Pinned Tweet
Tool-calling is a precursor to what comes next.
Humans do not do 100% logits-based inferencing or behaviour. We save a lot of energy by converting patterns into rules to live by, and then the brain simply invokes the best matching rules extremely quickly. (There - that's also about forming habits and reflexes that are encoded hard)
To reduce energy consumption and to make AI models more pervasive, the next wave of optimizations will be domain-specific rules invoked via rule-inferencing language models.
After all, it's all just modeled on hypnosis!
- You are a dog. Go fetch!
- You are a doctor. Here's my report.
- You are the CEO. Now, run my business.
It's not my agent. It's just my subject!
Making Opus and Astra talk to each other has two effects
- Astra starts to sound more understandable
- Opus starts to sound more dense
It's both win-win and lose-lose. Not complaining.
Ravindra retweeted
The Great Circle of Crude
Somewhere in the Urals, a barrel of oil is loaded onto a tanker. It has no idea it is about to become the most morally flexible object on earth.
It sails to Jamnagar, where India buys it at a "friendship discount". India calls this strategic autonomy. The West calls it funding the war. The barrel calls it Tuesday.
At the refinery, the crude is heated, cracked and distilled, and something miraculous happens. The Russian molecules leave, and Indian diesel emerges. Nothing about the chemistry has changed, but the paperwork has undergone a spiritual rebirth. It is the only known process that turns sanctions into margins.
Europe now steps in. In the morning, it sanctions Russian oil. By lunch, it fills its tanks with Indian diesel. At dinner, it lectures India on values. Europe does not buy Russian oil. It buys Russian oil that has been to finishing school.
America is furious that India buys Russian crude and slaps on tariffs to show it. It then quietly carries on importing Russian enriched uranium, because principles are like fuel: best refined before use.
Now comes the masterstroke. Ukraine needs diesel to resist Russia, so it buys Indian diesel with money given to it by Europe. India then pays Russia for the next barrel. So European taxpayers fund Ukraine, which pays India, which pays Russia, which funds the missiles that make Ukraine ask Europe for more money. It is the first war in history with a subscription model.
Russia, meanwhile, earns money from the fuel powering the trucks that resist its own army. It is the only belligerent to have outsourced both its revenue and its opposition's logistics to the same refinery.
Final ledger:
Russia: paid for the war, by the war
Ukraine: fighting Russia on Russian fuel, bought with European money
Europe: morally clean, operationally Indian fuelled
America: outraged, selectively
India: charging a refining margin on everyone's hypocrisy
The barrel: has travelled more than most diplomats, and achieved more
The money circles the globe like a vessel on DP (Dynamic Positioning) holding station: burning enormous energy, going nowhere, and everyone on the bridge insists it is under control.
Ravindra retweeted
7/
If you’re an IITB student struggling right now, call the Student Wellness Centre: 08047136761. Crisis support is available 24/7.
If you’re anywhere in India and need someone to talk to, dial 14416. Tele-MANAS is a free, 24/7 national mental-health helpline.
Ravindra retweeted
What I like about Jev: for years, large generalist models sucked almost all the oxygen out of AI.
But there are huge opportunities in much more specialized and customized models, built for specific tasks and languages and as a result, orders of magnitude cheaper, faster and more optimized. There are 3 million of them publicly available on @huggingface.
Let's build a much more diverse AI ecosystem!
Ravindra retweeted
Invested in 10+ companies in the last year although financially speaking I had no business angel investing.
Investing in 2 companies in the next week.
RT & Tag a friend to signup on aigrants.in
Ravindra retweeted
Catch the moment everything stops looking normal.
Build AI that knows when to raise eyebrows, sound the alarm, and trigger actions.
Join us at the Visual Intelligence Hackathon
5 Sept · FlytBase HQ, Pune + Online
Supported by @flytbase and @aigrantsindia
aihackerscollective.com/hack…
Should I be happy I have a banked reset, or should I be sad that #Astra is a day away?
Ravindra retweeted
These are diatoms. The most fascinating microbes that you've never heard of. They create a quarter of the oxygen you breathe.
The Pune KnOT event tomorrow (6:30pm, Wynkk, Aundh) with @karthickbala is about his work with diatoms.
Details+registration: townscript.com/e/pune-knowle…
Ravindra retweeted
Department of Expenditure had issued a clear and unequivocal advisory on how consultancies are to be awarded government contracts. In particular, it states that qualification criteria for government contracts should be commensurate to the project. Till now it was common for eligibility to be restricted through unnecessarily high turnover and payroll requirements that could only be met by a tiny club. This levels the playing field for Indian consultancies and new entrants.
Ravindra retweeted
When @aigrantsindia gives free AI tokens to 4000 builders across India, what happens? How does it make sense to give this without any interview, or pitch, or committee.
@BoskyKode spoke to @AshishPonders and me on the next episode of our AI Vey podcast:
podcast.aivey.in/p/what-4000…
Ravindra retweeted
Trying to gauge interest for a non-commercial side project.
Do you read books? Do you want to find people who are reading same book as you and discuss it with them? If so, drop your email id at the link. (RT if can)
preview.tryreadwithme.com/
One of my most well-managed (and productive) weeks! Less than an hour to go. :)
Almost entirely on GPT Sol xhigh (and rarely some ultra, some medium)
#codex






















