Life takes an entire circle
We will be back to where we started
Strongly believe that in decades from now, human civilisation will go back to living in caves.
We invent something
We overdo
We overuse
We are exhausted
We go back to old ways of working
Pretty sure the US and China are spending billions to replace ASML and Zeiss as soon as possible.
When that happens, Europe is completely out of the AI value chain. And classified models will only be available to US and China.
AI World lo biggest "transfer" jarigipoindi 🤯
Anthropic ki Andrej Karpathy vacchesaru🔥
Inka matter enti ante... AI industry lo legend ayina Andrej Karpathy (OpenAI founding member & Tesla ex-AI head) ippudu Anthropic pretraining team lo join ayyaru.
And simple ga research team lo kaadu…
Claude ni use chesi pretraining research ni accelerate cheyyadaniki join ayyaru.
Meaning enti?
Self-improving AI experiments (Autoresearch) lo eeyana technique "The Karpathy Loop" ga famous. Ippudu ade logic ni Anthropic training process lo apply cheyabothunnaru.
Oka AI coding agent ni 2 days unsupervised ga run cheyyinchi, 700 experiments cheyyinchadu.
Result?
20 optimizations self-discover chesindi.
Large model training time ni 11% cut chesindi.
Idi normal coding kaadu. Idi future of research.
First “vibe coding” software world ni shake chesindi.
Now “Karpathy Loop” AI research world ni shake cheyyachu.
And interesting part?
Rubik’s cube ni 17 seconds lo solve chesina "badmephisto" (his OG YouTube name) days nundi, eeyana mindset okate
"Break the complex into small parts & control it."
Ippudu small models ni control chesi giant AI systems ni move cheyyadaniki Anthropic lo ki enter ayyadu.
This is Anthropic saying:
“We don’t just want better AI models… We want AI that helps us build better AI.”
To save 1 litre of imported crude, India is spending 2,860 litres of groundwater.
That's the single statistic missing from the entire E85 debate.
E20 is done. The government's draft notification for E85 (85% ethanol, 15% petrol) is ready. Most reactions are either "great, energy independence" or "my mileage dropped." Both are shallow.
Here is the actual trade India is making.
The economic logic is real:
India imports 85%+ of its crude. The FY25 import bill was ~$137 billion. Ethanol blending has already saved ₹1.08 lakh crore in forex and put ~₹92,000 crore in farmers' hands since inception. Every 1% of blending = ~$1 billion in annual savings.
But ethanol is not a free lunch:
🔹 Ethanol has 33% less energy per litre than petrol.
🔹 US DoE data: FFVs on E85 get 15 to 27% fewer miles per gallon than on petrol.
🔹 The offset is octane. E85 rates ~105 vs petrol's 91. In purpose-built engines (turbo, high-compression, direct injection), higher octane recovers most of the energy loss.
The catch. India's fleet is 90% E10-ready at best. You cannot pour E85 into a Swift. Flex-fuel vehicles need stainless fuel lines, upgraded pumps, 30% larger injectors, ethanol content sensors, and recalibrated engine maps.
The hidden cost nobody is pricing:
🔸 E20 at today's consumption needs ~1,016 crore litres of ethanol annually.
🔸 At 2,860 litres of water per litre of ethanol, that is ~2.9 trillion litres of water per year. The annual water footprint of 200+ million Indians.
🔸 E85 scales this 4x+.
🔸 60% of India's ethanol now comes from maize and broken rice. India, a net corn exporter, imported 1 million tonnes of corn in 2024 because of ethanol diversion.
🔸 Retail sugar moved from ₹40 to ₹45/kg in two years partly due to cane diversion.
The reframe most people miss:
The ethanol programme is not an energy policy. It is an agricultural subsidy dressed as an energy policy. The forex savings are real. The farmer income transfer is real. Both are the actual goals. The mileage drop is a tolerated cost. The water and food inflation risk is the hidden tax.
E85 will happen anyway. The listed winners sit in three buckets:
🔸 Sugar and distillery players with integrated ethanol capacity
🔸 Auto ancillaries making ethanol-compatible injectors, pumps, fuel lines, sensors
🔸 OEMs going flex-fuel first (Toyota, Maruti and Hyundai are already prototyping)
Energy independence is not free. India is trading barrels of oil for billions of litres of water and millions of tonnes of grain. Whether it's worth it depends on which constraint matters more in 2040 — your oil bill, or your aquifer.
What interesting about this plant is that the plant is 100% water-neutral. Anantapur is historically 1 of the driest districts in India (2nd only to Jaisalmer in some yrs).
They use a massive rainwater harvesting pond/reservoir & a RO system that is so advanced it was showcased as a case study for future arid-zone manufacturing. They do not take a single drop of groundwater for the manufacturing process; they rely entirely on recycled water & rainwater harvesting.
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Imagine your life as a stovetop.
You've got 4 burners:
Family
Work
Health
Social Life
But in reality:
To be successful... You have to turn off one.
To be *really* successful... You must turn off two.