Vikash Yadav retweeted
Today, we are introducing @tryinvariant to you.
Invariant accelerates compliance for mission-critical companies: the ones building rockets, reactors, data centres and the energy infrastructure the world runs on.
These 4 industries are the bedrock to ordinary life, and for most of history they were entirely government-run, which meant one programme at a time and nobody to race.
That has changed completely in the last decade as private companies and private capital have taken over, and with that comes competition. These companies are now racing each other and racing entire countries and the clock that decides who wins runs in weeks and months, not in years.
Here’s why: Winning is no longer about who has the best engineering; it is about who gets approval to launch the earliest.
Nothing today can operate until it has been proven safe on paper to a regulator like the FAA, the NRC or the FCC, and that proof takes thousands of pages and rounds of review. Extraordinary machines end up sitting finished on shelves for years, not because they do not work but because they are not compliant yet.
We change that by taking the time it takes to get compliant from years to months to weeks, so that paperwork is never what decides when innovation reaches the world.
@prthvchndrn and I are building Invariant AI to be the new standard for mission-critical compliance.
#Compliance #Space #Nuclear #DataCentres #EnergyInfrastructure #AI #Startups #Launch
Vikash Yadav retweeted
Replying to @zarazhangrui
Love seeing innovation in this space! 🙌
We're tackling a similar problem with LearnLens (learnerslens.ai) — a Chrome extension that takes a different approach:
✅ Lives directly in YouTube (side-by-side panel, zero friction)
✅ Knowledge checks that test retention as you watch
✅ AI tutor for instant Q&A
✅ Math rendering & flow diagrams for technical content
Different philosophies on the same mission: making video learning actually work.
Always exciting when multiple teams push this space forward. Rising tide lifts all boats! Would love to connect and share learnings.
Not all hours behind a screen are learning hours💻
Some build knowledge, others slip into distraction.
TimeBack makes the difference crystal clear!
Fix your anti-patterns, and let every minute count⏳
Been cooking this for weeks—can’t wait to ship 🚀
Timeback Antipattern Detection
Using Gemini for video analysis?🎥
Want faster, cheaper, better results?✨
Here are 8 pro tips you probably didn't know 🧵👇🏻
Rule of Thumb 📌
1️⃣ Just one video, per prompt. Don’t pass multiple videos at once for best results. (Even though the limit is 10)
2️⃣ Place video before the prompt. Gemini works better when the video is the first element in the prompt, before any questions or instructions.
If nothing changes on the screen,
every frame of a screen recording should be identical... right?
Or is it? 🤨
Here’s how that assumption broke my detection system.
The system is now precise and intelligent!
Key Learnings:
🔍Always visualize — numbers alone can lie
🫧Video compression in common formats creates invisible differences




