Deep Gains

Wharton’s vs MIT - Understanding the contrasting findings from recent AI studies

95% Fail vs 75% Win - why such a big difference in findings ?

Nov 12 • 

Arun S

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July 2025

Conquering the Browser: Why This Is the Cheat Code for getting to AGI with LLMs

Mastering the digital world’s most universal tool could finally help us define what truly useful AGI looks like.

Jul 19 • 

Arun S

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3

1:55

Context Engineering - Unlocking Agentic AI’s True Potential

The art and science of giving the right information to LLMs. As AI systems become more complex and sophisticated, prompt engg is not enough to convey…

Jul 5 • 

Arun S

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2

June 2025

Context Bloat in Large Language Models

Context makes or breaks large language model implementations.

Jun 18 • 

Arun S

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1

May 2025

Analysis of Claude 4's System prompt and what changed from Claude 3.7

There are major changes in how Claude 4's character has been modeled. This also gives a glimpse into how models have improved, and how Anthropic's world…

May 24 • 

Arun S

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April 2025

Meta AI's full system prompt and analysis - LLAMA 4

I was able to extract and analyze the full system prompt of the newly released Meta AI app which is powered by LLAMA 4. A very detailed prompt that…

Apr 30 • 

Arun S

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Paperclip vs. FIAT: History's Blueprint for AGI

What did a secret WW2 program get right that another missed entirely? The lessons of Operation Paperclip vs. Operation FIAT offer a surprising…

Apr 19 • 

Arun S

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Understanding LLMs and AGI through the lens of Solomonoff Induction

Solomonoff induction is a theory that describes an optimal method for predicting future data based on past observations. It is a great mental model to…

Apr 13 • 

Arun S

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Jevons Paradox & Post-AI Job Market

Jevons Paradox applies not just to compute, but also to knowledge worker jobs as well.

Apr 5 • 

Arun S

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4

March 2025

On the Biology of a Large Language Model - Anthropic Research

A rare insight into the inner workings of an LLM

Mar 31 • 

Arun S

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5

21:34

Don't fall for "AI of the Gaps" fallacy

How many times have you heard: don't learn "X" - AI will do this soon anyway. I think this is a wrong and dangerous mindset from influencers.

Mar 28 • 

Arun S

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5

Anthropic's Dario Amodei on giving AI an "I Quit" Button

He articulates the fundamental paradigm shift in s/w engg: Models are grown, not built and formal verification is not possible.

Mar 15 • 

Arun S

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