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At Cypher 2026, panellists say AI is exposing which of India's 1,700+ GCCs are cost-arbitrage hubs and which truly own decisions.
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AI sovereignty is not about building everything at home, says Anuraag Saxena. It is about ensuring that geopolitical decisions cannot cut off access to compute, talent and markets.
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Claude and Claude Code will enter HCLTech's engineering workflows, while HCLSoftware plans to incorporate Claude into selected cybersecurity and enterprise products.
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The company said its streaming speech-to-text model recorded an 8.85% semantic word error rate and 18% fewer meaning-changing errors than Sarvam Saaras v4.
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DPDzero started by selling loan collections software. It soon found the bigger opportunity in running the collections process itself, combining AI, data, and human agents.
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Sarvam AI discussed enterprise model training, NeuroDx previewed a new model architecture, and speakers from Okta and Temporal examined agent security, governance and recovery.
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The proposed deal could give Amazon access to technology that helps developers run AI workloads across different chips, strengthening its push to compete with NVIDIA.
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Even among the largest centres, AI capabilities are uneven. TeamLease found that only 22 of the top 50 mega retail GCCs had established AI capabilities.
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GitLab’s latest updates attempt to bring fragmented workflows under a common system of orchestration, security controls, and measurement.
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In less than 48 hours, the doors open forTechCrunch Disrupt 2026at San Francisco’s Moscone West.Save up to $100 on your ticketbefore prices increase at the door. Don’t forget to get a second pass at 50% off. Register now. On October 13-15, more than10,000 founders, investors, and tech leaders will be showing up to make the connections that’ll change their trajectory. More than 250 speakers are getting ready to take the stageacross200+ sessions. Discover 300+ startups showcasing what’s next. Register now before rates hike at the door on October 13, 8 a.m. PT. If you’re coming for the conference program,200+ sessions across six stages, roundtables, and breakoutswill bring you closer to the people making decisions inside some of technology’s most talked-about companies. Hear from leaders includingRJ Scaringeof Rivian, Mark Wahlberg,Alexa von Tobelof Inspired Capital,Andrew Feldmanof Cerebras Systems,Cat de Jongof Anthropic,Les Karpasof NVIDIA, and many more — with conversations spanning AI, robotics, infrastructure, investment, startup growth, fintech, climate, and the realities of building at scale. If your priority is discovery rather than sessions, spend your time in the bustlingExpo Hall, where you can see tomorrow’s breakthroughs, speak directly with the companies behind them, and find out where big ideas are already becoming real products and businesses. It’s here that you’ll also meet thetop 200, hand-picked startups that made it into Startup Battlefield. Disrupt gives you the flexibility to focus on the experience that matters to you — or mix both across three days. The global startup ecosystem is gearing up forTechCrunch Disrupt 2026, and the countdown is almost over. Will you be there? Don’t miss your chance to save before door prices take effect!Grab your pass nowto save up to $100 and get a second pass of the same ticket type at 50% off. Bringing a group of four or more?Unlock additional group discounts. Recently laid off? Don’t miss out on the opportunities at Disrupt. Take advantage of our Layoff to Liftoff Ticket Program andget an Expo+ Pass for just $75.
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Apple will announce a new smart home hub on Tuesday called the HomeView,according to Bloomberg’s Mark Gurman. Over the past couple of years, we’ve seen There have been multiple reports thatApple was working on a new smart home product, but now it seems the product has a name and a launch date. Gurman described the HomeView as a Siri-powered device with a display and an A18 chip, allowing customers to control their other smart home devices. The HomeView will reportedly be available in two models — one designed for countertops and the other to be mounted on walls. This would be Apple’s most serious bet on the smart home to date, after it failed to get much traction for its HomeKit software framework or its HomePod smart speaker. Gurman reports that on Tuesday, Apple will also be unveiling updated versions of two other home devices, namely the Apple TV set-top box and the HomePod mini. Earlier this week, he said thatApple plans to announce a partnership with LGto create a smart lock, a thermostat, and a doorbell.
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The theory of voice being the next big interface has picked up strong momentum, with investors pouring billions of dollars into voice AI startups working on areas ranging from model makers to enterprise customer service providers, and from meeting note-takers to AI-powered dictation. Every week there is a new model or a tool release that claims to sound human and converse like one. However, in reality, that might not be the case. Enterprise voice AI platform PolyAI’s CTO Shawn Wen thinks that despite the release of full-duplex models — which can speak while listening to you — voice AI doesn’t have its “ChatGPT moment” yet. “We have reached the milestone of developing full-duplex models. The next challenge is to make reasoning very fast, so that the models can fetch answers quickly and the conversation feels natural,” he told me on stage at the HumanX conference last month. He also said that AI agents in customer service should not sound robotic and should give callers enough confidence that they can solve problems. “I think the next stage will be slightly different because once the voice is good enough, like, and the customer is willing to engage with them for the first two or three turns, they start to build confidence, and over time, they will feel like I probably don’t have to talk to a human if the agent can solve my problem,” he said. Alex Gay, CMO for meeting notetaker Otter, opined that speaker identification, intent capture, and typing that up with organizational knowledge is a key step for enabling automation. The company is also working on digital twins that might represent people in meetings. For that technology, he said it’s paramount that the output voice gives the same emotive expressions of talking to a human in a meeting. “If you think about the meetings that you’re in right now, the best conversations that you have are where you can have debate, and strategic discussions, and when you feel like there’s a relationship that underpins it. If you aren’t able to have that with an avatar, then it’s just a q and a chatbot,” Gay noted. While voice AI models have improved, AI assistants often don’t understand users, or your meeting notetaker shows the wrong transcript or a summary. Wen thinks that ASR (Automatic Speech Recognition) models often miss important keywords, and that creates an issue in capturing the whole context. Otter’s Gay agreed with this, adding that the company keeps working on improving transcription. He also said that language is one area where voice models need to improve. “For Otter, you know, transcription was never the end point. It was just the layer that we could start to drive some of the productivity gains on the back of. But if your original transcription didn’t have the accuracy that you needed, all the follow-up actions that you have become flawed. And the minute that starts to take action, that is wrong. You lose trust in the platform. It is critical for us to continue to improve that ASR model because all of the downstream impacts are significant,” he said. With the new voice tools, there is also a question of transparency. Tools should declare to customers that they are being recorded or talking to AI. Otter said that it wants to instill trust in people who are in a meeting, so even for a meeting where the bot is not present, it wants to try methods like notifying everyone in the chat that the meeting is being recorded. PolyAI’s Wen also said that it’s important to establish that people are talking to an AI in enterprise calls.
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