Vinay Agarwal

AI Researcher

[Anatoli Kopadze @AnatoliKopadze]

Google Brain founder, Andrew Ng:

"Prompting will be dead in 6 months, graphs are what's replacing it."

In 2 hours at Stanford he shows how to build agents that work and improve entirely on their own.

The first 10 minutes cover what most $500 courses never do.

Watch the lecture first, then read the guide below on how to build a system that improves itself.

[ANIMALS WORLD @itsanimalworlds]

Nature’s softest squad is back again 🐑✨

[Interesting World @_fluxfeeds]

Not the kind of encounter you’d expect on a mountain climb. An Alpine ibex stops to lick salt from a climber’s leg.

📹cakejaggaley

[Fort Worth Zoo @FortWorthZoo]

Trust us, you’re going to want to watch the whole thing! 🤣

Sam Houston is soaking in some good old-fashioned Texas fun in the sprinkler! 💦🤠☀️

📸: Keeper Gabby

[Gabriele Corno @Gabriele_Corno]

The golden retriever, seeing the last duckling struggling with the curbstone, gently helps it over the obstacle.

[GAJU @GAJUCARE]

While most creatures avoid the edge, North American mountain goats walk it like it’s home, proving that courage lives at the highest peaks 🐐💯

[Nature is Amazing ☘️ @AMAZlNGNATURE]

The laws of physics don't apply to mountain goats...

[Tansu Yegen @TansuYegen]

Mountain goats beat cliffs with calm feet 🐐

[Science Magazine @ScienceExpand]

The laws of physics don't apply to mountain goats🐐

[Vinay Agarwal @vinkaga_]

Strong success criteria let the LLM loop independently. Weak criteria ("make it work") require constant clarification.

[Vinay Agarwal @vinkaga_]

I modified @karpathy's AI Coding Agent guidelines for early-stage development.

Dropped "Surgical Changes"—strict edits pigeonhole early code into poor decisions and create tech debt.

Added "Research First" to kill infinite agent trial-and-error loops.

My 4 rules 👇

[Vinay Agarwal @vinkaga_]

• Instead of "Fix the bug" → "Write a test that reproduces it, then make it pass"
• Instead of "Refactor X" → "Ensure tests pass before and after"

For multi-step tasks, state a brief plan:
[Step] → verify: [check]
[Step] → verify: [check]
[Step] → verify: [check]