Anup

AI's Naughty and Nice List AI's best and worst moments came from the same companies in 2025

It is the season of lists, so I looked at AI through Santa’s ledger instead of another hype story. This year was anything but simple.
www.anup.io/ais-naughty-...

#AIengineering #LLM #AIethics
Happy holidays, everyone!

Why AI Coding Advice Contradicts Itself If you don't know what you're doing, AI fails with death by a thousand cuts.

The AI coding advice that works for someone else probably won't work for you. Not because they're wrong, but because the tools aren't stable enough for best practices yet.
www.anup.io/why-ai-codin...
#AIEngineering #LLMs #SoftwareDevelopment #AICoding

What It Takes To Serve 10,000 Queries A Day | Anup Jadhav This is about what naive RAG actually does, why it falls apart under load, what advanced RAG adds, and the engineering work that makes a system stable at ten thousand queries a day.

Scaling RAG in production isn't an LLM problem. It's a systems problem wrapped around a language model.
www.anup.io/rag-at-scale...

Understanding Generative UI A Layered Walkthrough of the Generative UI paper everyone is talking about

Imagine a UI generated on the fly for every query. That’s the idea behind Google’s Generative UI paper. I unpack the architecture, the prompt, and why this shift matters for agent-first applications.
www.anup.io/understandin...

Senior developers are better at using AI agents than junior developers.
Not because they code faster. Because they already know how to delegate, communicate clearly, and spot when something looks right but isn't.
People management = AI management.
www.anup.io/senior-devel...

Nicely done @shashanktomar.bsky.social

Reading time: 2–4 days.
Which, to be fair, is still faster than fine-tuning.
huggingface.co/spaces/Huggi...

uv is the best thing to happen to the Python ecosystem in a decade - Blog - Dr. Emily L. Hunt Released in 2024, uv is hands-down the best tool for managing Python installations and dependencies. Here's why.

I can vouch for how amazing `uv` is

emily.space/posts/251023...

Fine-tuning dropped from hottest trend to <10% of AI workloads in two years. Now it's coming back. Not as hype, but as the last 10% that actually matters.
Turns out some problems need you to teach the model your language, not just describe it in a prompt.
www.anup.io/fine-tuning-...

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. The trick isn’t to read harder but to read differently. This https://blog.co...

Stop trying to understand research papers in one read.

Pass 1: Abstract + intro + conclusion (is this even relevant?)
Pass 2: Full read, flag gaps
Pass 3: Revisit with fresh context

It's a workflow, not a puzzle. Treat it like one.

www.anup.io/how-to-read-...

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's how I did it, and the tactics that made it possible. The Challenge Crisis hotlines have four ma...

Built a crisis support voice AI in 90 minutes at a hackathon and won. Full breakdown of the build + 7 tactics for shipping fast.

www.anup.io/eliza-redux-...

I love how Claude is so wholesome that it literally tells me to use a competitor’s product. 😂
Peak confidence. Peak alignment.

MCP + A2A: The Protocols Making AI Agents Actually Work Together I presented this at the AI Engineer meetup in London. It is a short, practical overview of why agent interoperability matters now, and how two protocols, MCP & A2A, make it workable today.

Want to know the difference between MCP and A2A checkout this talk delivered at the London AI Engineers meetup

www.anup.io/mcp-a2a-the-...

#MCP #A2A #AIProtocols

Software Release on Friday // click5 YouTube video by click5 Interactive

So true! Software release on Friday 😁😂🤣
www.youtube.com/shorts/Iojxt...

Atlas Unshrugged ChatGPT Atlas vs Perplexity Comet: Real-World AI Browser Showdown When OpenAI announced Atlas, I was curious. I've used Comet AI browser from Perplexity heavily for research, comparisons, and automat...

I tested ChatGPT Atlas vs Perplexity Comet on real automation workflows. Atlas won on reliability, so I'm switching over for now.

anup.io/atlas-unshru...

#atlas #openai #Perplexity #comet

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 transformation. They brought in a major consulting firm. They ran a pilot program. T...

Your AI strategy doesn't need another slide deck. It needs experiments that teach you what actually works in production.

www.anup.io/stop-plannin...