Amazing Mixer but the knob at centre felt like a classic example for great UI with not so great UX! Clean, neat, aesthetic but hands in kitchen are often wet and a circular knob rotation is a worst operation. On top, it doesn’t have grip lines either! Arindam Paul

We traded on Zerodha kite using Panto QA. No MCP. No APIs to fetch data. Just natural language instructions, and we generated Appium scripts to automate and run tests on device farms in minutes. There are two fundamental problems with most new AI based QA tools. 1. They

Been a while that bollywood released a movie with all good songs!

The velocity of building tech features has changed dramaticallyin last few years . With vibe coding becoming a reality, teams can build and iterate on features faster than ever. What once took weeks now takes days, sometimes hours. But QA has not accelerated at the same pace.

Peak Bengaluru tech bro moment. Brooooo Indian Startup Desktop Pavan from Panto AI Pete

Brooo!

QA is paying the price for vibe coding. Modern dev teams ship features faster than ever, but QA hasn’t kept pace. Up to 82 % of testers still rely on manual testing daily, and fewer than half automate regression workflows in a meaningful way. That’s why 68 % of automation

Vibe Debugging will be a new norm!

At Panto AI, while building our QA platform, one of the hardest problems we have had to solve is mock data and real world variability. >>Login flows are rarely static. >>User IDs and passwords change across dev, stage, and prod. >>OTP and authentication paths behave

60–70 % of automation effort isn’t going in building new tests, but maintaining them? Industry study shows most teams spend more time fixing old scripts than writing new ones. That means for every hour you spend creating tests, you might be spending two or more just keeping

100% automation coverage for apps in a fortnite, isn't a myth anymore!

Claude Predicting a massive usage drop because of holiday season!

Releasing tonight ! Catch all the Unacademy tea unfold on the new episode of Indian Startup Desktop Pete Pavan from Panto AI

Why Esop are not the same anymore!

We Panto AI right now!

If you're shopping for an AI code review tool after the recent CodeRabbit drama, here's 5 to try 1. **Greptile** (Greptile) – Founder: Daksh Gupta 2. **Cursor Bugbot** (built into Cursor) – Founders: Aman Sanger, Sualeh Asif 3. **Cubic** (@cubic_dev) 4. **Qodo**

Turns out AI didn’t replace devs, it just started reviewing each other’s code. There are now more AI code review startups than devs in the pre-AI era BTW Panto AI our code review agent has the highest Signal to Noise Ratio; Reviewed on 10+ independent os PR attached.

Everyone is a code review agent!