Citizen Observation 39 of 777 | SJCC TEDx | AI Tools & Humans — Different Strengths. Can We Learn to Work Together?

 Published on 31^st August 2026

 At TEDxSJCC 3.0 in Bengaluru, I came away with a simple thought:

AI tools and humans working together can be a very good combination.

Just as humans have different strengths and weaknesses, AI tools appear to have them too.

Perhaps, over time, the human learns which AI tool can complement which strength or weakness.

Nayakanti Prashant
3rd Gen Banker & Citizen Lobbyist – Bengaluru

https://in.linkedin.com/in/prashantnayakanti

 

 

---

The Trigger

On 29 August 2026, I had an opportunity to attend TEDxSJCC 3.0 — Artificial Minds, Natural Limits at St. Joseph’s College of Commerce, Bengaluru.

Due to a mix-up, I attended the afternoon session from around 1 PM onwards.

Well, I wish I could have attended the morning sessions too.

What struck me was the diversity of voices on the stage — from Kalahandi to Bengaluru, and from perspectives spanning technology, finance, healthcare, education, sustainability, public administration and AI.

The speaker lineup itself was wonderfully diverse:

• Avik Roy — building technology for more sustainable real estate.
• Divya Kumar — leadership, finance, technology and the AI agenda.
• Dr. Rimjhim Agrawal — AI, neuroscience and personalised brain care.
• Eshwar Sundaresan — writing, counselling and critical thinking.
• M. N. Anucheth — policing, public administration and real-world technology.
• Ranjitha Jayasimharao — sustainability, design, data and AI in the built environment.
• Rev. Dr. Bala Kiran Kumar Hrudayaraj, SJ — economics, capability and social thought.
• Rishi Mazumdar — education, responsible AI and digital agency.
• Sunayana Sitaraman — inclusive, context-aware AI, evaluation and AI safety.
• Ankita — a 10th-grade student from Kalahandi, Odisha, bringing a young perspective to the stage.

But what stayed with me was not one particular talk.

It was something much simpler.

Today, someone in Bengaluru, Kalahandi, Dharwad, Guwahati or Kochi can ask an AI tool for an opinion.

And sometimes, after receiving one answer, we ask another AI tool for a second opinion.

Almost like asking another trusted human.

The AI responds to our prompt with the knowledge, context and capabilities available to it.

We then compare, question, accept, reject or ask again.

Perhaps this is not AI replacing the human.

Perhaps it is the beginning of humans learning how to work with a team of very different AI tools.

The Prospective Audience

For a student in Kalahandi.

For a teacher in Bengaluru.

For a professional in Mumbai.

For a researcher in Hyderabad.

For an entrepreneur in Ahmedabad.

For a parent in Kochi.

For anyone, anywhere, beginning to work alongside AI.

Perhaps all of us are learning a new skill — knowing which AI to ask, when to ask another, and when the human should have the final word.

 

Act I — The Starting Point

AI tools and humans are increasingly working together.

But AI is not one uniform tool.

Different AI tools can respond differently to the same question — sometimes explaining, analysing, challenging, structuring or presenting an idea in different ways.

Just as humans have different strengths and weaknesses, AI tools appear to have them too.

Perhaps the emerging human skill is therefore not finding the best AI tool.

It is learning which AI tool is useful for which need.

And, also ensuring the least pressure is put on finite resources.

Act II — The Second Opinion

And here comes the interesting part.

A human asks one AI tool a question.

The answer comes.

Then the human thinks:

“Let me ask another AI.”

Why?

Perhaps for a different perspective.

Perhaps to challenge the first answer.

Perhaps simply because we are not yet sure.

Isn't that remarkably similar to what humans have always done?

We ask one person we trust.

Then, sometimes, we seek another trusted opinion.

The difference is that today, the second opinion can come from another AI tool — almost instantly.

And the human remains the one deciding what to ask, what to compare and what to believe.

 

Act III — The Complement

Perhaps this is where the human–AI relationship becomes interesting.

Not:

Human vs AI.

Not:

AI replacing human.

But:

Human + AI.

One AI tool may complement one weakness.

Another may strengthen another part of the journey.

And the human gradually learns the combination that works best.

Perhaps the real skill of the future will not be knowing everything about every AI tool.

It may simply be knowing:

Which tool to ask.
When to ask another.
And when the human should have the final word.

The journey may therefore be simple:

Ask → Compare → Question → Decide

The AI assists.
The human remains responsible.

Closing Thought

Perhaps the future of AI is not about finding one perfect tool.

It may be about learning how different tools can complement different human needs.

We may ask one AI.

We may ask another.

We may disagree with both.

And then, ultimately, a human still has to decide what to do.

Perhaps that is the real partnership we are only beginning to understand.

Different AI strengths.
Different human strengths.
One shared journey.

---

April 11 — Digital Transactions Day

Digital journeys are increasingly becoming journeys of choice.

We choose the app.

We choose the channel.

We choose how we transact.

And perhaps, with AI, we are beginning to choose which digital intelligence to work with.

Ask → Compare → Decide

Perhaps better digital journeys are not about removing the human from the loop.

They make the human more capable within the loop.

The Joy of Digital Transactions

---

Disclaimer

This Citizen Observation is based on my personal experience of attending TEDxSJCC 3.0 — Artificial Minds, Natural Limits at St. Joseph’s College of Commerce, Bengaluru, on 29 August 2026, and the reflections that followed.

The observations about AI tools are personal reflections and are not intended to represent the views of TEDxSJCC, St. Joseph’s College of Commerce, or any speaker at the event.

The descriptions of speakers and their areas of work are provided only to give context to the event and are not intended as a summary or evaluation of their individual talks.

ChatGPT was the primary assistant in this blog post, of course the final output is owned by me only.

Copyrights, if any belong to the brand owners only.

Nothing More — Nothing Less.

 

The Joy of Digital Transactions

Nayakanti Prashant
3rd Gen Banker & Citizen Lobbyist – Bengaluru
Advocating Digital Transactions Day (April 11)

Author’s Blogs

https://prashantrandomthoughts.blogspot.com
https://prashantnepayments.blogspot.com
https://innovationinbanking.blogspot.com

Citizen Observation 38 of 777 | Exam Reforms | Many Channels. Can the Collective Participation Be Visible?

 Published on 29^th August 2026

The feedback can come through many channels.

Once the consultation is over, can we simply see how many inputs came through each channel?

Nayakanti Prashant
3rd Gen Banker & Citizen Lobbyist – Bengaluru

 

Act I — An Invitation to Participate

The examination-reform consultation has opened multiple channels for citizens and stakeholders to share their feedback.

That itself is an important step.

A student preparing in Kota.
A parent in Guwahati.
A teacher in Mangaluru.
A researcher in Patna.
A coaching professional in Prayagraj.

Different people.
Different experiences.
Different channels through which their voices may reach the Task Force.

Once the consultation closes, however, one simple question could remain:

How many inputs came through each channel?

Not what an individual said.

Not who said it.

Simply how the collective participation happened.

The Prospective Audience

For a student in Srinagar.

For a parent in Kochi.

For a teacher in Ranchi.

For a researcher in Bhubaneswar.

For a coaching professional in Jaipur.

For every participant who chose to contribute.

Could the collective participation itself be visible?

Act II — Participation Can Have a Number

The consultation may receive feedback through several channels.

Once the exercise is complete, perhaps the public record could show just one additional layer:

Feedback Channel → Number of Inputs Received

For example:

Online Portal → AAA
Email → BBB
Other Invited Channels → CCC

The exact channels, definitions and reporting method can remain with the Task Force.

The observation is not about publishing what people said.

It is simply about making the scale and route of participation visible.

 

Act III — After the Consultation

The consultation may bring together thousands of voices from across India.

Once the exercise is complete, perhaps one simple public view could remain:

Channel → Inputs Received

No names.
No individual responses.
No judgement on the submissions.

Just a transparent view of how participation happened.

From Thiruvananthapuram to Dehradun.

From Cuttack to Rajkot.

From Siliguri to Madurai.

Different places.
Different voices.
Different channels.

One collective participation.

The First Line on the Whiteboard

Many channels. One collective participation. Let its numbers be visible.

Nothing More — Nothing Less

The invitation is open.

The channels are available.

The citizens participate.

Once the consultation is over, let the participation itself have a simple public number.

Nothing More — Nothing Less.

Closing Thought

A public consultation begins with an invitation.

People respond through different channels.

Once it is over, perhaps the participation itself can leave behind one simple public record:

Channel → Number of Inputs

Not the voices themselves.

Just a view of how the collective participation happened.

Read the full announcement @https://examreforms-taskforce.dopt.gov.in/

 

---

April 11 — Digital Transactions Day

A citizen may choose one channel.

Another may choose a different one.

The participation journey can therefore also be seen as:

Choose → Submit → Count → Understand

Perhaps better digital public journeys do not only make participation possible.

They also make participation visible.

The Joy of Digital Transactions

---

Disclaimer

This Citizen Observation is based on publicly available information about the examination-reform consultation.

It does not seek individual submissions, personal information, or the content of any participant's feedback.

The suggested MIS is illustrative and limited to aggregate numbers of inputs received through each feedback channel. The definitions, data treatment and publication methodology would remain with the concerned institution.

 

 

The Joy of Digital Transactions

Nayakanti Prashant
3rd Gen Banker & Citizen Lobbyist – Bengaluru
Advocating Digital Transactions Day (April 11)

Author’s Blogs

https://prashantrandomthoughts.blogspot.com
https://prashantnepayments.blogspot.com
https://innovationinbanking.blogspot.com

 

 

Citizen Observation 37 of 777 | NHAI Local Pass | The Pass Is Visible. Can the Journeys Be Visible Too?

 Published on 27^th August 2026

A Local Pass is meant for repeated journeys. Can the journeys also be visible in the MIS?

Nayakanti Prashant
3rd Gen Banker & Citizen Lobbyist – Bengaluru

 

Dear NHAI Tech Team,

At the outset hearty congrats for sharing a wide range of MIS on the vehicle’s movement on our country’s highways @ https://ihmcl.co.in/etc-transaction-reports/

The Starting Point

A Local Pass is meant for people who regularly use a particular toll plaza.

It is a very practical idea:

Pay once. Travel repeatedly.

The National Highways ecosystem already makes a substantial amount of ETC information publicly available through MIS reports.

But while looking through the published reports, one small question came to mind:

We can see the toll transactions. Can we also see how many journeys are being made through Local Passes?

Not the identity of the vehicle.

Not individual journeys.

Just aggregate Local Pass trips.

That could add another useful layer to the public picture of highway usage.

 

The Prospective Audience

This could matter to:

A daily commuter in Alwar.

A student travelling regularly between Mysuru and home.

A small-business owner in Siliguri.

A highway user in Anand.

A researcher studying mobility patterns from Durgapur.

A journalist in Nanded.

A family making frequent journeys around Madurai.

Different roads.
Different reasons for travelling.

One common question:

How much of the traffic is actually travelling through Local Passes?

 

Act I — The Missing Slice

The MIS already tells us a lot.

Perhaps Local Pass Trips could become one more visible slice of that picture.

The pass is visible.
Could its usage be visible too? Nothing More – Nothing Less

Act II — A Pass Is Not a Trip

A Local Pass tells us that a vehicle has access to repeated travel through a particular toll plaza.

But the pass itself doesn't tell us how much it is being used.

Consider a simple public MIS:

Local Passes Issued
↓
Local Pass Trips
↓
Toll Plaza
↓
Month

The exact format, definitions and reporting methodology can remain with the relevant authorities.

The citizen observation is much simpler:

Could the number of Local Pass trips be published as an aggregate?

 

Act III — One More Layer of Visibility

The existing ETC reports already provide a useful picture of highway transactions.

Adding Local Pass trips could help distinguish between:

overall ETC activity

and

repeated local usage through the Local Pass facility.

That could make the public data more meaningful for:

Mobility → Planning → Research → Public understanding

No individual vehicle details.

No personal information.

No individual journey tracking.

Just the aggregate number of journeys.

A small addition to an existing MIS could create a new window into how highways are actually being used.

Act IV — Let the Journeys Count

A Local Pass is created for repeated use.

So perhaps the public MIS could show not only how many passes exist, but also how many trips they enable.

For example:

Local Pass
→ Passes issued
→ Trips made
→ Toll plaza
→ Month

The numbers could help reveal patterns of local mobility without revealing any individual vehicle or traveller.

The intention is not to prescribe a new reporting architecture.

It is simply to ask:

Could Local Pass Trips become another visible part of the existing ETC MIS?

---

The First Line on the Whiteboard

The Local Pass is visible. Let the journeys made through it be visible too.

---

A Citizen Observation

From Alwar to Anand.

From Siliguri to Nanded.

From Mysuru to Madurai.

Thousands of people may make the same short highway journey again and again.

The Local Pass recognises that pattern.

Could the public MIS recognise it too?

Not who travelled.

Not where an individual travelled.

Just:

How many Local Pass trips happened?

A small number.

A useful number.

A number that could help us understand the everyday movement taking place on India's highways.

 

Closing Thought

The toll transaction tells us that a payment happened.

The Local Pass tells us that repeated travel was expected.

The trip count could tell us how much that facility was actually used.

Pass → Trip → Pattern → Understanding

Perhaps better highway statistics do not need more personal data.

They may simply need one more useful number.

---

April 11 — Digital Transactions Day

A highway journey may be physical.

But the payment journey is digital.

Pass → Travel → Pay → Record → Learn

Perhaps the better digital journey is not merely one that completes the payment.

It is one where the right aggregate story can also be understood.

The Joy of Digital Transactions.

---

Disclaimer

This Citizen Observation is based on publicly available ETC/MIS information and is intended as a citizen observation.

It does not seek individual vehicle, traveller or transaction-level information.

The suggested Local Pass Trips MIS is illustrative.

Definitions, data treatment, methodology and publication format would naturally remain matters for the relevant institutions and domain experts.

 

The Joy of Digital Transactions

Nayakanti Prashant
3rd Gen Banker & Citizen Lobbyist – Bengaluru
Advocating Digital Transactions Day (April 11)

Author’s Blogs

https://prashantrandomthoughts.blogspot.com
https://prashantnepayments.blogspot.com
https://innovationinbanking.blogspot.com

 

Citizen Observation 36 of 777 | UPI Statistics | The Numbers Are Public. Can the Journey Inside the Numbers Be Visible?

 Published on 26^th August 2026

UPI numbers tell us how big the ecosystem has become. Can they also show us how those transactions are travelling?

Nayakanti Prashant
3rd Gen Banker & Citizen Lobbyist – Bengaluru

 

The Starting Point

Dear NPCI Team,

Thank you for making UPI statistics publicly accessible.

The numbers tell a remarkable story of scale.

But while looking at the UPI Product Statistics, I wondered:

Can the numbers also tell us a little more about what is happening inside UPI?

Today, UPI is not just one payment journey.

There are newer journeys such as UPI Lite and UPI LiteX, alongside the wider UPI ecosystem.

Yet the headline UPI numbers primarily tell us the overall volume and value.

That made me pause:

How much of that journey is actually travelling through UPI Lite or UPI LiteX?

Not because the numbers are absent.

Perhaps one more layer of granularity could make the existing numbers more useful.

 

The Prospective Audience

This could matter to:

A researcher in Dharwad.

A journalist in Aizawl.

A student in Tinsukia.

A small merchant in Balasore.

A digital-finance learner in Kottayam.

A shopkeeper in Beed.

A public-policy student in Gangtok.

A family business in Kasaragod.

A citizen following India's digital-payment journey from Port Blair.

And, which part of India are you right now?

Different places.
Different users.
Different payment journeys.

One common interest:

What exactly is happening inside the UPI numbers?

The numbers are already public.

Perhaps the next question is:

Can the composition of those numbers become easier to see too?

 

Act I — Inside the Number

The UPI headline number tells us how much happened.

A little more granularity could help us understand how it happened.

That is the small observation behind CO36.

 

Act II — One Number. More Than One Story.

A headline UPI number can tell us:

How many transactions happened.
What their value was.

That is important.

But imagine seeing a little more:

Total UPI

↳ UPI Lite
↳ UPI LiteX
↳ Other UPI journeys

Not as separate reports.

Not as another dashboard.

Within the existing UPI statistics.

The numbers could then begin answering two different questions:

How big is UPI?

and

How are the different UPI journeys contributing to that number?

 

Act III — A Small Addition to a Big Picture

The request is not for a new measurement framework.

The existing UPI statistics already provide a valuable public window into India's digital-payment journey.

Perhaps one additional layer could make that window clearer:

Total → Journey → Volume → Value

For example, if UPI Lite and UPI LiteX were separately identifiable within the appropriate UPI statistics, a reader could begin to see their relative contribution to the larger UPI picture.

The methodology, definitions, treatment of transactions and reporting format would naturally remain for the relevant institutions to determine.

The observation is simply:

Could the existing UPI numbers show a little more of what is inside them?

That would turn a number of scale into a number that also tells a story.

Act IV — From Scale to Composition

UPI has given India something remarkable:

A public window into the scale of digital payments.

Perhaps the next step is not simply to publish more numbers.

Perhaps it is to make the existing numbers tell a little more of the story.

If the overall UPI statistics could also show the contribution of journeys such as UPI Lite and UPI LiteX, users of the data could begin to see:

How much → Through which journey → At what scale

Not as a judgement.

Not as a comparison.

Simply as greater visibility into an ecosystem that is already transforming how India pays.

---

The First Line on the Whiteboard

The UPI numbers are public. Let the UPI journeys inside those numbers be visible too.

---

A Citizen Observation

Could the existing UPI Product Statistics, within the appropriate methodology, include a UPI Lite and UPI LiteX breakup within the main UPI statistics view?

The intention is not to prescribe the format.

It is simply to ask whether greater granularity could make already-public statistics even more useful.

For a citizen in Chikkamagaluru.

For a researcher in Sivaganga.

For a journalist in Dimapur.

For a student in Alappuzha.

For a merchant in Bundi.

For a policymaker studying digital payments from Leh.

For the wider digital-payment ecosystem.

The numbers tell us how big UPI has become.

Perhaps the composition can also help us understand how UPI is evolving.

---

Closing Thought

From Dharwad to Aizawl.

From Tinsukia to Kasaragod.

From Beed to Port Blair.

Different places.

Different users.

Different journeys.

One public set of numbers.

Perhaps the more we can see inside those numbers, the better we can understand the digital-payment journey that they represent.

More visibility.
More context.
Better understanding.

---

 

April 11 — Digital Transactions Day

A digital ecosystem may begin with a number on a dashboard.

But behind every number are millions of individual journeys.

Count → Break Down → Understand → Learn

Perhaps better digital statistics do not merely tell us how much happened.

They help us understand what is happening inside the number.

The Joy of Digital Transactions.

---

Disclaimer

This Citizen Observation is based on publicly available UPI statistics and information.

It is a citizen observation and does not constitute a request for, or recommendation on, any specific reporting architecture, methodology or regulatory framework.

The suggested UPI Lite and UPI LiteX visibility is illustrative. Definitions, data treatment, methodology and publication format would naturally remain matters for the relevant institutions and domain experts.

 

The Joy of Digital Transactions

Nayakanti Prashant
3rd Gen Banker & Citizen Lobbyist – Bengaluru
Advocating Digital Transactions Day (April 11)

Author’s Blogs

https://prashantrandomthoughts.blogspot.com
https://prashantnepayments.blogspot.com
https://innovationinbanking.blogspot.com