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_
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
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 ...
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
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 ...
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.
🔥🛞 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
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