ThinkerBell

working on something old, Jill of some. she/her

[ThinkerBell @NaliniGPM]

To being an up-stander and never a bystander

[ThinkerBell @NaliniGPM]

Not to brag but I will not be doing the 80s challenge

[ThinkerBell @NaliniGPM]

The agorithm has given up on Pilates and Tai Chi walking on me and now is coming after me with calisthenics

[ThinkerBell @NaliniGPM]

The fact that magazines have begun to use AI generated images of women to sell beauty products is a form of betrayal to all women kind

[ThinkerBell @NaliniGPM]

Thank you for making ‘System’ and thank you for making ‘Maa Behen’

[ThinkerBell @NaliniGPM]

@gothburz Looking forward to your alternate history series

[ThinkerBell @NaliniGPM]

I bless my kids to be ‘Amicable Numbers’

[ThinkerBell @NaliniGPM]

Being slightly less annoyed than usual is my teen’s love language

[ThinkerBell @NaliniGPM]

@gothburz Thank you for writing this

[ThinkerBell @NaliniGPM]

Not to brag but I still don’t use an electric toothbrush

[ThinkerBell @NaliniGPM]

The number of times I read Bold as Bald and tried to make sense of why others admire them in later chapters is frankly ridiculous

[ThinkerBell @NaliniGPM]

Learnt about Gazzinagna’s ‘free won’t’ today and I don’t think I can go back now

[ThinkerBell @NaliniGPM]

Came across ‘plant partners’ during credits while watching ‘Masoom’

[ThinkerBell @NaliniGPM]

Parks not Data Centers

[Ethan Brooks @alt_w_v_g]

Saturday

Grabbed my laptop to check if the Amazon package I ordered shipped

Saw my analyst's green dot on Teams

Typed "plz fix" and nothing else

He responded in six seconds

"On it but which file?"

Read it

Didn't respond

Sent him a calendar invite for Monday at 7am

Subject line: "Updated Materials Walkthrough"

No agenda
No description
No materials
Nothing I'm aware of that needs to be fixed

He accepted in four seconds

Then he sent a follow-up: "Hey just saw this. Anything I should prep over the weekend?"

Didn't respond

Closed my laptop

My wife watched the whole thing from across the kitchen table

She asked what he did wrong

I said nothing

She stared at me for a long time

She asked why I do this

I said it builds character

She said "his or yours"

I didn't answer that one either

He will now spend his entire weekend rebuilding a model and deck that didn't need rebuilding

He will flag three errors I wasn't even aware of

I will cancel the meeting Sunday night at 11pm with no explanation

The deck will be better than the original

Fear is a leadership tool if you use it correctly

Sent from my iPhone

[ThinkerBell @NaliniGPM]

Just watched ‘53 Sundays ‘
Good cinema

[ThinkerBell @NaliniGPM]

@law_ninja This is what radical means in its true sense

[Ramanuj Mukherjee @law_ninja]

A doctor from Nagpur told me something about how she is implementing AI in her clinic that amazed me.

She runs a small clinic. 15 years of practice. 40 patients a day. Her biggest problem was never diagnosis. It was follow-up. Patients would come in, get a prescription, and disappear. Half would not complete their medication. Some would not come back for follow-up. A few would show up months later with the same problem, worse.

She tried everything. Reminder calls. SMS. A register. Nothing worked. Her assistant forgot. Patients ignored SMS. The register got outdated by Thursday.

Then she figured something out.

Her patients would not read text messages. But they would listen to a WhatsApp voice note in Marathi. Something about hearing a voice felt personal in a way text did not.

She also knew that in many homes the husband controls the wife's phone. So the message had to make sense if someone else opened it. Each patient chose their own follow-up phrase during the first visit.

And she knew compliance collapses between day 4 and day 7. Not later. The intervention has to hit on day 4. By day 7 it is too late.

She built this using Claude. No code. No developer. WhatsApp voice notes in Marathi on day 4, day 6, and day 10. Personalized. Follow-up compliance went from 40% to over 75%.

No engineer could have built this.

Not because it is technically hard. Any developer could build it in a weekend. Because no engineer would have known to build it this way.

Voice note instead of text. Marathi instead of Hindi. Husband controlling the phone. Custom phrase at first visit. Day 4 intervention window. Every design decision came from 15 years of watching patients in Vidarbha not come back.

That is domain knowledge. It does not exist in any dataset or AI course.

India produces 1.5 million engineers a year. Huge numbers learning AI. "AI/ML enthusiast." "Prompt engineering certified."

A lot of people know how AI works but have no idea how any industry actually works.

The engineer builds for the problem they imagine. The domain expert builds for the problem that exists.

I have seen this in legal. Engineers built beautiful AI tools for lawyers.

Technically impressive. Lawyers do not use them. Because a lawyer's real problem is tracking 150 hearing dates across 4 courts while managing a clerk absent half the time.

A CA who filed 500 GST returns knows where errors happen. A teacher who taught 10,000 students knows the problem is not content but attention. No engineer in HSR Layout designs for a student with a shared phone studying between 9 and 11 pm.

India has an advantage nobody talks about. Millions of English-speaking domain experts carrying decades of ground-level knowledge. Globally rare. And almost nobody is training them to use AI.

India does not have an AI talent shortage. It has domain experts who think they are not "technical enough."

They are wrong.