saurav

AI builder

[saurav @5auravv]

@ksprashu @googlecloud @GooglePayIndia @Google_India_ @ICICIBank_Care @NPCI_NPCI @UPI_NPCI @Cyberdost @AbiramiSukumara @iRomin @dattaniharsh Hi Prashanth, DMing you case details for escalation

[saurav @5auravv]

I need urgent help from a real human at Google Cloud Billing / Google Payments team

Between 14 May and 29 May 2026, my ICICI Bank account was debited 103 times via UPI AutoPay to Google Cloud.

@GoogleCloud @GooglePayIndia @Google_India_

[saurav @5auravv]

@googlecloud @GooglePayIndia @Google_India_ @ICICIBank_Care @NPCI_NPCI @UPI_NPCI @Cyberdost @ksprashu @AbiramiSukumara @iRomin @dattaniharsh I’d really appreciate any help escalating this to the right Google Cloud Billing / Payments team. The amount is significant, around $15,000, I already have the support case and documentation ready, and can share details privately

[saurav @5auravv]

I have created a ticket on google cloud billing support, now need help escalating it. If anyone at @GoogleCloud @GooglePayIndia @Google_India_ can help route this to the right billing/payments escalation team, please DM.

Tagging @ICICIBank_Care @NPCI_NPCI @UPI_NPCI @Cyberdost

[saurav @5auravv]

@OpenAI @outskillio Paper/code: https://t.co/TzB9sPJwvk

[saurav @5auravv]

Built Fast Computer Use for the @OpenAI x @outskillio hackathon.

Computer-use agents are slow because they resend full GUI state every step.

My fix: keyframes + semantic deltas to cut repeated context. Demo attached.

#Outskill #OpenAI #Codex #AIBuildersHackathon

[saurav @5auravv]

What makes this demo really interesting is not just voice control.

It’s the speed.

Anyone who has used computer-use agents knows that they are notoriously slow, they keep re-reading huge GUI context every step.

I found a simple way to make computer-use agents faster ...

[saurav @5auravv]

Computer-use agents should not need to “re-watch the whole screen” every action.

They should remember the last important frame and reason over what changed.

That’s the idea behind GUI State Compression for Computer-Use Agents.

Paper/code: https://t.co/TzB9sPJwvk

[saurav @5auravv]

What makes this demo really interesting is not just voice control.

It’s the speed.

Anyone who has used computer-use agents knows that they are notoriously slow, they keep re-reading huge GUI context every step.

I found a simple way to make computer-use agents faster ...

[Farza 🇵🇰🇺🇸 @FarzaTV]

Watch me control my computer with just my voice. This is the future of operating systems.

No hands.

GPT-Realtime 2.0 is very, very underrated.

Demo:

[saurav @5auravv]

The core idea:

full GUI snapshot every K steps
between keyframes, send only semantic changes
examples: “new button appeared”, “price changed”, “modal closed”, “focus moved to search box”
compress action history into goal progress
Less context. Fewer tokens. Lower latency.

[saurav @5auravv]

@sama @Preda2005 Open source AI leading the benchmarks

[mike gonzalez @mikegonz]

send this prompt against @noahzender’s notes to any agent with memory:

𝙻𝚘𝚘𝚔 𝚝𝚑𝚛𝚘𝚞𝚐𝚑 𝚝𝚑𝚎𝚜𝚎 𝚒𝚍𝚎𝚊𝚜 𝚊𝚗𝚍 𝚙𝚞𝚕𝚕 𝚘𝚞𝚝 𝚝𝚑𝚎 𝚘𝚗𝚎𝚜 𝚝𝚑𝚊𝚝 𝚜𝚎𝚎𝚖 𝚖𝚘𝚜𝚝 𝚞𝚜𝚎𝚏𝚞𝚕 𝚏𝚘𝚛 𝚠𝚑𝚎𝚛𝚎 𝙸 𝚊𝚖 𝚛𝚒𝚐𝚑𝚝 𝚗𝚘𝚠. 𝚁𝚊𝚗𝚔 𝚝𝚑𝚎 𝚑𝚒𝚐𝚑𝚎𝚜𝚝-𝚕����𝚟𝚎𝚛𝚊𝚐𝚎 𝚒𝚍𝚎𝚊𝚜, 𝚎𝚡𝚙𝚕𝚊𝚒𝚗 𝚠𝚑𝚢 𝚎𝚊𝚌𝚑 𝚖𝚊𝚝𝚝𝚎𝚛𝚜, 𝚊𝚗𝚍 𝚐𝚒𝚟𝚎 𝚖𝚎 𝚘𝚗𝚎 𝚌𝚘𝚗𝚌𝚛𝚎𝚝𝚎 𝚠𝚊𝚢 𝚝𝚘 𝚞𝚜𝚎 𝚎𝚊𝚌𝚑

[saurav @5auravv]

@tibo_maker Backlink

[saurav @5auravv]

@ShaanVP What do you use it for ?

[saurav @5auravv]

@ayushtweetshere Would love to join

[Ed Elson @edels0n]

Clips are no longer the byproduct of the main product — they’re the main product. No matter the size of the show, they drive the ultimate reach ��

[saurav @5auravv]

@AksharVastarpar @Vicharak_In Would love to pre order few pieces

[@AIGrantsIndia @aigrantsindia]

🔥🛞 Take a ride in May to your ♥️luma event / hackathon / techtalk / hackerhouse (carpool FTW 🌿) and have the trip covered by @aigrantsindia !

Event organizers!
Add us as a Co-host & Let's do this!
DM!

PS: https://t.co/V2vSdwpVPE gets a repaint + referral + quests + pitch

[Sridhar Vembu @svembu]

Open letter to Indians in America.
--
Dear brothers and sisters from Bharat:

Like I did 37 years ago, you arrived in America with no money but with a good education and cultural heritage from Bharat. You achieved outstanding success. America was good to us. For that we must remain grateful - gratitude is our Bharatiya way.

Yet today, a significant number of Americans, may be not the majority but not too far from it either, believe that Indians "take away" American jobs and our success in America was unfairly earned.

You may think the next election will fix this, but your choice would be between people who hate our Bharatiya civilisation and people who hate civilisation itself. That is the "hard right" vs "woke left" battle. You are mere bystanders to that conflict.

Meanwhile there is one thing that is true now and will be true in the future: the respect Indians command world-wide will substantially depend on the fortunes of India herself. If India remains poor, the woke left will give us moral lectures with pity and the hard right, different moral lectures with scorn ("hellhole") and we must not confuse either with respect.

Respect in today's world, along with prosperity and security, comes from one source: a nation's technological prowess. India produces sufficient brain power to achieve that prowess but alas we exported so much of that talent, particularly to America. As we develop that prowess in India, our civilisational strength will assert itself.

As difficult as it is for many of you to contemplate this, please come back home. Bharat Mata needs your talent. Our vast youthful population needs the technology leadership you gained over the years to guide them towards prosperity. Let's do it with a missionary zeal.

Respectfully
Sridhar Vembu