The ladder of intelligence is the ladder of abstraction.
L1: Memorizing answers (no generalization)
L2: Interpolative retrieval of answers, pattern matching, memorizing answer-generating rules (local generalization)
L3: Synthesizing causal rules on the fly (strong generalization)
L4: Discovering general principles, metacognition (extreme generalization)
To achieve compounding AI you need to reach L4.
This is why I never use a custom system prompt. They’re fine for projects but not for your main LLM use, since you may get degraded results and not know it. All the accuracy tricks are being built into the model, your prompts are probably not adding much.
When Team India lifted their first ICC Women’s World Cup in Navi Mumbai, the nation roared with pride — but behind that shining trophy lie stories the world almost forgot.
There was a time when our women cricketers didn’t even have the money to travel abroad.
“Once on a New Zealand tour, we didn’t have money for hotels — the players stayed in NRI homes instead,” Former WCAI secretary Nutan Gavaskar recalled.
But then, in 2003, a quiet hero stepped up — Mandira Bedi.
She donated her entire earnings from a diamond brand ad so the team could fly to England and play.
So as India celebrates this historic win, remember — every World Cup has its unsung champions.
Some lift the trophy, others make sure the team gets there.
@mandirabedi#WomensCricket#TeamIndia#MandiraBedi#CricketHistory#InspiringStories#UnsungHeroes#WorldCupWin
[Women’s Cricket India, Mandira Bedi Donation, ICC Women’s World Cup 2025, Indian Women Cricketers, Inspiring Sports Stories]
@instagram i unfollowed a few people from my insta account and Instagram has put a ban on me thinking i used a third party app. I did not use any third party app, i physically checked whether i knew each person before removing. I complained about the same in app, but no response
Today's mood: making new friends in trains using the common language of the soul - music. The sound of the train is a background beat which helps flow of music , conversation and friendship ♥️. And the hours just… instagram.com/p/B8JKTbmj6cU/…