Anand Jayaram

Relentlessly optimistic

[Anand Jayaram @anandj82]

Be part of the "team" instead of "QA team" or "dev team".

[Anand Jayaram @anandj82]

@numberkash If the problem is reminding - Ask chatgpt to remind and run this as a task. I keep a task in gpt to analyze few things and send a summary everyday evening.

[Nithin Kamath @Nithin0dha]

https://t.co/irgPw3EBqE

[Anand Jayaram @anandj82]

@paraschopra Building a reminder app. That actually reminds with alarm and not push notifications.

[Anand Jayaram @anandj82]

@_svs_ @__drewface I needed this now. I am grateful to you for sharing this @_svs_ 🙏

[Anand Jayaram @anandj82]

@arpit_bhayani Waiting for your blog post on Agentic quality and more on slash

[Anand Jayaram @anandj82]

the manual approach instead. Spend tokens on tasks that require reasoning, cross-file synthesis, or would take significant human time. The user can always override and ask Claude to proceed anyway.

[Anand Jayaram @anandj82]

Lets see how this goes on token reduction.. Updating the claude.md
Before starting any task, assess whether it's worth spending tokens. If the user could do it faster manually (a single grep, a one-line config edit, a trivial rename), suggest

[Mario Nawfal @MarioNawfal]

🇹🇷🇬🇭 A single Turkish ship anchored off Ghana's coast generates over a quarter of the country's electricity.

The MV Karadeniz Powership Osman Khan is 299 meters long and pumps out up to 480 MW of power.

It has been doing this since 2017.

No power plant to build. No years of construction delays.

Karpowership, the Turkish private company behind it, has quietly turned this model into a global business, deploying floating plants to countries with chronic energy deficits across Africa and beyond.

Africa has an infrastructure gap that traditional investment has failed to close for decades.

Turkey found a way to monetize that gap with engineering.

[Anand Jayaram @anandj82]

@jarbon Maybe testers create and add a skill which can be used by devs.

[Anand Jayaram @anandj82]

@xxChessMaster Qa2 then qa1

[Anand Jayaram @anandj82]

@xxChessMaster C7 and Kinght checkmates

[Anand Jayaram @anandj82]

@GamewithDave Commandos

[Anand Jayaram @anandj82]

@HavellsCare360 DMed all the details.

[Anand Jayaram @anandj82]

@HavellsCare360 @havellsindia your service is poor. I logged 3 service requests to fix my oven under warranty. 1st time, rep cancels the service. 2nd time repair guy asks me to send image and tells part needs to be ordered. Then your system marks work as done without completing.

[Anand Jayaram @anandj82]

@RealGeneKim Great point. It's the same for all roles - QA, BA, Dev, Infra.. Literally seeing this playout in an org where dev does only coding. BAs expand requirement, qa tests, release deploys, ops take care of production.

[Anand Jayaram @anandj82]

@ckenst @antigravity @GoogleDeepMind @OpenAI @goose_oss Nice. What is your take on LLMs aiding testing? Are you now just "telling" LLMs what to do mostly?

[Anand Jayaram @anandj82]

@_svs_ People are *not* adding

[Anand Jayaram @anandj82]

@_svs_ What happens if people are adding their knowledge and edge cases to the md file - to protect their role? Is it still going to be the same result but a little delayed until someone new teaches the agent from zero?

[Raj Kunkolienkar @kunksed]

I was in fifth grade when I learned to read my parents' silence.

They were talking in the kitchen, late at night, in that particular hush that parents use when they think children are asleep. I caught fragments. Bombay. Tests. Something about a doctor. The next morning, everything was normal. Chai, school, the shop. But I had heard the frequency shift.

It was 2004. My father was 39. We had just moved out of the room behind our kirana store—a chawl on the outskirts of Panaji—into a proper apartment. Our first EMI. Things were looking up in the way they do for Indian middle-class families who have spent years looking at the same ceiling: slowly, carefully, one calculated risk at a time.

Then the diagnosis. Stage 3 follicular lymphoma.

I didn't know what lymphoma meant. There was no internet to tell me, no Google to spiral into. Cancer was a word from movies—something that happened to people in cities, in dramatic hospital scenes with violins. Not to shopkeepers in Goa. Not to fathers who opened shutters at 7 AM and counted change at night.

They kept me in the dark. The logic was simple: don't disturb the boy's studies. So I went to school. I came home. I did homework. And in the margins of this ordinary life, my father was taking buses to Mumbai for chemotherapy.

I still don't fully understand how he did it. A biopsy, then a bus. Chemo, then the overnight journey back. Tata Memorial to Kadamba bus stand. The same man who winced when he cut his finger slicing onions was now traveling eight hours each way with poison in his veins, because what else was there to do? Goa didn't have the facilities. We didn't have the money for flights or hotels. So he sat on buses, probably in pain I can't imagine, probably next to someone complaining about the AC being too cold.

My mother ran the shop. Not "helped out"—ran it. Wholesale orders, inventory, customers, credit books, all while her husband was in the jaws of something that might kill him. New scans kept showing the cancer spreading. The word "spreading" did a lot of work in those days.

And I? I was a child. Which means I was selfish in the way only children can be—not out of cruelty, but out of not knowing. My father was alive and not going bald like he did so I assumed things were now fine. I was still in the dark.

I remember crying for days because I wanted a geared cycle. All my friends had them. The fancy ones with the grip shifters. I needed it for school, I argued. I needed it because everyone else had one. I remember my parents' faces when I wouldn't let it go—that particular exhaustion of people who cannot explain why they're saying no, because the explanation would break something.

Every rupee mattered. I didn't know that yet. I didn't know that they were borrowing money from friends, from family, sometimes from customers at the shop—the same aunties who haggled over soap prices were quietly lending us cash to keep my father alive. That's the thing about the Indian middle class: the safety net is made of relationships. Of people who've known you long enough to trust you'll pay them back, eventually. No paperwork. Just faith, and shame, and gratitude all mixed together.

My father then spent 40 days in Mumbai for radiation. He stayed with my aging grandparents in a small flat while I finished my exams and my mother kept the shop open. I don't know what those 40 days were like for him. He never talked about it. Men of that generation don't. They just endure, and then they come home, and life continues as if nothing happened.

The magnitude of what was happening to my family didn't hit me until years later. No health insurance, of course—it was unheard of for people like us. The treatment, the travel, the lost income from the shop, the interest on loans that weren't from banks. It drained us completely. Not metaphorically. Actually. The kind of drained where you stop going to movies. Where eating out becomes a memory. Where "vacation" is a word other families use.

Miraculously—and I use that word carefully—things stabilized. By 2007, the cancer was in remission. Whether it was the radiation, the medication, or the wheatgrass cow dung milk ayurvedic concoctions my mother sourced from god-knows-where, I don't know. Probably all of it. Probably none of it. Cancer does what cancer does, and we tell ourselves stories about why.

But remission doesn't mean freedom. It means waiting. It means every annual checkup is a held breath. It means the knife never really leaves—it just hangs higher for a while.

It took us until 2015 to recover financially. Eleven years. A whole decade of my adolescence spent in the aftermath of something that happened in three months. That's the part nobody tells you about illness: the medical crisis has a timeline, but the financial crater doesn't. It just sits there, and you fill it in slowly, one repaid loan at a time, one favor returned, one customer you finally pay back.

In 2012, I got admits to colleges abroad. Good ones. The kind of opportunity that I'd dream about for my children.

My mother sat me down and gently suggested I reconsider. She didn't say "we can't afford it." She said: "What if it comes back?"

The knife, always dangling.

She was right to think it. I knew she was right. So I gave the BITSAT, got into BITS Pilani with a generous scholarship from the Goa government, and made it through. It was the practical choice. The safe choice. The choice you make when you've learned that life can pivot on a diagnosis.

It did come back. In 2022, the lymphoma transformed—DLBCL this time, more aggressive—and everything we'd feared for eighteen years arrived all at once. My father went through treatment again. CAR-T therapy, a clinical trial. Brief remission. Then not.

He passed in 2023.

But the thing I think about now, the thing that connects that fifth-grade boy crying about a cycle to the man I became: when it came back, I was ready.

Not emotionally—you're never ready for that.

But financially. I could go all out. Best doctors. Best facilities. No borrowed money from customers. No buses to Mumbai. When the bill came, I could pay it.

The CAR-T didn't work. Cancer won anyway. But I sleep at night. I sleep because I know I did everything that could be done. There's no version of me lying awake wondering: what if I'd had more? What if I could have afforded that other treatment? That guilt would have eaten me alive. It would have been worse than grief.

I think about this when people ask me why I care so much about money. Why I write about financial security. Why I'm building what I'm building.

It's not ambition. It's not greed. It's not even wisdom.

It's trauma response.

The boy who cried about a geared cycle grew up to understand something about money that no finance book teaches: it's not about the stuff. It's about what happens when the phone rings and someone says the word "biopsy." It's about having options when you have no good choices. It's about not borrowing from the aunty who buys soap from your shop.

My father ran a kirana store. He woke up early. He counted change at night. He took buses to chemo because that's what was available to him. He never complained. He came home and opened the shop the next day.

I don't know what he would think about me writing this. He wasn't the type to share. But I think he'd understand why I'm sharing it: because somewhere, there's a family in a small town, getting a diagnosis, doing the math, realizing the numbers don't work.

I want them to know they're not alone. And I want the version of me that comes after them—the child who doesn't fully understand yet—to grow up in a world where this story is a little less common.

That's all. Now go, get some insurance and take your parents out for dinner while they're still around.

[Anand Jayaram @anandj82]

@_swanson @karanjagtiani04 How do you test?