jayesh thukarul

Data Scientist | Software Engineer | Stock Trader | Option Seller

[jayesh thukarul @jayesh_420]

@MoorthyMercy @IndianTechGuide They resold that crude oils after processing back into market to other countries like Europeans etc. India is the largest petroleum product export country in the entire world despite having no crude production of its own.

[Anatoli Kopadze @AnatoliKopadze]

Anthropic engineer:

"You're not supposed to babysit the model. Put it in a graph, and it catches its own mistakes and runs a dozen tasks at once."

In 25 minutes he breaks down exactly how Anthropic builds agents that run in parallel, check each other's work, and recover when one fails.

Worth more than any paid course you'll find on building agents.

Watch it, then read detailed guide on graph engineering below.

[jayesh thukarul @jayesh_420]

@akshayk06940951 @ParabGR12 @mybmc @PanvelCorp @NMMConline @CIDCO_Ltd Yes, we know that. We want @NMMConline also report water level numbers like this daily as BMC is reporting daily.

[jayesh thukarul @jayesh_420]

@ParabGR12 @mybmc @PanvelCorp @NMMConline @CIDCO_Ltd Yes. I already raised this issue previously. @NMMConline then posted status for like 3-4 days daily and stopped after.

[Ricker @0xRicker]

Andrej Karpathy just said what no one wants to admit:

"Your agent loop is generating garbage at scale and you can't see it."

1 output looks fine. 1,000 outputs = dead entropy, dead diversity.

90% of AI companies are building demos, not products.

In a 20-minute conversation, Karpathy reveals the full reasoning stack

[precis0x @precisox]

Ex google engineer acaba de soltar un curso completo de 1 hora para construir agentes de IA que se mejoran solos, desde cero:

00:00 – Cómo nace un agente que se construye a sí mismo
03:01 – soul.md: el archivo que lo controla todo
30:16 – RAG inteligente: solo traes 20 mensajes relevantes, no los 2.000
31:48 – El loop que sabe cuándo parar solo
35:14 – Detectar el error y arreglar el prompt en el momento
50:22 – Cómo Claude comprime y optimiza tu memoria automáticamente

1 hora de contenido práctico que vale más que la mayoría de cursos de pago sobre agentes.

Míralo completo, guárdalo📚

[jayesh thukarul @jayesh_420]

@pintumaurya88 @mybmc Only Vihar lake. Vihar and tulsi are the smallest lake situated in national Park. They get overflow early. But major source of water is remainng 5 dams.

[jayesh thukarul @jayesh_420]

@mybmc @NMMConline please publish status like this on morbe dam level

[jayesh thukarul @jayesh_420]

@InsideInfraa Completion year 2100

[jayesh thukarul @jayesh_420]

@AlokPatel Some parts are missing though from Pic
Jio World drive is not in this Pic

[jayesh thukarul @jayesh_420]

@Bodybalram That's because lot of big companies headquarters were shifted to Delhi and some were shifted to Gujrat by central government.

[jayesh thukarul @jayesh_420]

@dekhane_mukul @suchetadalal This is AI generated image. 🤦🤦

[Alex Prompter @alex_prompter]

🚨 BREAKING: Every prompt you're using right now is built on what worked months ago.

Someone just open-sourced the solution.

A Claude Code skill that scans Reddit and X from the last 30 days on any topic you give it, then writes you a fully structured, copy-paste-ready prompt based on what the community has actually figured out.

Not last quarter. Not last year. This month.

You type "/last30days prompting techniques for ChatGPT for legal questions" and it returns the exact patterns real lawyers and power users are running right now. Complete with a deployment-ready prompt you drop in and use immediately.

It works for anything:
→ Midjourney techniques the Discord discovered this week
→ Cursor rules that actually work in 2026
→ Claude prompting patterns from builders shipping real products
→ Suno, Runway, code generation, whatever is moving right now
This is what prompt engineering looks like when it stops being a static document and starts being live intelligence.

The entire AI prompting landscape updates faster than any guide, course, or thread can keep up with. This skill treats that reality as a feature, not a problem.

Most people are still Googling for prompts that got patched out three updates ago. This pulls from the source: real users solving real problems in real time.

100% open source. MIT License.

The gap between people using fresh prompts and people recycling old ones is about to get very visible.

[jayesh thukarul @jayesh_420]

@MumbaiMetro01 Homai Vyarawala

[GREG ISENBERG @gregisenberg]

karpathy just broke the internet with something called auto research

it’s basically an ai research agent that runs experiments for you 24/7

you give it a goal like

“make this model better”
“find a higher converting landing page”
“lower customer acquisition cost”

then it runs a loop:

1) plan an experiment
2) edit the code or config
3) run a short test on a gpu
4) read the metrics
5) keep the winner
6) try again

over and over

while you sleep

by the morning you wake up to the best version

actual tested improvements

think of it like a robot research intern that runs hundreds of experiments and only keeps the winners

this is link to his repo https://t.co/hm9aFyXQZS for your to mess around with it

in the latest episode of @startupideaspod

i break down:

• what auto research actually is
• how it works step by step
• 10 business ideas you can build with it
• how to install it and start using it

this one is saucy

because tools like this change how startups get built

watch

[Documenting Saylor @saylordocs]

Charlie Munger’s 1998 Harvard speech is the ultimate cheat code for life.

He compressed 74 years of billionaire wisdom into just 30 minutes.

Most people spend 4 years in college and learn less than what’s in this video.

Save this video, you will come back to this.

[Shanaka Anslem Perera ⚡ @shanaka86]

Dubai just shut down. The busiest international airport on earth. Closed. Indefinitely.

Dubai International and Al Maktoum International both suspended all operations on February 28 per official Dubai Airports statement. Over 280 flights canceled. 250 more delayed. The airspace that handles more international passengers than any hub on the planet went dark this morning because Iranian ballistic missiles were flying through it.

Now read the airline list and understand the scale of what just broke.

Emirates. Grounded. Etihad. Grounded. Qatar Airways. Suspended all flights to and from Doha after Qatari airspace closed. Air India. Every single flight to every destination in the entire Middle East. Suspended indefinitely. Turkish Airlines. Suspended flights to Bahrain, Iraq, Iran, Jordan, Kuwait, Lebanon, Oman, Syria, Qatar, and the UAE until at least March 2. Lufthansa. Dubai suspended. Air France. Tel Aviv and Beirut suspended. Wizz Air. Israel, Dubai, Abu Dhabi, and Amman suspended until March 7. British Airways. Affected. Virgin Atlantic. Affected. Japan Airlines. Affected. Norwegian Air, LOT Polish, Scandinavian Airlines, Aegean, Iberia, Air Arabia, PIA, Saudia, Air Algerie. All affected. All grounded or rerouting.

This is not a regional disruption. This is the global aviation network breaking at one of its most critical nodes.

Dubai is not just an airport. It is the single largest connecting hub between Asia, Europe, Africa, and the Middle East. Every flight from Mumbai to London, from Singapore to Frankfurt, from Nairobi to New York that routes through the Gulf is now either canceled, delayed, or burning extra fuel on thousand-mile detours around closed airspace. IndiGo just suspended flights to Almaty, Baku, Tashkent, and Tbilisi until March 28. Not March 2. March 28. A month of Central Asian connectivity erased because Iranian missiles crossed the flight paths.

The cost is compounding by the hour. Rerouted flights burn more fuel when oil is spiking past 100 dollars a barrel because the same conflict that closed the airspace is threatening the strait that moves 21 million barrels a day. Airlines are paying surge prices for fuel to fly longer routes around a war zone that did not exist yesterday morning. Every hour the airspace stays closed, the losses multiply across carriers already operating on thin margins.

And here is what nobody is calculating yet. Dubai’s economy runs on connectivity. Tourism. Trade. Finance. Logistics. All of it depends on DXB being open. The UAE just absorbed an act of war on its sovereign territory with a civilian killed in Abu Dhabi from missile debris. The country that built its entire economic model on being the safe, neutral, connected hub of the Middle East is now closed for business because the country it had no quarrel with fired missiles through its airspace.

Iran did not just attack military bases this morning. Iran shut down the economic engine of the Gulf.

That is a cost Tehran cannot afford to repay and the UAE will not forget.

[jayesh thukarul @jayesh_420]

@ImRo64 जयंती not पुण्यतिथी

[jayesh thukarul @jayesh_420]

@mybmc Fort. Bomanjee hormajee wadia clock tower??? Correct?

[Matt Shumer @mattshumer_]

https://t.co/ivXRKXJvQg