🚨 I trained a small nanoGPT (~6.6M params) on the Constitution of India (inspired by @karpathy).

It didn’t produce new amendments or legal facts -
but it learned the stylistic and structural patterns of constitutional text.

After ~7k steps, validation loss flattens, but training loss continues to fall - classic overfitting behavior when training on a single long legal document.

Some carefully cherry-picked generations below:

🧵 “Notwithstanding anything contained in this Constitution, the President may, by order, make such provisions as he considers necessary or expedient for the administration of the territory.”

This is excellent.

✔ Correct legal cadence
✔ Correct use of “Notwithstanding”
✔ Correct executive phrasing
✔ Sounds exactly like Article-level language

i’ve used chatgpt every single day for 3 years.

most of you are using it like it’s google.

here are 7 high-level tricks that feel illegal — and make ai 10x more powerful: 1. let chatgpt fight you — not help you

prompt:

"here’s my idea: [insert]. now act as my smartest, most brutally honest friend. tear it apart. show me everything that’s weak, unclear, or dumb."

🧠 why it works:

you stop getting generic support.
you start getting clarity, fast.

YOU ARE JUST ONE HARD DECISION AWAY FROM COMPLETELY CHANGING YOUR LIFE.

I’VE BEEN ON SELF IMPROVEMENT FOR THE LAST 4 YEARS.

AND THESE 17 STEPS WILL CHANGE YOUR LIFE FOREVER:

🧵 1. start small.

don’t try to change your entire life overnight.

run every day, even if it’s just 5 minutes.
meditate for 2 minutes.

read one page of a book.

small consistent steps > temporary motivation.

every man should read this book at least once in his lifetime.

THE WAY OF A SUPERIOR MAN.

here are 7 powerful lessons from the book every man must know: 1. live as if your father were dead.

this doesn’t mean disrespect your father — it means free yourself from his expectations and criticisms.

you can’t live your life trying to please him.

your job is to live your truth, not follow someone else’s map.

i started a business at 16 and brutally failed...

here are 17 life changing lessons i got: 1. business is not as easy as it seems.

"I'll do business when i grow up and i don't need to do anything now".

if you say this as a young guy, you are the biggest fool.

because you are being delusional and not even taking 1% action to become a person who is worthy of being a businessman.