Venkat Ramanujam Sankar Ram

27/08/2026

NVIDIA swallows Hugging face amidst OpenAI rogues agents hunger
https://lnkd.in/p/gDEpQ9gr

26/08/2026

India’s DRDO Missile Tech Goes Private

https://lnkd.in/p/gavwnyNi

01/08/2026

29/07/2026

https://lnkd.in/p/dWugC8sB

28/07/2026

https://www.linkedin.com/posts/sa-venkatramanujam_aisecurity-artificialintelligence-cybersecurity-ugcPost-7487737335770423296-LJs0/?utm_source=share&utm_medium=member_ios&rcm=ACoAABJEmqEBWkNdpFm1kc0nzF0Kafd80x22TQ0

06/07/2026

The Two Indias ****** 5 States Are Now "Upper-Middle-Income" While India Waits Delhi, Karnataka, Telangana, Tamil Nadu, and Gujarat have crossed the World Bank’s $4,636 upper-middle-income mark, with per capita incomes from $4,734 to $6,217. Meanwhile, India overall sits at $2,760 — still lower-...

22/06/2026

Is Kalibrate’s AI secretly playing puppet master with your gas bill
***********
🤔 Let’s break down the viral drama that’s got California’s pumps buzzing—and not in a good way.

The alleged tea ☕: The lawsuit paints this AI as the ultimate "hub-and-spoke" ringleader. Instead of competing, stations allegedly feed their confidential data (costs, volumes) into Kalibrate’s brain. The AI then chews it up and spits out "optimal" prices—essentially getting everyone to sing from the same hymn sheet.

But wait, there’s a twist that’s got everyone side-eyeing their dashboards: a feature literally called "restoration." Sounds wholesome, right? Nope. The suit claims it lets stations pull off synchronized price hikes—like a flash mob, but for your wallet. 💸

So, what’s the real-world burn?
If you’re in an area where most stations are using this tool, the allegations say you could be overpaying by up to 30 cents per gallon. And get this—a single penny jump? That’s $134 million a year drained from California drivers alone. Ouch.

But here’s where it gets spicy 🌶️: Kalibrate is clapping back with a big "not today, Satan." Their defense?

· "We’re just independent thinkers!" They swear each retailer’s AI is a solo act—no shared data, no groupthink.
· "Humans are still the boss!" They claim retailers set their own rules (guardrails), and the AI just makes suggestions based on local vibes, not collusion.

The ultimate cliffhanger:
Will the courts see this as a genius efficiency tool, or an algorithmic cartel in disguise?
This lawsuit isn't just about gas—it's the canary in the coal mine for how we regulate AI that touches our daily lives.

What’s your hot take—is this innovation or just high-tech highway robbery? 🚗💨

It’s Venkat Ramanujam
📧 [email protected]

10/06/2026

For generations, the house sparrow was a familiar, lively presence in Indian homes, chirping in the corners of our daily lives. Recently, however, these birds have quietly vanished from our rapidly changing urban landscapes. In Hyderabad, a remarkable grassroots initiative led by the Animal Warriors Conservation Society has proven that this decline is not irreversible. By understanding the impact of modern architecture and pesticide use on these birds, the community successfully brought back 20,000 sparrows.

The project utilized custom engineered nest boxes designed to mimic the secure, shaded cavities sparrows prefer, strategically placed away from heat and predators. Through consistent monitoring and active community participation including providing water and maintaining habitats residents achieved an impressive 90% occupancy rate. This effort serves as a beacon of hope for urban biodiversity, demonstrating that when citizens take simple, science backed steps, they can effectively restore the ecological balance of their neighborhoods. Their story reminds us that even in bustling concrete environments, small actions can foster a thriving home for nature.

25/04/2026

Not every career needs to be loud few are built in silence.

Not every career needs to be loud few are built in silence. **** He swam competitively at UPenn while studying mechanical engineering. It hurt his grades sometimes — but it built discipline no classroom could. For his final year project, he built a feeding arm for quadriplegics controlled by head ...

09/04/2026

listed equity shares, equity oriented schemes and equity oriented ULIPs etc profits are treated as long term capital gains (LTCG) if held for 12 months or more and are taxed at flat rate of 12.50 percent after initial Rs. 1.25 lakh which gets taxed at zero rate thus effectively making it tax exempt. Short term capital gains (STCG) on these assets taxed at flat rate of 20 percent.

In case your you are a resident for the purpose of income tax and your total income as reduced by various deductions is below the exemption limit, you can set off your STCG and LTCG of first category and LTCG of third category against any short fall in your basic exemption.