Deep Gains

Deep Gains

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June 2025

May 2025

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…
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Arun S
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…
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Arun S
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…
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Arun S
Jevons Paradox & Post-AI Job Market
Jevons Paradox applies not just to compute, but also to knowledge worker jobs as well.
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Arun S

March 2025

On the Biology of a Large Language Model - Anthropic Research
A rare insight into the inner workings of an LLM
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Arun S
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.
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Arun S
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.
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Arun S
Google's Gemma3 - Testing the new features
Google's latest model is very capable and runs well on your own machines. We take a closer look and test some of the features.
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Arun S
Exploring the new OpenAI Responses API and Agents SDK
We check out the web search with Responses API and the Agents SDK
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Arun S
© 2025 Arun S
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