agentic ai | ml | experiments
Joined December 2025
- Tweets 921
- Following 460
- Followers 99
- Likes 1,517
104 Photos and videos
Abhinandan retweeted
my neighbour uncle now has a 1.5 𝗰𝗿 𝗽𝗮𝗰𝗸𝗮𝗴𝗲 and he works as a senior engineering manager at MongoDB.
he completed his undergraduate degree in 2003 from NIT. He also helped both of his sons get job at amzn and salesforce through connections.
he has 18 years experience of working in the IT & Sales sector and has accumulated enough wealth to retire peacefully he has 3.2 l / month rental income from property in noida.
both of his sons are doing great and have got jobs with their father's connection. People who joined IT before AI in the 2000s are the luckiest people.
sometimes i feel very jealous of him.
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KV cache is a nice example of how much of LLM engineering is just avoiding repeated work.
During generation, the new token needs to attend to old tokens. The old tokens have already produced their keys and values, and they are not changing. So instead of recomputing them every step, the model stores them and reuses them. That stored state is the KV cache.
This makes decoding much faster, but it moves the pressure somewhere else: memory. Longer context means a larger cache. More layers, heads, batch size, and concurrent requests mean more memory pressure.
So, I made a video explaining the KV cache in detail 👇.
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my ideal X circle:
people who read papers
people who ship products
people who break things
people who explain simply
people who are not allergic to code
people who care about taste
people who think “evals” before “demo”
if you are so, lets connect
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hi there, i am new on @X ,i want to follow more people working on the unsexy parts of AI
evals
latency
cost
memory
routing
retrieval
observability
permissions
fallbacks
deployment
boring reliability work
lets connect and the make this platform better for each other 🤝
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god of ai, barred from using the ai
it can only happen in us
JUST IN: Andrej Karpathy, a top AI scientist at Anthropic, is reportedly barred from accessing the company’s most advanced AI model because he is not a U.S. citizen.
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Abhinandan retweeted
Jun 12
hi i am new on @X. I want to connect with
> ml engineers
> ai engineers
> llm engineers
> agent builders
> rag builders
> evals people
> ai infra folks
> mlops engineers
> data scientists
> research engineers
> applied researchers
> founders
> startup employees
> product engineers
> backend engineers
> open source builders
> indie hackers
> technical writers
> people building ai products
lets connect and make this platform better for each other.
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Jun 12
you can sleep on floor of your office and be a trillion worth one day
Jun 12
Elon just created 4,400 millionaires in a single day.
400 of them are now worth over $100 million.
These aren't VCs. They're SpaceX employees, and the list includes welders, technicians, and cafeteria staff, because for two decades the company paid every level of the workforce in stock instead of higher salaries.
Juan Hernandez immigrated from Mexico and took a $28 an hour contractor welding job in 2015. He says he didn't even know what SpaceX was. The company gave him a $10,000 equity grant and let him buy more shares through payroll deductions. That stake is now worth $880,000.
Trevor Hise's parents wanted him to take a stable job at General Electric. He picked SpaceX instead, stayed 12 years, and accumulated over 100,000 shares. At the $135 listing price that's $13.5 million. He's 37 and semiretired. His words: "The magnitude of this has been ridiculous."
The most telling detail came before the listing. Over 100 employees quietly banded together and negotiated a group wealth management deal covering up to $5 billion, because none of them had ever needed a wealth manager before.
Software IPOs have minted millionaires for 30 years. This is the first one where the money went to the factory floor.
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Jun 12
those sleepless eyes who never gave up deserve this all
Jun 12
Elon just created 4,400 millionaires in a single day.
400 of them are now worth over $100 million.
These aren't VCs. They're SpaceX employees, and the list includes welders, technicians, and cafeteria staff, because for two decades the company paid every level of the workforce in stock instead of higher salaries.
Juan Hernandez immigrated from Mexico and took a $28 an hour contractor welding job in 2015. He says he didn't even know what SpaceX was. The company gave him a $10,000 equity grant and let him buy more shares through payroll deductions. That stake is now worth $880,000.
Trevor Hise's parents wanted him to take a stable job at General Electric. He picked SpaceX instead, stayed 12 years, and accumulated over 100,000 shares. At the $135 listing price that's $13.5 million. He's 37 and semiretired. His words: "The magnitude of this has been ridiculous."
The most telling detail came before the listing. Over 100 employees quietly banded together and negotiated a group wealth management deal covering up to $5 billion, because none of them had ever needed a wealth manager before.
Software IPOs have minted millionaires for 30 years. This is the first one where the money went to the factory floor.
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Jun 12
The wealth gap between Elon Musk and the second-richest person Larry is so massive that the average person is actually closer to being the second richest than Larry is to Musk
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Jun 12
whoever genius built this feature, saved millions of people from embarassment
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