maddyfi

@Yash912 @law_ninja Oh yes yes.. and personally (a guy who realises how much AI has penetrated into entry level service sector), my reaction time is hardly 2-3 seconds (I’m sure yk it considering the research you guys have already done) Keep building, Yash bhai 🤝

@brofessormaddy @law_ninja Not just that. Most people cannot even tell that its AI, but they know there is something spooky about the call when its too perfect.

Everyone in India thinks AI robocalling means a robotic voice saying "Sir, would you like a personal loan?" or maybe even "Main Arvind Kejriwal bol raha hoon" if you live in Delhi. And then you hanging up in 3 seconds. That was in the past. It is not what is happening in 2026. Let me tell you what happened when we tried it. March 2025. We decided to test AI voice calling at Skill Arbitrage. We had a sales team making calls. Good people. Trained well. But we were capped. 80 to 100 calls per person per day. We needed to reach 30,000 leads a month. The math did not work with humans alone. So we called one of the top AI calling companies. They set it up in a week. We gave them the script. The objection handling. The FAQs. The customer database. They said "leave it to us." First batch of calls went out. Disaster. The AI sounded perfect. Too perfect. Crystal clear voice. Flawless Hindi. No pauses. No breathing. No background noise. Like talking to a newsreader on Doordarshan. People hung up. Not because they thought it was a robot. Because something felt off. They could not explain it. They just did not trust the voice. Our conversion rate was worse than our worst human caller. We almost killed the project. Then someone on our team had an idea. What if we made the voice worse on purpose? We added a tiny bit of background noise. The kind you hear when someone is calling from an office with other people around. We added small pauses before answers, the way a real person takes a second to think. We made the voice slightly less polished. Not robotic. Just human. Conversion went up 40%. That was the first lesson. Humans do not trust perfection on a phone call. A voice that is too smooth triggers the same instinct as a salesperson who is too polished. You want to leave the showroom. A little imperfection signals "real person." Even when the listener probably knows it is not. Then the second surprise. We expected massive hangup rates. Everyone told us "Indians will not talk to robots." We braced for 30, maybe 40% dropping the call immediately. 6% hung up. 94% engaged normally. They answered questions. Confirmed details. Booked appointments. Made decisions. 94 out of 100 people did not care that the voice was artificial. They cared that the call was relevant and respected their time. A bored human reading the same script for the 80th time that day was actually less engaging than a well-designed AI call. Then the third discovery. This is the one that changed how I think about AI calling entirely. Our human QA team could review maybe 30 calls a day out of the thousands being made. They would catch a problem, coach a caller, and hope the fix would spread to the rest of the team by next week. With the AI, we could audit every single call. Every word. Every response. Every point where the conversation broke down. We would find a pattern. "When the lead says 'I already looked into this,' the AI gives a generic response and loses them." We would rewrite that one response. Deploy it. Within an hour it was live on every call. Five improvement cycles in a day. Our human team used to do five in a quarter. By the second month our AI caller was outperforming our best human salesperson on the metrics that mattered. Not because it started better. Because it improved 100x faster. We started with a system that was honestly embarrassing. We iterated it 50 times in 30 days. Nobody who heard it in month two would believe it was the same system. Now here is the part I wish someone had told us before we started. The technology is cheap. Bolna, Vapi, Bland, Exotel. Rs 1 to Rs 5 per minute. A 2-minute call costs less than Rs 10. Compare that to a human caller at Rs 20,000 a month making 80 calls a day. Any vendor can set it up in a week. That is not where the money is won or lost. We went through three vendors before we figured out the real problem. Every time we gave a vendor our process and said "build it," we got a technically functional system that produced mediocre results. The calls connected. The voice worked. The script played out. But nothing converted. Because the vendor did not know our business. What does the AI say when someone asks "how is this different from that other course I saw on Instagram?" That is not in any FAQ document. That is business judgment. When does the AI push and when does it back off? When someone says "call me later," do you call them later or is that a polite rejection? If they say "I need to ask my husband," do you offer to call back when he is available or do you handle the objection now? When the lead switches from Hindi to English mid-sentence, how does the AI respond? In Hindi? In English? In Hinglish? The answer depends on what that switch signals about the caller's comfort level. No vendor can figure this out for you. These are not technology problems. They are sales judgment calls that only someone inside your business can make. Every company I have seen get extraordinary results from AI calling has one thing in common. Not a better vendor. Not a more expensive platform. They have one person on their own team who owns the prompt. This person listens to 50 calls a day. Spots where conversations break. Rewrites the response. Tests it. Listens again. They are not an AI engineer. They are someone who understands the customer and knows what a good sales conversation sounds like. This person is the difference between AI calling that produces mediocre results and AI calling that makes your competitors wonder what you are doing differently. You would never hand a telemarketing agency a one-page brief and expect them to figure out your pitch. You would train them. Listen to their calls. Coach them weekly. AI calling is the same. Except the coaching is editing a prompt and the improvement deploys in seconds instead of weeks. We call over 30,000 leads a month now. We deployed AI for onboarding too. It moved our key metrics in ways I did not think were possible 18 months ago. But the reason it works is not the AI. It is the person on our team who has been shaping it every single day since we started.

One good news after another April is aprilling 🧡

@PMOIndia Ek hi to ❤️ hai modi ji kitni baar jeetoge 🏆 India shows what #atmanirbhar Bharat looks like 🇮🇳 🫡 we are the true visionaries of the world #proudIndian

India's Kalpakkam reactor goes critical: A leap into the nuclear future firstpost.com/india/kalpakka… via NaMo App

unbelievable what technology already exists in the world already “Ghost Murmur” AI was used to track heartbeat of the fallen US soldier in Iran and then he was tracked and rescued. NOW listen to this… this model can locate ♥️beats from 40 fkn miles 😳

kids today will never get the excitement of using MS-Paint in that one period WHY? because “hey @grok draw a leonardo da vinci style painting for me, and make it better than da vinci” 😭😭

Gemma 4 can run on phones without an internet connection! 🤯 It can perform local agentic tasks, such as logging and analyzing trends. When connected, it can also make API calls. Want to try it yourself? Get the Google AI Edge App on iOS or Android. (🔊 Sound on for the demo!)

@Google @googlechrome I don’t see an update on mac app store is it available?

Too many @GoogleChrome tabs open? Try vertical tabs, rolling out now. Just right-click any Chrome window and select “Show Tabs Vertically” to move your tabs to the side of the browser window, making it easier to read page titles and manage tab groups.

God knows wht mythos can do one thing is fr tho whatever Anthropic launches goes viral right that instance no wonder they stacking top💰 excited to use it. I guess its not open yet - they saying that Mythos challenges the boundaries built for AI models. lookin fwd!

@JDVance_News spoken like a true terrorist.

🚨 #BREAKING: Iran is now using children as human shields around power plants and bridges — hoping to protect their military targets from U.S. strikes. This is pure evil! The same regime that screams “Death to America” is willing to sacrifice its own kids to shield its weapons. President Trump made it clear: A whole civilization may die tonight… but after 47 years of extortion, corruption, and death, the Iranian people might finally be freed. No more hiding behind children. No more playing games with human lives. The regime is run by vile animals. America will not be blackmailed by terrorists using kids as shields. Pray for the innocent. Pray for the fall of this evil regime 🇺🇸 #USA #IranWar #Trump

@TrumpDailyPosts How is it possible that in the entire modern civilised world we don’t have a leader who stands up to this bully How can he threaten genocide of civilians? This is not only illegal but immoral. I mean killing innocent unarmed civilians who even never wanted a war! SHAME.

𝐃𝐨𝐧𝐚𝐥𝐝 𝐉. 𝐓𝐫𝐮𝐦𝐩 𝐓𝐫𝐮𝐭𝐡 𝐒𝐨𝐜𝐢𝐚𝐥 𝐏𝐨𝐬𝐭 𝟎𝟖:𝟎𝟔 𝐀𝐌 𝐄𝐒𝐓 𝟎𝟒.𝟎𝟕.𝟐𝟔 A whole civilization will die tonight, never to be brought back again. I don’t want that to happen, but it probably will. However, now that we have Complete and Total Regime Change, where different, smarter, and less radicalized minds prevail, maybe something revolutionarily wonderful can happen, WHO KNOWS? We will find out tonight, one of the most important moments in the long and complex history of the World. 47 years of extortion, corruption, and death, will finally end. God Bless the Great People of Iran!

🇮🇳 does not go to war for energy we respect other nation’s sovereignty while strengthening our own — let them fight for oil we got 🧠 to move beyond that and the world will witness our greatness sooner than later! — BHARAT MATA KI SADAIV JAI HO 🇮🇳 🫡 🧡🤍💚

@myogiadityanath VISHWAGURU FEELS FOR REAL THIS TIME

India enters a new era of nuclear strength. The Prototype Fast Breeder Reactor at Kalpakkam stands as a symbol of our technological excellence and national ambition. By harnessing our vast thorium reserves, Bharat is taking a decisive step towards energy supremacy and long-term self-reliance. Guided by the bold and visionary leadership of Hon. PM Shri @narendramodi Ji, this achievement reinforces India’s rise as a global energy leader. Congratulations to our dedicated scientists and engineers on this remarkable milestone. pib.gov.in/PressReleasePa…

@narendramodi tolam bawa, china ko pel do 🤝 vietnam is a very very strong nation, showed many aflatoons their place in the past.

Heartiest congratulations to Mr. To Lam on his election as President of the Socialist Republic of Vietnam. I am confident that under his leadership, the time-tested friendship between our two countries will continue to grow from strength to strength. I look forward to working closely together to further deepen our Comprehensive Strategic Partnership for the progress and prosperity of our people and the region. @VNGovtPortal

@DrSJaishankar USA- give me oil, y'all India-bitch, please We don't prey on other nations' resources - we THINK+WORK for our energy security Historic -the next stage makes India the global leader - all bc of our scientists and hon'ble PM's vision proud! 🇮🇳🫡

Kalpakkam Prototype Fast Breeder Reactor attaining criticality is a historic milestone for our civil nuclear program. It is also a testament to our growing domestic capabilities paving the way for nation’s energy security. Congratulate our scientific community, engineers and many contributors on this momentous occasion.

@narendramodi while USA is busy battling the world for energy (venezuela + iran = oil) India is silently building its own energy sovereignty by breeding more fuel than we consume we express intent of #AtmanirbharBharat this is true independence! #Cleanenergy at #Kalapakkam #Thorium 🇮🇳🫡

Today, India takes a defining step in its civil nuclear journey, advancing the second stage of its nuclear programme. The indigenously designed and built Prototype Fast Breeder Reactor at Kalpakkam has attained criticality. This advanced reactor, capable of producing more fuel than it consumes, reflects the depth of our scientific capability and the strength of our engineering enterprise. It is a decisive step towards harnessing our vast thorium reserves in the third stage of the programme. A proud moment for India. Congratulations to our scientists and engineers.

world war prof explains global dating infra using game theory ‘end of the world’ finds mention here as well lol

"Will AI take our jobs?" is the wrong question for India. India's AI crisis isn't about mass unemployment. It's about work being restructured, degraded, and pushed deeper into informality — and aggregate job counts will never show you that. Follow for AI-related research.

If you're starting an AI business, this is a hack. I want to build a product in the field of competitive exams in India, and this idea resolves some of the most crucial execution choke points. I am not a tech guy -- AND THEREFORE IT IS SO MUCH MORE FUN FOR ME