FW: Help me serve

 Kishan

What can we do about these suggestions ?

With regards,

Hemen Parekh

-----Original Message-----
From: Arnab Bhattacharya [mailto:arnabb@cse.iitk.ac.in]
Sent: 24 June 2025 23:08
To: Hemen Parekh <hcp@recruitguru.com>
Subject: Re: Help me serve

I tested it in Bangla.
The final voice that comes has to improve.

Also, the consensus answer needs a bit more explanation on the webpage.

Regards,
Arnab


--
Arnab Bhattacharya
অর্ণব ভট্টাচার্য
Professor,
Dept. of Computer Science and Engineering, Indian Institute of Technology,
Kanpur.


On 24/06/25 10:38 pm, arnabb wrote:
> Can we discuss some day?
>
> Thank you.
> Regards,
> Arnab
>
> --
> Arnab Bhattacharya
> অর্ণব ভট্টাচার্য
> Professor,
> Dept. of Computer Science and Engineering, Indian Institute of
> Technology Kanpur
>
>
>
> -------- মূল বার্তা --------
> থেকে: Hemen Parekh <hcp@recruitguru.com>
> তারিখ: 23/6/25 9:08 AM (GMT+05:30)
> প্রতি: umeshs@ee.iitm.ac.in, rohit@iitmandi.ac.in,
> mohanr@bme.aaiaaiteehech.ac.in, ravi.kiran@iiit.ac.in,
> kama@cse.iitm.ac.in, arnabb@iitk.ac.in, arnabb@cse.iitk.ac.in,
> maunendra@iith.ac.in
> Cc: kokalkishan.official@gmail.com, Hemen Parekh
> <hcp@recruitguru.com>, System Administrator
> <systemadmin@3pconsultants.co.in>
> বিষয়: RE: Help me serve
>
> Dear Professors :
>
> I am resending my following request , assuming that , it might have
> escaped your attention earlier
>
> I invite you to visit and experience > www.IndiaAGI.ai <http://
> www.IndiaAGI.ai>  <  whose UNIQUE-ness consists of :
>
> Ø It is the only platform where 5 LLMs ( ChatGPT – Gemini – Grok –
> Claude and Deepseek ) “ Collaborate “ to deliver a CONSENSUS ANSWER to
> any of your questions
>
> Ø You can TYPE or ASK ( by TALKING ) your Question – and also LISTEN (
> HEAR ) the answer
>
> ØYou can choose from 26 Languages ( including , HINDI – GUJARATI –
> MARATHI – BENGALI – TAMIL – TELUGU – KANNADA – MALAYALAM )
>
> ØAnswer will contain HYPERLINKS to REFERENCE ARTICLES searched on the
> internet
>
> ØThere is NO REGISTRATION- LOGIN requirement
>
> ØIt is totally FREE
>
> I await your favourable reply
>
> With regards,
>
> Hemen Parekh
>
> *From:*Hemen Parekh [mailto:hcp@recruitguru.com
> <mailto:hcp@recruitguru.com>]
> *Sent:* 12 June 2025 17:26
> *To:* 'umeshs@ee.iitm.ac.in <mailto:umeshs@ee.iitm.ac.in>'
> <umeshs@ee.iitm.ac.in <mailto:umeshs@ee.iitm.ac.in>>;
> 'rohit@iitmandi.ac.in <mailto:rohit@iitmandi.ac.in>'
> <rohit@iitmandi.ac.in <mailto:rohit@iitmandi.ac.in>>;
> 'mohanr@bme.aaiaaiteehech.ac.in <mailto:mohanr@bme.aaiaaiteehech.ac.in>'
> <mohanr@bme.aaiaaiteehech.ac.in
> <mailto:mohanr@bme.aaiaaiteehech.ac.in>>; 'ravi.kiran@iiit.ac.in
> <mailto:ravi.kiran@iiit.ac.in>' <ravi.kiran@iiit.ac.in
> <mailto:ravi.kiran@iiit.ac.in>>; 'kama@cse.iitm.ac.in
> <mailto:kama@cse.iitm.ac.in>' <kama@cse.iitm.ac.in
> <mailto:kama@cse.iitm.ac.in>>; 'arnabb@iitk.ac.in
> <mailto:arnabb@iitk.ac.in>' <arnabb@iitk.ac.in
> <mailto:arnabb@iitk.ac.in>>; 'arnabb@cse.iitk.ac.in
> <mailto:arnabb@cse.iitk.ac.in>' <arnabb@cse.iitk.ac.in
> <mailto:arnabb@cse.iitk.ac.in>>; 'maunendra@iith.ac.in
> <mailto:maunendra@iith.ac.in>' <maunendra@iith.ac.in
> <mailto:maunendra@iith.ac.in>>
> *Cc:* 'kokalkishan.official@gmail.com
> <mailto:kokalkishan.official@gmail.com>'
> <kokalkishan.official@gmail.com <mailto:kokalkishan.official@gmail.com>>;
> 'Hemen Parekh'
> <hcp@recruitguru.com <mailto:hcp@recruitguru.com>>
> *Subject:* Help me serve
>
> Dear Professors ( BharatGen Consortium <https://bharatgen.tech/> )
>
> Prof Ganesh Ramakrishnan , IIT Bombay
>
> Prof S Umesh , IIT Madras  [ umeshs@ee.iitm.ac.in
> <mailto:umeshs@ee.iitm.ac.in>  ]
>
> Prof Rohit Saluja , IIT Mandi  [ rohit@iitmandi.ac.in
> <mailto:rohit@iitmandi.ac.in>  ]
>
> Prof Mohan Raghavan , IIT Hyderabad  [ mohanr@bme.aaiaaiteehech.ac.in
> <mailto:mohanr@bme.aaiaaiteehech.ac.in>]
>
> Prof Ravi Kiran , IIT Hyderabad  [ ravi.kiran@iiit.ac.in
> <mailto:ravi.kiran@iiit.ac.in>  ]
>
> Dr Madhusudhanan Baskaran , IIT Madras
>
> Prof V Kamakoti , IIT Madras  [ kama@cse.iitm.ac.in
> <mailto:kama@cse.iitm.ac.in>  ]
>
> Prof Arnab Bhattacharya , IIT Kanpur   [ arnabb@iitk.ac.in
> <mailto:arnabb@iitk.ac.in>/ arnabb@cse.iitk.ac.in
> <mailto:arnabb@cse.iitk.ac.in>]
>
> Prof Maunendra Desarkar , IIT Hyderabad [ maunendra@iith.ac.in
> <mailto:maunendra@iith.ac.in>]
>
> Prif Aditya Maheshwari , IIM Indore
>
> Dear BharatGen Team,
>
> Subject: Request for BharatGen Param-1 LLM API Integration with
> IndiaAGI
>
> I am writing on behalf of www.IndiaAGI.ai <http://www.IndiaAGI.ai>
>
> , a collaborative AI platform dedicated to delivering
> consensus-driven, culturally relevant solutions for
>
> Indian users
>
> We are inspired by BharatGen’s pioneering work in developing Param-1,
> bilingual LLM tailored for India’s
>
> linguistic and cultural diversity.
>
>  From your website I quote :
>
> “The creation of an ecosystem of companies that can leverage this work
> to launch products and applications
>
> for Indiaand the global south at large. “
>
> We seek to integrate the *Param-1 LLM API* into
>
> www.IndiaAGI.ai <http://www.IndiaAGI.ai>
>
> , to enhance our platform’s capabilities and position Param-1 as a
> leading choice for developers crafting
>
> India-centric AI applications.
>
> IndiaAGI’s mission is to synthesize insights from multiple LLMs,
> including global models like ChatGPT,
>
> Gemini, Claude, Grok, and DeepSeek , to provide accurate, contextually
> rich responses.
>
> By integrating Param-1, we aim to leverage its 25% Indic data and
> multilingual strengths *to better serve*
>
> **
>
> *Indian users, particularly in underrepresented languages like Hindi,
> Marathi, Tamil, and other*s.
>
> This collaboration aligns closely with BharatGen’s vision of fostering
> an *inclusive AI ecosystem*, as
>
> outlined below:
>
> *Parameter*
>
>
>
> *BharatGen Param-1*
>
>
>
> *IndiaAGI*
>
> Cultural Relevance
>
>
>
> Built with 25% Indic data for India-specific contexts
>
>
>
> Prioritizes culturally aligned consensus answers
>
> Multilingual Support
>
>
>
> Supports English, Hindi, and 19 Indian language speech models
>
>
>
> Delivers responses in 20+ languages, including Hindi, Tamil, etc.
>
> Data Sovereignty
>
>
>
> Emphasizes India-centric data curation
>
>
>
> Focuses on privacy and local data relevance
>
> Developer Accessibility
>
>
>
> Open for fine-tuning via AIKosha
>
>
>
> Open-source platform for developer collaboration
>
> Innovation Ecosystem
>
>
>
> Enables chatbots, copilots, and knowledge systems
>
>
>
> Supports diverse AI tools and applications
>
> National Impact
>
>
>
> Aligns with Atmanirbhar Bharat vision
>
>
>
> Aims to solve national challenges via AI
>
> Integrating *Param-1* into IndiaAGI will amplify its visibility among
> developers, positioning it as a “most
>
> sought-after” Indian LLM.
>
> Our platform’s consensus engine, which combines outputs from multiple
> LLMs, will showcase *Param-1’s*
>
> **
>
> *strengths*in bilingual and culturally nuanced tasks, encouraging
> developers to build applications like Indic
>
> chatbots, voice-first tools, and knowledge systems.
>
> This partnership will also *drive adoption of BharatGen’s models
> through IndiaAGI’s open-source *
>
> **
>
> *community, fostering innovation and collaboration.*
>
> **
>
> We kindly request access to the *Param-1 LLM API*and any relevant
> documentation to explore this
>
> integration.
>
> Our developer, Kishan, is prepared to collaborate with your team to
> ensure seamless implementation. We
>
> believe this partnership will strengthen India’s AI ecosystem and
> advance our shared goal of inclusive,
>
> impactful technology.
>
> Thank you for considering our request. We look forward to your
> response and the opportunity to work
>
> together.
>
> Sincerely,
>
> Hemen Parekh <https://www.linkedin.com/in/hemen-parekh-2977411b/?
> originalSubdomain=in>
>
> www.hemenparekh.ai <http://www.hemenparekh.ai>/ www.hemenparekh.in
> <http://www.hemenparekh.in>/ www.My-Teacher.in <http://www.My-
> Teacher.in>/ 12 June 2025
>
> hcp@RecruitGuru.com <mailto:hcp@RecruitGuru.com>