orchestrators: The Future of Agentic Coding" by Addy Osmani is that it
RAG
RAG at Scale: What It Takes To Serve 10,000 Queries A Day
Most teams start with a simple RAG prototype. It feels elegant, almost magical. A vector database, a handful of chunks,
Agentic Architecture
Understanding Generative UI
A Layered Walkthrough of the Generative UI paper everyone is talking about
LLMs develop distinct trading personalities when given real money
Six LLMs each received $10,000 to trade perpetual futures with zero human intervention, and Claude Sonnet 4.5 almost
AI Agents
Senior Developers Are Better at Using AI Agents
Experience matters more than prompt engineering. Senior developers outperform juniors with AI agents because they have decades of pattern recognition. They know what good code looks like, what to ask for, and when the AI is wrong.
pgvector doesn't scale
It’s funny how engineers (myself included) assume that if you can store vectors in Postgres, you should. The logic
TIL: How Transformers work
If you want to actually understand transformers, this guide nails it. I've read a bunch of explanations and
Fine-Tuning makes a comeback
Fine-tuning went from the hottest thing in machine learning to accounting for less than 10% of AI workloads in just
How to read research papers
Most engineers read research papers like blog posts, expecting instant clarity. That’s why so many give up halfway through.
Agentic Architecture
Eliza Redux: A Real-Time Voice AI Crisis Support Agent
I built a crisis support voice AI Agent in roughly 90 minutes at a voice AI hackathon and won. Here&
AI Browser
Atlas Unshrugged
ChatGPT Atlas vs Perplexity Comet: Real-World AI Browser Showdown
When OpenAI announced Atlas, I was curious. I've used
Choosing an LLM Is Choosing a World-View
Some LLMs lean left. Others lean right. The Anomify study shows that mainstream models are not neutral arbiters of truth,
Reasoning LLMs are wanderers rather than systematic explorers
It turns out that when we ask reasoning capable models such as the latest LLMs (GPT-5 family, Claude Opus and
AI Strategy
Stop Planning Your AI Strategy and Start Running Experiments
Earlier this year, I watched a Fortune 500 financial services company spend $4 million and eight months on their AI
Introducing AI Engineering Premium
When I started this newsletter, my goal was simple: to explore how AI systems are actually built. Over time, it’
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