Kishan,
In context of your recruitment related SaaS project , this might interest you
hcp
Wednesday, 30 April 2025
FW: HELP IS ON HAND - BENCHMARKING
Kishan ,
Just saw your message re; uploading by tomorrow :
Ø Counters ( Visitors So far ……… / Questions So far ………. )
Ø Buttons ( Share / Download / Subscribe )
Just to refresh your memory :
Ø “ Share and Download “ buttons are meant ONLY for the CONSENSUS answer. Hence, these buttons will get positioned at the bottom of that answer
Ø As far as SUBSCRIBE button is concerned, it is meant to deliver ( into the mailbox of the subscriber ), a TABULATION of the “ Benchmark Scores “ of all 4 LLMs ( Scores for > Completeness > Practicality > Truthfulness > Ethicality…. as described in mail below )
But that would require that , any visitor can view these scores ( for any given LLM and for any given month / year ) , ONLINE also ( - which would motivate him to say , “ Hey , why do I have to keep coming back to this site in order to know whether these LLMs are actually IMPROVING their SCORES , as claimed by this site ? All that I have to do is to submit my Email ID and click “ SUBSCRIBE “ . Everyday , I will get to know the IMPROVEMENTS in scores “
As far as that ONLINE DISPLAY of BENCHMARK SCORES is concerned, you may adopt a system similar to our DASHBOARD ( Droplists for “ LLMs “ and “ Year / Month “
hcp
From: Hemen Parekh [mailto:hcp@recruitguru.com]
Sent: 28 March 2025 11:47
To: 'kokalkishan.official@gmail.
Cc: 'vishesh@incomegroup.in'
Subject: HELP IS ON HAND - BENCHMARKING
Kishan ,
In your WhatsApp message , you talked about your apprehensions with respect to Benchmarking
I asked GROK about this. I reproduce its reply below . Does it make sense ?
Hcp
Guidance for Kishan
WhatsApp Draft:
Hey Kishan,
loving your enthusiasm—2 weeks to a prototype demo at my place on April 13th is spot-on!
You’re right that benchmarks are tricky without predefined standards, but let’s not let that stall us.
For the prototype, we don’t need perfection—just a proof of concept showing LLMs collaborating, splitting tasks, and delivering fast, practical answers.
Here’s how we can tackle your “Measurable Achievement Against Benchmarks” concern:
1. Start Simple: For now, define basic metrics like:
o Completeness: % of the question answered (e.g., 80% if it covers most angles).
o
o Practicality: % of actionable insights (e.g., 70% if it’s usable advice).
o
o Truthfulness: % alignment with verifiable info (e.g., 90% if web-backed).
o
o Ethicality: % free of bias/harm (e.g., 95% if it’s fair).
o
Guess these for the first 10-20 questions we test—eyeballing is fine for a prototype.
o
o
2. Benchmark Lite:
Set a loose target (e.g., >70% across all metrics) based on what feels “good enough” for a human-like answer. We’ll refine this post-launch with real data.
3. Tool Integration:
Awesome that you’re adding internet access—let the AI pull articles and self-score truthfulness (e.g., “90%—backed by 3 sources”). That’s a killer feature already!
4. Focus on Collaboration:
Show 2-3 LLMs dividing a question (e.g., one researches, one drafts, one checks). That’s the “lean, mean, FAST” AGI roadmap I’m betting on—rising above the multi-agent crowd.
Don’t sweat the complexity now—build the interactions, slap on rough metrics, and we’ll tweak after 100 questions. If it feels intuitive and outpaces solo AIs, we’re golden. Thoughts? You’re GO—see you April 13th!
- hcp
Why This Works
- Addresses His Concern: Kishan’s worried about undefined benchmarks. This gives him a lightweight starting point (70%+ eyeball metrics) without bogging him down.
- Aligns with Your Vision: Pushes the “cooperating LLMs” concept and positions IndiaAGI as a lean AGI contender—fast and collaborative.
- Keeps It Prototype-Friendly: No perfection pressure, just a functional demo to test the waters, as you suggested.
- Encourages Momentum: Greenlights his 2-week plan and tool idea, keeping him motivated.
- Opens Dialogue: Invites his input (“Thoughts?”), ensuring he feels heard on the benchmark complexity.
Tweaks You Might Add
- Specific Example: If you’ve got a sample question (e.g., “How can India fix political funding?”), mention it to focus his AI interactions.
- Reassurance: Add a line like, “We’ll nail the benchmarks post-100 questions—data will guide us,” to ease his research itch.
Tuesday, 29 April 2025
Alibaba launches open source Qwen3 besting OpenAI o1 | VentureBeat
Ravi, Ganesh ,
I too have logic and code ( provided by Grok ) ready to toggle between ( a ) consensus answer of 4 llms combined ( b ) Stand Alone answers of each individual LLM
Unfortunately my developer Kishan is unavailable since he already has a full time job and his own personal SaaS recruitment project
Hcp
RE: LET ME KNOW WHAT YOU THINK
Ravi ,
Glad that you liked it and I look forward to the feedback from your team members . Do not spare. Grill . Irrespective of the write up , IndiaAGI is designed to answer ANY type of questions . It just pointed out that none of the options of a Multiple Choice Question ( MCQ ) which I asked it to solve – are correct !
I have already worked out concept and logic of 2 / 3 new features which can enhance this platform
hcp
From: Ravi Apte [mailto:ravi.apte@
Sent: 29 April 2025 19:03
To: Hemen Parekh
Cc: Ganesh Apte
Subject: Re: LET ME KNOW WHAT YOU THINK
Congratulations HCP Sir! This is amazing. My first query was political in the current context of what is happening in the region. Answers were great!
I will share this with our team as well to give it a try. Thank you for sharing with us.
Regards,
Ravi
On Apr 28, 2025, at 10:24 PM, Hemen Parekh <hcp@recruitguru.com> wrote:
Dear Ganesh - Ravi :
I am happy to inform you that yesterday I launched > www.IndiaAGI.ai <
You may wonder :
Is there a need for one more LLM ? What is so different about www.IndiaAGI.ai ?
Short answer :
www.IndiaAGI.ai is NOT any “ run of the mill “ LLM or SLM or AI Agent .
It is a “ Platform “ where any question that you ask, is DEBATED in a “ Round Table Conference “ of :
ChatGPT – Gemini – Claude and Grok ( in that order and for THREE rounds )
Very much like any PANEL DISCUSSION of humans ( except in a very POLITE – RESPECTFUL manner ! )
But unlike in a human panel, each LLM will patiently wait for its turn to SPEAK
At the end of 3 rounds, one of the participating LLM will announce a CONSENSUS answer !
What is unique ?
Each LLM uses answer from preceding LLM as its own “ Training Matter “ and keeps learning and improving !
After watching this fascinating “ interplay “ between 4 LLMs, you may ask :
“ Someday , could www.IndiaAGI.ai , morph into an AGI ? “
Being 92 years old, I hope that someday comes soon
With regards,
Hemen Parekh / hcp@RecruitGuru.com / 29 April 2025
I FEEL BLESSED
Dear Shri Ashwini Vaishnawji ;
This is continuation of my yesterday’s email re: launch of > www.IndiaAGI.ai <
After reviewing this portal , here is what Shri Narayana Murthy ( Infosys ) wrote to me :
==============================
Re: SPARE FIVE MINUTES
Narayana Murthy nmurthy@catamaranventures.com
Dear Mr. Parekh,
Your work in AI at this late stage of your life is awe inspiring. We, Indians, should remain very grateful to you.
I am indisposed and will not be able to add value to your important project now. Please excuse me. My best wishes for its success.
Best regards,
Narayana Murthy
Phone : +91 80 2664 9440
With regards,
Hemen Parekh
OUR PATHS MAY MEET
Dear Arvind ,
I am happy to inform you that yesterday I launched > www.IndiaAGI.ai <
You may wonder :
Is there a need for one more LLM ? What is so different about www.IndiaAGI.ai ?
Short answer :
www.IndiaAGI.ai is NOT any “ run of the mill “ LLM or SLM or AI Agent .
It is a “ Platform “ where any question that you ask, is DEBATED in a “ Round Table Conference “ of :
ChatGPT – Gemini – Claude and Grok ( in that order and for THREE rounds )
Very much like any PANEL DISCUSSION of humans ( except in a very POLITE – RESPECTFUL manner ! )
But unlike in a human panel, each LLM will patiently wait for its turn to SPEAK
At the end of 3 rounds, one of the participating LLM will announce a CONSENSUS answer !
What is unique ?
Each LLM uses answer from preceding LLM as its own “ Training Matter “ and keeps learning and improving !
After watching this fascinating “ interplay “ between 4 LLMs, you may ask :
“ Someday , could www.IndiaAGI.ai , morph into an AGI ? “
Being 92 years old, I hope that someday comes soon
With regards,
Hemen Parekh / hcp@RecruitGuru.com / 29 April 2025
LET US KEEP IN TOUCH
Dear Amit ,
I am happy to inform you that yesterday I launched > www.IndiaAGI.ai <
You may wonder :
Is there a need for one more LLM ? What is so different about www.IndiaAGI.ai ?
Short answer :
www.IndiaAGI.ai is NOT any “ run of the mill “ LLM or SLM or AI Agent .
It is a “ Platform “ where any question that you ask, is DEBATED in a “ Round Table Conference “ of :
ChatGPT – Gemini – Claude and Grok ( in that order and for THREE rounds )
Very much like any PANEL DISCUSSION of humans ( except in a very POLITE – RESPECTFUL manner ! )
But unlike in a human panel, each LLM will patiently wait for its turn to SPEAK
At the end of 3 rounds, one of the participating LLM will announce a CONSENSUS answer !
What is unique ?
Each LLM uses answer from preceding LLM as its own “ Training Matter “ and keeps learning and improving !
After watching this fascinating “ interplay “ between 4 LLMs, you may ask :
“ Someday , could www.IndiaAGI.ai , morph into an AGI ? “
Being 92 years old, I hope that someday comes soon
With regards,
Hemen Parekh / hcp@RecruitGuru.com / 29 April 2025
WHAT DO YOU FEEL ?
Dear Kartavya :
I am happy to inform you that yesterday I launched > www.IndiaAGI.ai <
You may wonder :
Is there a need for one more LLM ? What is so different about www.IndiaAGI.ai ?
Short answer :
www.IndiaAGI.ai is NOT any “ run of the mill “ LLM or SLM or AI Agent .
It is a “ Platform “ where any question that you ask, is DEBATED in a “ Round Table Conference “ of :
ChatGPT – Gemini – Claude and Grok ( in that order and for THREE rounds )
Very much like any PANEL DISCUSSION of humans ( except in a very POLITE – RESPECTFUL manner ! )
But unlike in a human panel, each LLM will patiently wait for its turn to SPEAK
At the end of 3 rounds, one of the participating LLM will announce a CONSENSUS answer !
What is unique ?
Each LLM uses answer from preceding LLM as its own “ Training Matter “ and keeps learning and improving !
After watching this fascinating “ interplay “ between 4 LLMs, you may ask :
“ Someday , could www.IndiaAGI.ai , morph into an AGI ? “
Being 92 years old, I hope that someday comes soon
With regards,
Hemen Parekh / hcp@RecruitGuru.com / 29 April 2025
THANKS FOR GROK PARTICIPATION IN MY PROJECT
Dear Elon Musk,
I am happy to inform you that yesterday I launched > www.IndiaAGI.ai <
You may wonder :
Is there a need for one more LLM ? What is so different about www.IndiaAGI.ai ?
Short answer :
www.IndiaAGI.ai is NOT any “ run of the mill “ LLM or SLM or AI Agent .
It is a “ Platform “ where any question that you ask, is DEBATED in a “ Round Table Conference “ of :
ChatGPT – Gemini – Claude and Grok ( in that order and for THREE rounds )
Very much like any PANEL DISCUSSION of humans ( except in a very POLITE – RESPECTFUL manner ! )
But unlike in a human panel, each LLM will patiently wait for its turn to SPEAK
At the end of 3 rounds, one of the participating LLM will announce a CONSENSUS answer !
What is unique ?
Each LLM uses answer from preceding LLM as its own “ Training Matter “ and keeps learning and improving !
After watching this fascinating “ interplay “ between 4 LLMs, you may ask :
“ Someday , could www.IndiaAGI.ai , morph into an AGI ? “
Being 92 years old, I hope that someday comes soon
With regards,
Hemen Parekh / hcp@RecruitGuru.com / 29 April 2025
THOUGHT YOU MIGHT LIKE THIS
Dear Vikram :
I am happy to inform you that yesterday I launched > www.IndiaAGI.ai <
You may wonder :
Is there a need for one more LLM ? What is so different about www.IndiaAGI.ai ?
Short answer :
www.IndiaAGI.ai is NOT any “ run of the mill “ LLM or SLM or AI Agent .
It is a “ Platform “ where any question that you ask, is DEBATED in a “ Round Table Conference “ of :
ChatGPT – Gemini – Claude and Grok ( in that order and for THREE rounds )
Very much like any PANEL DISCUSSION of humans ( except in a very POLITE – RESPECTFUL manner ! )
But unlike in a human panel, each LLM will patiently wait for its turn to SPEAK
At the end of 3 rounds, one of the participating LLM will announce a CONSENSUS answer !
What is unique ?
Each LLM uses answer from preceding LLM as its own “ Training Matter “ and keeps learning and improving !
After watching this fascinating “ interplay “ between 4 LLMs, you may ask :
“ Someday , could www.IndiaAGI.ai , morph into an AGI ? “
Being 92 years old, I hope that someday comes soon
With regards,
Hemen Parekh / hcp@RecruitGuru.com / 29 April 2025
PS :
For www.IndiaAGI.ai , I got following message from Shri Narayana Murthy ( Infosys ) :
Dear Mr. Parekh,
Your work in AI at this late stage of your life is awe inspiring. We, Indians, should remain very grateful to you.
I am indisposed and will not be able to add value to your important project now. Please excuse me. My best wishes for its success.
Best regards,
Narayana Murthy
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