Nilay Parikh

wrong kind of doctor, breaking down ai, swe, business, economics, politics, math & stocks. founder at - views are personal and "as it is"

[Nilay Parikh @nilayparikh]

https://t.co/cRJut4eKdN

[Nilay Parikh @nilayparikh]

@Aditya_181105 Hey, let's grow, follow for FB...

https://t.co/3d6qXU4cOT

[Prince Canuma @Prince_Canuma]

If you quantize the model you have even more memory savings and speeds ups 🚀

Thanks to @jtdavies for testing it out!

[Nilay Parikh @nilayparikh]

@Priya_Upadhyay_ With correct constraints.

https://t.co/THlvfwYDUD

[Nilay Parikh @nilayparikh]

I’ve led teams from 2 to 16 and back down to 6. Here is the hardest lesson I learned about engineering with AI tools.

The engineers who thrived weren't the fastest coders. They were the ones who understood the "Constraint Space".

Leading both startups and overseeing engineering for established quant research has shown me a massive gap in how we talk about AI...

Everyone says: think strategically, let AI handle the tactical work.

But there’s a massive gap between the two that most people are missing. It’s what allowed a section thrive while others struggled.

The data backs this up: a study found that 73% of users accepted faulty AI output under time pressure. They could see the code, but they couldn’t see that the "proof shape" was wrong.

The future moat isn't knowing how to code.

It’s the ability to occupy that constraint space - knowing when a solution is fundamentally flawed, even if it looks perfect on the surface.

[Nilay Parikh @nilayparikh]

@mscode07 Let's connect.. anyone in AI/ml follow to follow back

https://t.co/e4VldbA1Yp

[Nilay Parikh @nilayparikh]

AI is moving fast, but the community is moving faster.

A founder of two AI startups and lead at a Quant research firm, my feed needs more builders.

Looking to connect with those into:
🤖 Local AI & Edge Computing
📈 Quant Research & Data Science
✨ Vibe Coding & the future of Dev
🛠️ Full Stack / DevOps / UIUX
🚀 Startups & Freelancing

If you’re shipping, experimenting, or over-optimizing - say hi below! 👋

@X can you help to connect me to real humans?

#BuildInPublic #AI #VibeCoding #Connect #Quant #Startups #TechCommunity

[Nilay Parikh @nilayparikh]

@fiz_codes Hey, let's grow and connect.

https://t.co/e4VldbA1Yp

[Nilay Parikh @nilayparikh]

AI is moving fast, but the community is moving faster.

A founder of two AI startups and lead at a Quant research firm, my feed needs more builders.

Looking to connect with those into:
🤖 Local AI & Edge Computing
📈 Quant Research & Data Science
✨ Vibe Coding & the future of Dev
🛠️ Full Stack / DevOps / UIUX
🚀 Startups & Freelancing

If you’re shipping, experimenting, or over-optimizing - say hi below! 👋

@X can you help to connect me to real humans?

#BuildInPublic #AI #VibeCoding #Connect #Quant #Startups #TechCommunity

[Nilay Parikh @nilayparikh]

@dev___guy Hey, let's connect

https://t.co/e4VldbA1Yp

[Nilay Parikh @nilayparikh]

AI is moving fast, but the community is moving faster.

A founder of two AI startups and lead at a Quant research firm, my feed needs more builders.

Looking to connect with those into:
🤖 Local AI & Edge Computing
📈 Quant Research & Data Science
✨ Vibe Coding & the future of Dev
🛠️ Full Stack / DevOps / UIUX
🚀 Startups & Freelancing

If you’re shipping, experimenting, or over-optimizing - say hi below! 👋

@X can you help to connect me to real humans?

#BuildInPublic #AI #VibeCoding #Connect #Quant #Startups #TechCommunity

[Nilay Parikh @nilayparikh]

@GG_Observatory Indeed it is.

[Nilay Parikh @nilayparikh]

I’ve led teams from 2 to 16 and back down to 6. Here is the hardest lesson I learned about engineering with AI tools.

The engineers who thrived weren't the fastest coders. They were the ones who understood the "Constraint Space".

Leading both startups and overseeing engineering for established quant research has shown me a massive gap in how we talk about AI...

Everyone says: think strategically, let AI handle the tactical work.

But there’s a massive gap between the two that most people are missing. It’s what allowed a section thrive while others struggled.

The data backs this up: a study found that 73% of users accepted faulty AI output under time pressure. They could see the code, but they couldn’t see that the "proof shape" was wrong.

The future moat isn't knowing how to code.

It’s the ability to occupy that constraint space - knowing when a solution is fundamentally flawed, even if it looks perfect on the surface.

[Nilay Parikh @nilayparikh]

@Awalqm Done

[Nilay Parikh @nilayparikh]

@mohitjaryal04 Let's connect and grow

https://t.co/e4VldbA1Yp

[Nilay Parikh @nilayparikh]

AI is moving fast, but the community is moving faster.

A founder of two AI startups and lead at a Quant research firm, my feed needs more builders.

Looking to connect with those into:
🤖 Local AI & Edge Computing
📈 Quant Research & Data Science
✨ Vibe Coding & the future of Dev
🛠️ Full Stack / DevOps / UIUX
🚀 Startups & Freelancing

If you’re shipping, experimenting, or over-optimizing - say hi below! 👋

@X can you help to connect me to real humans?

#BuildInPublic #AI #VibeCoding #Connect #Quant #Startups #TechCommunity

[Nilay Parikh @nilayparikh]

@_binarybit Let's connect if you follow AI

https://t.co/e4VldbA1Yp

[Nilay Parikh @nilayparikh]

AI is moving fast, but the community is moving faster.

A founder of two AI startups and lead at a Quant research firm, my feed needs more builders.

Looking to connect with those into:
🤖 Local AI & Edge Computing
📈 Quant Research & Data Science
✨ Vibe Coding & the future of Dev
🛠️ Full Stack / DevOps / UIUX
🚀 Startups & Freelancing

If you’re shipping, experimenting, or over-optimizing - say hi below! 👋

@X can you help to connect me to real humans?

#BuildInPublic #AI #VibeCoding #Connect #Quant #Startups #TechCommunity

[Nilay Parikh @nilayparikh]

@harsh567_8 @X Let's connect if you in AI,

https://t.co/e4VldbA1Yp

[Nilay Parikh @nilayparikh]

AI is moving fast, but the community is moving faster.

A founder of two AI startups and lead at a Quant research firm, my feed needs more builders.

Looking to connect with those into:
🤖 Local AI & Edge Computing
📈 Quant Research & Data Science
✨ Vibe Coding & the future of Dev
🛠️ Full Stack / DevOps / UIUX
🚀 Startups & Freelancing

If you’re shipping, experimenting, or over-optimizing - say hi below! 👋

@X can you help to connect me to real humans?

#BuildInPublic #AI #VibeCoding #Connect #Quant #Startups #TechCommunity

[Nilay Parikh @nilayparikh]

@odendeberia let's connect, if you follow AI/ML

https://t.co/n12Dcn7R0E

[Nilay Parikh @nilayparikh]

AI is moving fast, but the community is moving faster.

A founder of two AI startups and lead at a Quant research firm, my feed needs more builders.

Looking to connect with those into:
🤖 Local AI & Edge Computing
📈 Quant Research & Data Science
✨ Vibe Coding & the future of Dev
🛠️ Full Stack / DevOps / UIUX
🚀 Startups & Freelancing

If you’re shipping, experimenting, or over-optimizing - say hi below! 👋

@X can you help to connect me to real humans?

#BuildInPublic #AI #VibeCoding #Connect #Quant #Startups #TechCommunity

[Nilay Parikh @nilayparikh]

@bongquisitive I have followed back.... thanks.

[Nilay Parikh @nilayparikh]

AI is moving fast, but the community is moving faster.

A founder of two AI startups and lead at a Quant research firm, my feed needs more builders.

Looking to connect with those into:
🤖 Local AI & Edge Computing
📈 Quant Research & Data Science
✨ Vibe Coding & the future of Dev
🛠️ Full Stack / DevOps / UIUX
🚀 Startups & Freelancing

If you’re shipping, experimenting, or over-optimizing - say hi below! 👋

@X can you help to connect me to real humans?

#BuildInPublic #AI #VibeCoding #Connect #Quant #Startups #TechCommunity

[Nilay Parikh @nilayparikh]

@Internethunts fb'ed.....

[Nilay Parikh @nilayparikh]

@Internethunts let's connect, if you like to follow AI/ML content, such and engage

https://t.co/nFdKpVlVkp

[Nilay Parikh @nilayparikh]

https://t.co/cRJut4eKdN

[Nilay Parikh @nilayparikh]

@GoldManeDesign Like this.... PUSH

[Nilay Parikh @nilayparikh]

@ikishankewal @X let's connect, if you like reading good ai/ml content, and engage. anyone feel free to follow for fb.

https://t.co/nFdKpVlVkp

[Nilay Parikh @nilayparikh]

https://t.co/cRJut4eKdN

[Nilay Parikh @nilayparikh]

@anghaa2809 sure, let's gorw if you like such ai/ml stuff, follow to fb..

https://t.co/mmjRzpeCMm

[Nilay Parikh @nilayparikh]

Why do your longest prompts give the worst AI answers?

When you overload the AI's context window, the signal-to-noise ratio drops and hallucinations spike. Stop dumping everything into one prompt. Instead, find the baseline gap and only fill that missing piece.

For the full a2a course, github example link and other excited videos, see the comments