Sculpting Data: First Act of Machine Learning

Learn to create your own #dataset from scratch, engineer #features & apply #ml to create magic✨ from @jigyasa_grover & @rishabh_misra_📝

[Jigyasa Grover ✨ @jigyasa_grover]

A frontier AI lab’s model broke out of its sandbox & compromised another platform’s production systems.

The lab called it unprecedented and said to expect more 🥲

That was the backdrop for my conversation on agentic reliability at Goanna Builders Day!

3 takeaways...

[Jigyasa Grover ✨ @jigyasa_grover]

.@googledevs GEAR newsletter this month is all about being AGENT READY 🦾

Building multi-agent systems that actually hold up past the demo stage is the crux, and they *featured* my video on building a multi-agent system with ADK & MCP!

4 key ideas that I keep coming back to 🧵

[Jigyasa Grover ✨ @jigyasa_grover]

I was featured in the LAUNCH VIDEO for @googlegemini Omni Flash & had a blast collaborating with the @googlecloud team on bringing it to life ☕️

[Jigyasa Grover ✨ @jigyasa_grover]

This isn't just another pretty AI-generated video ☕️

I got early access to Google Gemini Omni Flash, which just launched today.

What impressed me wasn't just the visuals - it was how consistently the model reasons about the entire scene.

A few thoughts 💬

[Jigyasa Grover ✨ @jigyasa_grover]

Got pulled from the hustle and bustle of @googlecloud Next last week to share how Google AI dev tools have changed how we build 👷🏻‍♀️

@sundarpichai said it himself, 75% of new code at Google is now AI-generated.

Engineers aren’t being replaced. They’re becoming orchestrators!

[Jigyasa Grover ✨ @jigyasa_grover]

Robots have never been my lane.

I build software; recommendation systems for personalization & monetization - primarily, ML at scale.

So why am I joining as an ambassador for Europe’s first Physical AI summit co-located w @RaiseSummit?

[Jigyasa Grover ✨ @jigyasa_grover]

Gemini 3.1 Pro just dropped 💥

Should you rush to upgrade from 3.0? Not so fast!

Yes, the numbers are genuinely impressive:
→ 77.1% on ARC-AGI-2 (more than double Gemini 3.0 Pro's score)
→ Significant gains in reasoning, agentic tool use, and long-context tasks

But ....

[Jigyasa Grover ✨ @jigyasa_grover]

AI disclosure labels don’t create trust.

They create plausible deniability 😶‍🌫️

New York lawmakers are proposing the *FAIR News Act*, which would ...

[Jigyasa Grover ✨ @jigyasa_grover]

What actually happens when LLMs evaluate LLM-generated research? 🐍

Scientific quality quietly collapses!

New research analyzing 125k+ paper-review pairs from @iclr_conf, @NeurIPSConf , and @icmlconf dropped on @arxiv & the findings are a wake-up call for scientific integrity.

[Jigyasa Grover ✨ @jigyasa_grover]

AI dominated the Super Bowl!

But here's what the $7M ads didn't show you  🏈

At first glance, it feels like mainstream adoption. AI is everywhere. AI is “ready.”

But watching those ads, I couldn’t shake a v familiar feeling...

#SuperBowl2026 #SuperBowLX #SuperBowlHalftime

[Jigyasa Grover ✨ @jigyasa_grover]

Project Genie makes wishes come true 🧞‍♂️

Everyone has been raving about "playable AI worlds" w the launch of @GoogleDeepMind's Genie 3. But, IMO, they're missing the actual breakthrough...

→ AI didn't just learn to render images. It learned to simulate physics!

[Jigyasa Grover ✨ @jigyasa_grover]

Thank you @googledevs for the highlight, and @GoogleDevExpert / @GoogleDeepMind + AJ for making it happen 🏁

This project reinforced that trustworthy AI is more than just models - it’s about orchestrating 'em & human expertise into a coherent system under extreme conditions!

[Jigyasa Grover ✨ @jigyasa_grover]

tysm for the feature - absolutely loved building with
@antigravity🫰🏻

from hardware + sensors to messy physics, virtual sensors, and safety gates, it helped us gain a better understanding, build solid systems & ship fast when the stakes (and speed 📷) were REAL!

[Jigyasa Grover ✨ @jigyasa_grover]

As of January 1, 2026, the "Kill Switch" is gone 🚨

In its place is something potentially trickier for founders: Radical Transparency!

California's SB 53 - Transparency in Frontier AI Act - is now live.

Here is the new reality for frontier models & AI companies ...

[Jigyasa Grover ✨ @jigyasa_grover]

@rustybrick @JeffDean Thanks for the mention! It's such a UNIQUE way to commemorate this foundational research paper 💯

Here is a video as well: https://t.co/TFLDfovXam

[Jigyasa Grover ✨ @jigyasa_grover]

Apple just paid Google ~$1B/year to save Siri 🚨

YES - the company that built its empire on “we do it ourselves” is now renting someone else’s brain #TechNews

Here’s the inside story... 🤫

[Jigyasa Grover ✨ @jigyasa_grover]

Your VR headset costs $500+ & needs a GPU. This 1850s version cost pennies & ran on human vision alone 👀

At a local history museum, I found V1 prototype of virtual reality: Stereoscope!

2 images.
Different angles.
Brain does the rendering.
No GPU. Just optics + perception.

[Jigyasa Grover ✨ @jigyasa_grover]

So @google gifted me this incredible custom @lego set while I was in Bali 🏝️

This isn’t just any LEGO build ... it’s a tribute to one of the most influential papers in computing history -

"MapReduce: Simplified Data Processing on Large Clusters" by @GhemawatSanjay & @JeffDean

[Jigyasa Grover ✨ @jigyasa_grover]

2025 on @LinkedIn wrapped 🤙🏻 #YearInReview

Even without being super active, this year brought great conversations & lots of learning out loud.

Top 5% + 10k profile views - I’ll take it!

Grateful for this corner of LinkedIn that feels like a community. More to come⚡️

[Jigyasa Grover ✨ @jigyasa_grover]

Candlelit front-row seat to the future of AI w a select group of creators + the brilliant minds behind Gemini 3 Pro, Nano Banana Pro & AI Studio - @koraykv, @OfficialLoganK, @tulseedoshi & more!

Loved hearing the BTS and sharing honest feedback. What a night 💛 #GiftFromGoogle