VaaK - Voice AI for Sambhashana - Need Help

[girish badrinarayanan]

Hello All,

We at Vaak.AI are building a voice-based conversational app powered by Google’s Conversational AI pipeline — enabling natural Sanskrit conversations anytime, anywhere, helping users learn spoken Sanskrit confidently and without inhibition.

We’re looking for like-minded Sanskrit + tech enthusiasts to collaborate/assist/join us we scale. Key focus areas where help would be valuable:

• Optimizing latency vs. response accuracy in real-time voice conversations

• Grounding topic-based content with ~90% accuracy for progressive Sanskrit learning

• Architecture and performance optimizations to accelerate scale

If Sanskrit, AI, and scalable engineering excite you — we’d love to connect at giris...@va-ak.app or giris...@gmail.com or even watsapp me at +91-9739777255

Looking forward to the responses.

Regards

Girish Badrinarayanan

[devmadhav]

Dear Girish Badrinarayanan,

Greetings from the Brilliant Minds Organization.

I’m Madhav Raju, and I’m glad to connect with you. We appreciate the remarkable work your team is doing at Vaak.AI in building a voice-based conversational Sanskrit learning platform. The vision of enabling natural spoken Sanskrit interactions aligns strongly with our interests as well.

At Brilliant Minds, we actively work with **.NET and Python projects**, and we are also involved in **Sanskrit-related research initiatives**. Your focus areas — latency optimization, grounding topic-based learning with high accuracy, and scalable architecture — resonate with our team’s capabilities and enthusiasm.

We would be happy to collaborate, assist, or explore ways to contribute to your mission as you scale. Please feel free to reach out so we can discuss how our expertise can support your current and upcoming requirements.

Looking forward to connecting with you.

Warm regards,  
**Madhav Raju** 

9885833373 
Brilliant Minds llp

Hyderabad

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[devmadhav]

Dear Girish Badrinarayanan,

Greetings from the Brilliant Minds Organization.

I’m Madhav Raju, and I’m glad to connect with you. We appreciate the remarkable work your team is doing at Vaak.AI in building a voice-based conversational Sanskrit learning platform. The vision of enabling natural spoken Sanskrit interactions aligns strongly with our interests as well.

At Brilliant Minds, we actively work with .NET and Python projects, and we are also involved in Sanskrit-related research initiatives**. Your focus areas — latency optimization, grounding topic-based learning with high accuracy, and scalable architecture — resonate with our team’s capabilities and enthusiasm.

We would be happy to collaborate, assist, or explore ways to contribute to your mission as you scale. Please feel free to reach out so we can discuss how our expertise can support your current and upcoming requirements.

Looking forward to connecting with you.

Warm regards,  
Madhav Raju

9885833373
Brilliant Minds LLP

On Fri, Dec 5, 2025 at 9:41 AM girish badrinarayanan <giris...@gmail.com> wrote:

--

[devmadhav]

```{"variant":"email","title":"Response to Collaboration Opportunity with Vaak.AI","id":"48291"}
Dear Girish Badrinarayanan,

Greetings from Brilliant Minds Organization.

I’m Madhav Raju, and I’m glad to connect with you. We appreciate the remarkable work your team is doing at Vaak.AI in building a voice-based conversational Sanskrit learning platform. The vision of enabling natural spoken Sanskrit interactions aligns strongly with our interests as well.

At Brilliant Minds, we actively work with **.NET and Python projects**, and we are also involved in **Sanskrit-related research initiatives**. Your focus areas — latency optimization, grounding topic-based learning with high accuracy, and scalable architecture — resonate with our team’s capabilities and enthusiasm.

We would be happy to collaborate, assist, or explore ways to contribute to your mission as you scale. Please feel free to reach out so we can discuss how our expertise can support your current and upcoming requirements.

Looking forward to connecting with you.

Warm regards,  
Madhav Raju

9885833373
Brilliant Minds LLP

Hyderabad
```

On Fri, Dec 5, 2025 at 9:41 AM girish badrinarayanan <giris...@gmail.com> wrote:

--

[devmadhav]

Dear Girish Badrinarayanan,

Greetings from Brilliant Minds Organization.

I’m Madhav Raju, and I’m glad to connect with you. We appreciate the remarkable work your team is doing at Vaak.AI in building a voice-based conversational Sanskrit learning platform. The vision of enabling natural spoken Sanskrit interactions aligns strongly with our interests as well.

At Brilliant Minds, we actively work with .NET and Python projects, and we are also involved in Sanskrit-related research initiatives. Your focus areas — latency optimization, grounding topic-based learning with high accuracy, and scalable architecture — resonate with our team’s capabilities and enthusiasm.

We would be happy to collaborate, assist, or explore ways to contribute to your mission as you scale. Please feel free to reach out so we can discuss how our expertise can support your current and upcoming requirements.

Looking forward to connecting with you.

Warm regards,  
Madhav Raju
9885833373
Brilliant Minds LLP
Hyderabad

On Fri, Dec 5, 2025 at 9:41 AM girish badrinarayanan <giris...@gmail.com> wrote:

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[Manoj Srivastava (मनोज श्रीवास्तव)]

I am interested in helping. 

Both Sanskrit  and AI/ML interest me.

Best regards,

Manoj Srivastava

https://www.linkedin.com/in/manojsrivastava/

To view this discussion visit https://groups.google.com/d/msgid/sanskrit-programmers/CAMY2voT-b%2Bn0x7FMrd5qmvb6NJqYGdeD1KXnF0C5mo-zxn%3D6YA%40mail.gmail.com.

[vishal jaiswal]

"enabling natural Sanskrit conversations anytime, anywhere" 

Here's hoping that you will also be able to enable Sanskrit that is actually natural outside of Samskrita Bharati simple sanskrit.

[girish badrinarayanan]

Thanks all for the encouraging words. I will certainly reach out to you all for introductions and exploring potential synergies. At the moment, we are working on the next set of version updates in the app for MVP readiness, I will reach out to you shortly.

Thanks for the responses !