Gokul Ganapathi

Co-Founder & CEO - Botminds AI. The Agentic AI Platform for Regulated Enterprise Operations. Control Plane when you accelerate AI adoption in your organisation.

[Gokul Ganapathi @gokulganpath]

https://t.co/IFauggjEuS

[Gokul Ganapathi @gokulganpath]

I am obsessed with the phrase 'talent density' these days.

Can hire 40 people any time and spend insane time around processes, controls & policies.. But the core learning is, we can achieve more with 10 really talented people + peace of mind

[Gokul Ganapathi @gokulganpath]

If you are a 14 yo, This is the time to apply for a job in my company. Inspired. #vaibhavsuryavanshi

[Gokul Ganapathi @gokulganpath]

@makemytripcare Nisha - can I get an update? As you know - refund not done yet.

[Gokul Ganapathi @gokulganpath]

@makemytripcare
You cannot dock 40% of my money (~50k INR) for a booking cancelled due to technical failure. I got a success message, after some time your ticketing team decided to cancel and for no failure of mine, I have to pay 50k, not ok.

[Gokul Ganapathi @gokulganpath]

@makemytripcare @makemytripcare two 48 hours have already elapsed.. this is 3rd time you are asking time to validate.

Something big going on.. Another ticket got cancelled in the last 24 hours - this time a booking from my admin for my business travel. - 18k INR gone.

[Gokul Ganapathi @gokulganpath]

Gukesh.. The Champion❤️

[Gokul Ganapathi @gokulganpath]

@makemytripcare NN2ABG5X32032403992 is the booking id

[Gokul Ganapathi @gokulganpath]

@makemytripcare Forget about customer care to help me book same itinerary.. How many calls have I made for more than a week, to make you guys do the obvious and your stated policy - you have to refund 100% of my money. Why this is hard?

[Gokul Ganapathi @gokulganpath]

Bot always gets its superpower from real minds - why doubt?

[Paras Chopra @paraschopra]

This article confirms my suspicion that most of the “magic” of LLMs lies in the quality of data you feed into it.

Post-training data is the moat.

[Gokul Ganapathi @gokulganpath]

Finally, a master catch-all... Every bug that you fail to catch in your life can go and reside here. It is with CPUs you know.. it is one of the cores that don't count. Thank you :)

[Peter Kraft @petereliaskraft]

What happens if your CPU gets something wrong? If it wakes up one day and decides 2+2=5?

Well, most of us will never have to worry about that. But if you work at a company the size of Google, you do, which is why this paper on "mercurial cores" is so fascinating.

What the authors report--and supposedly this is common knowledge at the hyperscalers--is that a couple cores per several thousand machines are "mercurial." Due to subtle manufacturing defects or old age, they give wrong answers for certain instructions. These can cause all sorts of impossible-to-diagnose issues. Some rare problems at Google that were traced back to bad CPUs include:

- Mutexes not working, causing application crashes
- Silent data corruption
- Garbage collectors targeting live memory, causing application crashes
- Kernel state corruption causing kernel panics

What makes CPUs go bad? It's very hard to tell. The authors posit that issues are becoming more frequent as CPUs get more complex, but there aren't solid numbers behind that. There are certainly strong relationships between frequency, temperature, voltage, and bad CPU behavior--most mercurial CPUs only cause problems under very specific conditions, but those conditions vary from CPU to CPU. Age is another source of problems, as older CPUs are more likely to exhibit problems.

Bad CPUs are an especially serious problem because they're very hard to detect. If cosmic rays flip bits in storage or on the network, that can be detected through error coding. But there's no analogy for a CPU that allows cheap online verification of its correctness. Instead, the best detection techniques involve monitoring for symptoms. If a core exhibits exceptionally high rates of process crashes or kernel panics relative to its fellows, that's a strong indication something is wrong with it. For the most critical applications, the authors propose triple modular redundancy--redoing each of its computations on three cores and majority-voting a reliable result.

More than anything, this paper is a call to action--letting everyone know that CPUs can fail. So now, if you ever find a bug you can't diagnose, you can blame the CPU! 🙂

[Gokul Ganapathi @gokulganpath]

@_svs_ We are hiring in Chennai. Love to talk to hardcore builder .. the key trait we are hunting

[Gokul Ganapathi @gokulganpath]

@avinashraghava Sorry for your loss, Avinash. Heartfelt condolences.

[Gokul Ganapathi @gokulganpath]

@ThaiAirways why you do this to me .. my luggage not loaded from bkk to Japan Narita - TG 676. An important conference in jeopardy now for me.

[Gokul Ganapathi @gokulganpath]

@1kunalbahl @BotmindsAI Key capability is to add the reference to the location in the document that helped to generate the answer. Click & go to review the answer.

[Gokul Ganapathi @gokulganpath]

@1kunalbahl You can use @BotmindsAI - we support very large PDFs. 1000+ pages. The best thing is that you can also automate ingestion from any source.

Here you can see I converse on the latest annual report of Tata Motors (400+ pages). Happy to demo, visit https://t.co/enprr5iUah

[Gokul Ganapathi @gokulganpath]

@businessbarista Exactly what we allow you to build in few hours using @BotmindsAI platform. You can define what you want to include in the summary, train what is non-standard for your org. Best part is..you can review and give feedback to the 'custom AI' you built.

https://t.co/WPWuWuEueo

[Gokul Ganapathi @gokulganpath]

Super exciting release - Botminds V15 - that redefines Document Automation with inbuilt Analytics & more powerful web ingestion with a new discovery model. #idp #intelligentautomation #documentautomation

[Botminds.AI @BotmindsAI]

Botminds release notes are live!!

From great user experience to a new pre-trained meta model, discover how the brand new features in our V15 release can empower enterprises to work smarter and succeed bigger.

Know more: https://t.co/Oaf2hni4Mu

#release #AI #documentautomation

[Botminds.AI @BotmindsAI]

While simple rules-based RPA offers speed and reduced manual intervention, it's not equipped to handle multifarious document-based processes.

Botminds AI can handle it all

#intelligentautomation #rpa #intelligentdocumentprocessing
#automation

[Gokul Ganapathi @gokulganpath]

Automate. Augment. Accelerate. At Botminds, we are at every stage of your transition journey from RPA to Intelligent Automation

[Botminds.AI @BotmindsAI]

With a no-code AI-first approach, transform and scale your business by automating end-to-end document processing using Botminds.

Say Hello to Botminds AI!👋

Read More: https://t.co/FfEn1midK8

#automation #documentautomation #documentprocessing
#intelligentautomation