Niraj

🚨 Just published! All frontier AI models have failed “Radiology’s Last Exam” - the toughest benchmark in radiology launched today! ✅ Board-certified radiologists scored 83%, trainees 45%, but the best performing AI from frontier labs, GPT-5, managed only 30%. ❌ These results…

If you're a founder, don't just add more people to a problem. Think about how to build a system or a tool that solves the problem at a higher level of abstraction. Don't become a manager if you can become an architect.

The best way to fortify Indian GenNext is to massively liberalise , massively deregulate on all fronts . Create the conditions for entrepreneurial success . So much has been done and now these kind of protectionist/ isolationist actions will accelerate more reforms . #h1bvisa

Same question, 3 different platforms. The results show why source matters in research. Query - Which are some of the major project wins announced in the last 10 days related to pharma sector in India? Our results are superior Direct from filings > second-hand news

India’s gross domestic product (GDP) i is up 7.8% in Q1 FY2026. (Apr-Jun 2025) .  The last years number was at 6.5%. RBI forecast for Q1 was at 6.5%. This is a huge outperformance to start the year. Nominal GDP grew at 8.8% which is a reflection of the low inflation . The perma…

With this GPT-5 release finally model fatigue will be gone. No more getting excited about marginally better model

Every few years, the world reminds us of our place. A threat here, a tariff there. But the message is the same: stay in your lane, India. Global powers will always bully us, unless we take our destiny in our own hands. And the only way to do that is if we collectively decide to…

GPUs can be bought or rented in an instant, but it takes decades to develop the talent. My estimate is that there are fewer than 100 AI scientists with the skills to train these state of the art models that currently reside in India. Think of these scientists as elite…

Airtel × Perplexity: Why the “1% Conversion ~ 4M Paid Users” Narrative Might be Misleading Note : This analysis is written purely from a business perspective considering only Airtel user funnel, based on current market conditions There have been a lot of posts getting viral…

IREDA Q1 FY26 by CompoundingAI within mins of result release Sharing some glimpes, connect to explore how we can assist your workflow. (Link in comment) NPA surge dents profit, but QIP boosts strength, IREDA cleans up, de-risks, and gears up for growth.

Aditya Birla Money Limited Q1 FY 26 result analysis by CompoundingAI Discover how we can enhance your workflow. (link in comments) Margin Muscle Offsets Broking Pain Positives: -Margin Expansion Despite Revenue Decline: EBITDA grew 1.8% YoY despite a 5.6% drop in revenue,…

Asian Energy Services Ltd. with Kuiper Group (UAE) aquisition is quietly pulling off a capital-efficient expansions in India’s energy infra space. And even without that, they’re guiding 50%+ revenue and 75% PAT growth in FY26. Read the full story from link in comment.

Tools like Deep Search are good only for surface level or directional research. We just had a look at the report here and just randomly checked a single data point,that is,the expansion plan of Apollo Hospitals. Here is the result of data validation (We are attaching the filing…

After ~6 years of building these types of architectures (starting with BERT, eg see Baleen), I think calling these multi-agent systems is a distraction. This is just software. Happens to be AI software. It doesn’t seem so complicated once you internalize it’s just a program.

Shipping products with 3-4 of your buddies in a small apartment where you stay and work together is one of life’s funnest experiences. Met a founder in this zone yesterday and had a huge nostalgic flashback to my own 2012-15 startup days! 😆

An entire generation of investors drawing lines on charts. Where is the fun in that? Fun is in understanding psychology which ultimately shows up in charts and in understanding businesses. That thing on the screen is just manifestation of fundamental things.

"The reason humans are so useful is not mainly their raw intelligence. It’s their ability to build up context, interrogate their own failures, and pick up small improvements and efficiencies as they practice a task." I argue that LLMs currently lack this fundamental capability

A case study on Perplexity’s claim : Financial Researcher/Analyst is now a prompt on Perplexity Labs Our query : "can you create a dashboard of related party transactions of Sterlite technologies and how they have evolved from FY 22 to FY25. What are the key subsidaries their…

The health indicator no one talks about = the strong desire to work and build things. Whether for the intrinsic love of the work, the rewards, or both. Yes we need sleep and (some need) recreation but drive is at least as important as any other metric.

Data Center Cost Breakdown – India General Cost Estimates: Setting up 1 MW of DC capacity costs between ₹50 Cr to ₹70 Cr in India. Alternate estimates: ₹55 Cr to ₹60 Cr. Techno Electric: Estimates $5M per MW, rising to $6M in high-cost areas like Mumbai. Marsons: Notes…