<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0"
     xmlns:dc="http://purl.org/dc/elements/1.1/"
     xmlns:sy="http://purl.org/rss/1.0/modules/syndication/"
     xmlns:admin="http://webns.net/mvcb/"
     xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
     xmlns:content="http://purl.org/rss/1.0/modules/content/"
     xmlns:media="http://search.yahoo.com/mrss/">
<channel>
<title>Entrepreneur Outreach &#45; : AI</title>
<link>https://www.entrepreneuroutreach.in/rss/category/ai</link>
<description>Entrepreneur Outreach &#45; : AI</description>
<dc:language>en</dc:language>
<dc:rights>© 2026 Entrepreneur Outreach &#45; All Rights Reserved.</dc:rights>

<item>
<title>Cyprus Courts Indian AI Firms as Gateway to EU Market</title>
<link>https://www.entrepreneuroutreach.in/tech/ai/cyprus-courts-indian-ai-firms-as-gateway-to-eu-market</link>
<guid>https://www.entrepreneuroutreach.in/tech/ai/cyprus-courts-indian-ai-firms-as-gateway-to-eu-market</guid>
<description><![CDATA[ Invest Cyprus roundtable with President Christodoulides draws Indian tech executives, including HT Labs CEO, exploring EU expansion routes. ]]></description>
<enclosure url="https://www.newsvoir.com/images/article/image1/35680_ht_labs_image.jpeg" length="49398" type="image/jpeg"/>
<pubDate>Mon, 25 May 2026 19:36:03 +0530</pubDate>
<dc:creator>Junja Ram</dc:creator>
<media:keywords>Cyprus India partnership, AI investment, HT Labs, Invest Cyprus, EU market access, IP Box regime</media:keywords>
<content:encoded><![CDATA[<p><strong>NEW DELHI:</strong> Cyprus is positioning itself as a launchpad for Indian artificial intelligence and media-technology firms entering the European Union, with President Nikos Christodoulides personally pitching the island nation's tax incentives and regulatory sandboxes to Indian enterprises at an investors' roundtable hosted by Invest Cyprus, the country's investment promotion agency.</p>
<p>The engagement, which featured executives from Indian technology companies including HT Labs — the innovation arm of HT Media Group — signals a sharpening of the India–Cyprus strategic partnership beyond traditional diplomacy into AI infrastructure, digital platforms, and intellectual property frameworks.</p>
<h2>Tax incentives at the centre of the pitch</h2>
<p>Demetris Skourides, Chief Scientist of the Republic of Cyprus, told participants that the country offers an effective tax rate as low as 3% on qualifying intellectual property income under its IP Box regime, along with a 120% deduction on eligible research and development expenditure, according to a statement issued by Invest Cyprus.</p>
<p>Skourides said the technology sector now contributes close to 16% of Cyprus's gross domestic product, citing the recent arrivals of innovation platform Plug and Play and semiconductor design firm Tenstorrent as indicators of investor confidence.</p>
<p>Dr. Nicodemos Damianou, Cyprus's Deputy Minister of Research, Innovation and Digital Policy, outlined plans for innovation sandboxes and regulatory frameworks designed to let companies test products rapidly while remaining within EU compliance structures, the statement said.</p>
<h2>Indian firms weigh European base</h2>
<p>Avinash Mudaliar, Co-Founder and Chief Executive of HT Labs, said Cyprus combines European market access with agile policymaking and a collaborative innovation ecosystem, calling it a compelling option for Indian businesses seeking scale in AI, media-tech, and digital infrastructure.</p>
<p>HT Labs indicated it is exploring the use of Cyprus's sandbox environments to test and scale its Technology-as-a-Service and Slurrp businesses, with potential co-development projects in AI-led media systems, recommendation engines, and content intelligence frameworks.</p>
<p>Evgenios Evgeniou, Chairman of Invest Cyprus, said in the statement that several major Indian enterprises had expressed "serious intent" toward investment and long-term partnerships, and that the agency would undertake structured follow-ups with participants.</p>
<h2>Broader context</h2>
<p>Cyprus, an EU member since 2004, has historically attracted Indian capital through shipping and holding-company structures. The current administration, which took office in 2023, has sought to reframe the country as a technology destination — a positioning that competes with established European hubs such as Ireland, Estonia, and the Netherlands for Indian tech investment.</p>
<p>The push comes as Indian software exports increasingly seek operational footprints within the EU to navigate the bloc's AI Act and data-protection rules, which took effect in phases beginning in 2024.</p>
<p>Stavros Stavrou, President of the Cyprus-India Business Association, also participated in the engagement, which Invest Cyprus described as part of a sustained outreach to Indian technology leaders.</p>
<p><strong>Also Read: </strong><a href="https://www.entrepreneuroutreach.in/oxford-ai-hyper-local-intelligence-nimisha-karnatak">Nimisha Karnatak Redefines AI with Localized Intelligence Solutions</a></p>]]> </content:encoded>
</item>

<item>
<title>Nimisha Karnatak Redefines AI with Localized Intelligence Solutions</title>
<link>https://www.entrepreneuroutreach.in/oxford-ai-hyper-local-intelligence-nimisha-karnatak</link>
<guid>https://www.entrepreneuroutreach.in/oxford-ai-hyper-local-intelligence-nimisha-karnatak</guid>
<description><![CDATA[ Oxford researcher Nimisha Karnatak redefines AI&#039;s potential through localized, culture-specific models, from World Bank tools to ASHA worker aids in India, emphasizing trustworthy, evidence-based tech. ]]></description>
<enclosure url="https://www.entrepreneuroutreach.in/uploads/images/202509/image_870x580_68d7a62317113.webp" length="20060" type="image/jpeg"/>
<pubDate>Sat, 27 Sep 2025 14:24:05 +0530</pubDate>
<dc:creator>Junja Ram</dc:creator>
<media:keywords>Nimisha Karnatak, AI hyper-local, Oxford AI research, World Bank AI, ASHA workers AI, generative AI India, human-centered AI</media:keywords>
<content:encoded><![CDATA[<p dir="auto" style="white-space: pre-wrap;"><strong>New Delhi, September 27, 2025 </strong>– In an era dominated by the race for ever-larger artificial intelligence (AI) models, Nimisha Karnatak, a PhD candidate at the University of Oxford's Department of Computer Science and an international consultant for the World Bank in Washington, D.C., is charting a transformative path forward. Hailing from Pantnagar, Uttarakhand, Karnatak argues that AI's true power lies not in monolithic, universal systems but in hyper-local intelligence – specialized solutions tailored to regional languages, cultures, and needs. This approach, she contends, can bridge global divides, making advanced technology accessible and relevant to underserved communities worldwide.</p>
<p dir="auto" style="white-space: pre-wrap;">At the heart of Karnatak's philosophy is a commitment to trustworthy AI: systems that are evidence-based, transparent about their limitations, and designed to augment human capabilities rather than overshadow them. "AI must earn trust by grounding every output in verifiable data," she emphasizes in her research, which intersects human-computer interaction (HCI) and AI to prioritize the global majority often overlooked by mainstream tech development. Her work challenges the industry's obsession with scale, advocating instead for modular, context-aware models that adapt to local realities – from rural Indian villages to Moroccan universities.</p>
<p dir="auto" style="white-space: pre-wrap;">A prime example of this ethos is her contribution to the World Bank's AVA AI system, a groundbreaking tool operationalized to combat one of AI's most pressing risks: hallucinations, or the generation of fabricated information. Trained exclusively on the Bank's proprietary reports and datasets, AVA delivers responses accompanied by citations, enabling policymakers to leverage insights without the peril of misinformation. This innovation streamlines decision-making in high-stakes environments, reducing risks in global development projects. Karnatak's role here underscores her expertise in human-centered AI, ensuring tools are not just efficient but ethically robust.</p>
<p dir="auto" style="white-space: pre-wrap;">Extending this vision to her roots, Karnatak is channeling her doctoral research – supervised by Professor Sir Nigel Shadbolt and Professor Max van Kleek – into empowering India's community health workers, such as ASHA (Accredited Social Health Activists). Her multi-agent AI system functions like a collaborative team, assisting frontline workers in maintaining patient records, diagnosing common ailments, and providing culturally attuned health advice in local dialects. "An ASHA worker in a remote village faces challenges worlds apart from a New York physician," Karnatak explains. "Our goal is to democratize world-class AI, transforming it into a true companion that speaks their language and understands their struggles." This project, detailed in her upcoming CHI 2025 paper on generative AI for marginalized communities, promises to enhance healthcare delivery in resource-constrained settings, potentially scaling to millions of workers across India's rural heartland.</p>
<p dir="auto" style="white-space: pre-wrap;">Karnatak's innovations extend beyond academia. During her 2024 stint as a student researcher at Google DeepMind in London, she prototyped a generative AI tool for small business owners lacking design expertise. This system enables users to create brand-specific advertisements effortlessly, with a US patent application filed and findings presented at international conferences like AAAI 2024. The work highlights her focus on inclusive access, empowering micro-entrepreneurs in emerging markets to compete digitally.</p>
<p dir="auto" style="white-space: pre-wrap;">Her global footprint includes a pivotal collaboration with Morocco's Ministry of Higher Education, Scientific Research, and Innovation. Leading the design of a gender-sensitive chatbot for female graduates, Karnatak integrated local advisors to infuse cultural nuances, ensuring career guidance respects Moroccan societal norms. This initiative, part of her World Bank tenure, exemplifies hyper-local adaptation: AI that doesn't impose Western frameworks but evolves with community input.</p>
<p dir="auto" style="white-space: pre-wrap;">Karnatak's journey is as inspiring as her ideas. Born and raised in Pantnagar, she earned her BTech in 2018 from Govind Ballabh Pant University of Agriculture and Technology, clinching the Vice-Chancellor's Silver Medal for academic excellence. Her career trajectory – from internships at Microsoft Research and the Indian Institute of Remote Sensing under ISRO, to roles at the International Labour Organization – reflects a blend of technical prowess and social impact. Publications in top venues like CSCW 2023 and collaborations with institutions like IIT Roorkee further cement her rising influence.</p>
<p dir="auto" style="white-space: pre-wrap;">As AI reshapes societies, Karnatak's hyper-local paradigm offers a blueprint for equity. It envisions a future where technology isn't a distant overlord but a reliable ally – truly "for all," from global boardrooms to village outposts. In her words, this isn't just innovation; it's a moral imperative to ensure AI serves humanity's diverse tapestry.</p>]]> </content:encoded>
</item>

<item>
<title>The Rise of VCAD:  Voice Channel AI Disruption – A Silent Cyber Pandemic</title>
<link>https://www.entrepreneuroutreach.in/the-rise-of-vcad-voice-channel-ai-disruption-a-silent-cyber-pandemic</link>
<guid>https://www.entrepreneuroutreach.in/the-rise-of-vcad-voice-channel-ai-disruption-a-silent-cyber-pandemic</guid>
<description><![CDATA[ New York City (New York) [USA], February 12 : The rapid development of AI systems uses deep learning together with natural language processing technologies to achieve human-like engagement during interactions. The conversion of AI calls into scams received easy identification at first yet better contextual analytics paired with voice adjustments now make them seem genuine. […] ]]></description>
<enclosure url="https://www.sangricommunications.com/wp-content/uploads/2025/02/PNN-Images-12-02-6.jpg" length="49398" type="image/jpeg"/>
<pubDate>Wed, 28 May 2025 22:04:29 +0530</pubDate>
<dc:creator>Junja Ram</dc:creator>
<media:keywords>Rise of VCAD, Voice Channel AI Disruption, Silent Cyber Pandemic</media:keywords>
<content:encoded><![CDATA[<p><b>New York City (New York) [USA], February 12 : </b><span>The rapid development of AI systems uses deep learning together with natural language processing technologies to achieve human-like engagement during interactions. The conversion of AI calls into scams received easy identification at first yet better contextual analytics paired with voice adjustments now make them seem genuine. The advancements in AI technology have resulted in conversations that now duplicate human characteristics making it progressively difficult to distinguish them from real human communications.</span></p>
<p><span>The worldwide increase in cyber threats affects all sectors including businesses and governments and private citizens. Research indicates that 50% of UK businesses faced cyberattacks in 2023 and the average cost of data breaches for companies in 2024 reached $4.88 million per case. Ransomware attacks recorded nearly 236.1 million attacks worldwide during the first half of 2022 as their frequency and complexity level continued to rise. The cyber threat known as voice channel AI disruption or call bombing disrupts systems while remaining unnoticed by many organizations.</span></p>
<p><span>Contrary to legitimate communication practices, call bombing involves bombarding a customer support process with AI generated calls to disrupt normal functioning. These attacks create extensive daily operational disruptions and compromise security procedures while providing an opportunity for cyber criminals to perform advanced malicious activities. The perpetrators hide their caller identity through sophisticated spoofing tactics which makes tracking down the original source of the calls extremely difficult. The growing cybercrime threat underscores the critical need for advanced defense measures and the corresponding effect on the 53.35 million US citizens who fell victim to cyber attacks during the first half of 2022.</span></p>
<p><b>Why the Need for Awareness</b></p>
<p><span>The enormous total losses from cybercrime incidents prove the urgent necessity for organizations to be proactive. The total cybercrime loss for US citizens reached $6.9 billion during 2021. In 2023, 1 in 2 American internet users had their accounts compromised globally and about 1 billion emails were released worldwide. The data reveals the high degree of vulnerability which both people and companies face in the face of attacks like voice channel AI disruption (VCAD). These risks will expand in number because we do not pay attention to properly adopt safety measures so they can strike new victims across a broad spectrum.</span></p>
<p><b>What is the impact of Voice Channel AI Disruption (VCAD)?</b></p>
<p><span>These malicious phone attacks generate problems greater than basic harassment through nuisance calls:</span></p>
<ol>
<li aria-level="1"><span>At the start of the scheme attackers initiate a few calls to create lengthy and resource-intensive interactions instead of conducting a large-scale distributed denial of service.</span></li>
<li aria-level="1"><span>The extended phone calls consume agent time which stops them from addressing valid customer questions thus creating service delays along with increased frustration among customers.</span></li>
<li aria-level="1"><span>The persistent phone use extends operational expenses for organizations which requires them to distribute additional resources while paying workers overtime and increasing staffing levels to reduce interruptions.</span></li>
<li aria-level="1"><span>Attackers use such strategic calling methods because they create interactions which closely resemble standard customer service calls that automated detection systems typically cannot identify or prevent.</span></li>
<li aria-level="1"><span>Continuous phone disruptions require emergency or customer support executives to spend excessive time on unwanted calls which directly impacts their operational efficiency.</span></li>
</ol>
<p><b>Regulatory Countermeasures Remain Futile</b></p>
<p><span>The increasing number of cyber threats has led governments together with regulatory bodies to strengthen their efforts for threat mitigation. FCC is planning to launch a government-wide effort to understand the nature and extent of this breach, what needs to happen to rid this exposure in our networks, and the steps required to ensure it never happens again. Similarly, TRAI in India established strict regulations in 2024 which reduced spam call complaints by 20% over two months. Various regulatory bodies worldwide have established requirements which expect telecom providers to adopt anti-spoofing security technologies along with caller authentication platforms. The implemented security measures reduce some voice channel AI disruption risks but cybercriminals persistently discover new methods to bypass these protections.</span></p>
<p><span>Regulatory advancements have not stopped the resilience of cybercriminals since they employ advanced tools to circumvent security systems. Multiple jurisdictional operations of voice channel AI disruption (VCAD) networks create difficulties in their successful prosecution. The development of deepfake audio technology together with existing scams make phone-based fraud increasingly difficult to detect thus requiring immediate business and individual investment in cybersecurity enhancement.</span></p>
<p><b>Future Threats</b></p>
<p><span>Modern cybercriminals continuously improve their tactics which results in growing sophistication of their attacks. The combination of automation systems with large-scale botnets as well as modern fraud methods will drive the widespread adoption of call bombing incidents. The digital threat landscape is becoming more aggressive because cybercrime costs have soared globally while malware attacks grew by 358% during 2020 alone. Healthcare facilities alongside finance institutions along with government institutions continue being primary targets because their data carries substantial sensitivity. Voice channel AI disruption (VCAD) will build a greater danger for organizations and individual users unless businesses show proactive global action and make active investments in cybersecurity defense measures.</span></p>
<p><span>The recent escalating number of cyberattacks together with digital fraud requires complete security systems to protect people immediately. Businesses and individuals need to stay alert because sophisticated cybercriminals are using voice channel AI disruption (VCAD) in an increasing manner. Public authorities together with telecom regulators need to enhance their anti-fraud standards at the same time organizations require comprehensive cybersecurity systems. Today’s growing cybercrime rates demand organizations to develop awareness together with their security preparedness while adopting proactive security measures to defend against modern digital attacks.</span></p>
<h2></h2>
<h5></h5>]]> </content:encoded>
</item>

</channel>
</rss>