<?xml version='1.0' encoding='UTF-8'?>
<rss xmlns:atom="http://www.w3.org/2005/Atom" xmlns:content="http://purl.org/rss/1.0/modules/content/" version="2.0"><channel><title>Software AI Automation</title><link>http://software.makes.news/</link><description>Software AI Automation RSS feed</description><docs>http://www.rssboard.org/rss-specification</docs><language>en</language><lastBuildDate>Sun, 12 Apr 2026 14:06:09 +0000</lastBuildDate><item><title>Telangana unveils Aikam at Davos to accelerate global AI deployment and innovation</title><link>http://software.makes.news/gb/en/ai-automation/2026/01/23/telangana-unveils-aikam-at-davos-to-accelerate-global-ai-deployment-and-innovation</link><description>&lt;p&gt;At the World Economic Forum in Davos, Telangana announced Aikam, a unified AI innovation hub designed to transform the state's ambitions into practical, large-scale deployment, attracting global partners and fostering a robust AI ecosystem.&lt;/p&gt;&lt;p&gt;Telangana used the World Economic Forum in Davos to unveil Aikam, an autonomous, unified AI innovation entity designed to convert the state's AI ambitions into large-scale deployment. The government presented Aikam as the centrepiece of a strategy to elevate Telangana into the world’s top 20 innovation hubs, emphasising practical implementation rather than isolated pilots. According to the Times of India and the Economic Times coverage of the Davos launch, the announcement was led by Chief Minister A Revanth Reddy and attended by senior state ministers. &lt;a href="https://timesofindia.indiatimes.com/business/india-business/telangana-rolls-out-global-ai-innovation-entity-aikam-at-wef-at-davos/articleshow/127135382.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;,&lt;a href="https://gcc.economictimes.indiatimes.com/news/industry-trends/telangana-unveils-aikam-a-groundbreaking-ai-innovation-hub-at-davos/127140207" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;Aikam bundles workforce development, startup acceleration, applied research partnerships and infrastructure into a single institutional framework. The initiative aims to mass-upskill talent through academy-style programmes, support AI-first companies with tailored acceleration and connect academic research with industry needs, backed by population-scale datasets, bespoke compute capacity and a Fund-of-Funds to finance promising ventures, according to reporting from Times of India and the Economic Times. &lt;a href="https://timesofindia.indiatimes.com/business/india-business/telangana-rolls-out-global-ai-innovation-entity-aikam-at-wef-at-davos/articleshow/127135382.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;,&lt;a href="https://gcc.economictimes.indiatimes.com/news/industry-trends/telangana-unveils-aikam-a-groundbreaking-ai-innovation-hub-at-davos/127140207" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;The Davos programme also featured a series of non-binding memoranda of understanding intended to anchor global partners across the AI value chain. Pearson has signalled plans to establish a benchmark AI Academy for skilling and credentialling while the Dubai Multi Commodities Centre indicated it will help create cross-border startup corridors linking Telangana and Dubai, as described in local reporting. &lt;a href="https://timesofindia.indiatimes.com/city/hyderabad/telangana-rolls-out-global-ai-innovation-entity-aikam-at-davos/articleshow/127189628.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;,&lt;a href="https://timesofindia.indiatimes.com/business/india-business/telangana-rolls-out-global-ai-innovation-entity-aikam-at-wef-at-davos/articleshow/127135382.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;Further partnership announcements broadened the hub’s technology footprint. A Blaize Inc. MoU outlined intentions to set up a research and development centre in Telangana focused on advanced AI computing to support applied projects and government pilots, a development noted in a press release summarised by AAP and picked up by subsequent coverage. Industry reporting and state statements framed these agreements as early steps toward a global, deployment-ready ecosystem. &lt;a href="https://www.aap.com.au/aapreleases/cision20260122ae67891/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[5]&lt;/sup&gt;&lt;/a&gt;,&lt;a href="https://www.edexlive.com/news/telangana-to-launch-ai-innovation-hub-at-davos-summit-2026" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[7]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;The state framed Aikam explicitly as an execution vehicle. "Telangana believes in execution, not experimentation. Aikam institutionalises our execution-first approach by converging existing and upcoming initiatives under a unified global entity. As the world moves from AI pilots to deployment at scale, we invite global partners to anchor their proving ground in Telangana, where AI is deployed responsibly, governed transparently, and scaled with trust," Chief Minister A Revanth Reddy said, remarks that were widely reported alongside accounts of the launch. IT and Industries Minister D Sridhar Babu described Aikam as providing "a clear execution pathway, from ideas to globally scalable solutions," underscoring the focus on moving projects beyond proof of concept. &lt;a href="https://timesofindia.indiatimes.com/business/india-business/telangana-rolls-out-global-ai-innovation-entity-aikam-at-wef-at-davos/articleshow/127135382.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;,&lt;a href="https://www.deccanchronicle.com/southern-states/telangana/telangana-launches-aikam-global-ai-innovation-entity-at-wef-1931976" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[6]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;State officials presented Aikam as global from its inception. "Aikam is being built as a global institution from the outset. The MoUs signed at Davos represent our first concrete steps in establishing an ecosystem that is global, execution-focused in its design, and grounded in collaboration," said Sanjay Kumar, Special Chief Secretary (ITE&amp;amp;C), comments that the government used to position the initiative as an international gateway for enterprise-grade AI development. Observers note the model combines policy direction, capital mechanisms and partner-led capability to attract testing and scale-up activity to Telangana. &lt;a href="https://timesofindia.indiatimes.com/city/hyderabad/telangana-rolls-out-global-ai-innovation-entity-aikam-at-davos/articleshow/127189628.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;,&lt;a href="https://gcc.economictimes.indiatimes.com/news/industry-trends/telangana-unveils-aikam-a-groundbreaking-ai-innovation-hub-at-davos/127140207" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;If realised at the scope described, Aikam would join a small but growing set of regionally focused AI innovation hubs that pair specialised infrastructure with talent programmes and capital to accelerate commercial AI outcomes. The state is actively inviting multinational firms, research institutions and capital managers to participate in proof-of-concept work and longer-term deployments under the new institutional architecture. &lt;a href="https://gcc.economictimes.indiatimes.com/news/industry-trends/telangana-unveils-aikam-a-groundbreaking-ai-innovation-hub-at-davos/127140207" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt;,&lt;a href="https://www.edexlive.com/news/telangana-to-launch-ai-innovation-hub-at-davos-summit-2026" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[7]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;h3&gt;Source Reference Map&lt;/h3&gt;
&lt;p&gt;&lt;strong&gt;Inspired by headline at:&lt;/strong&gt; &lt;a href="https://www.siasat.com/telangana-launches-its-ai-innovation-entity-aikam-at-davos-3329904/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[1]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Sources by paragraph:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;- Paragraph 1: &lt;a href="https://timesofindia.indiatimes.com/business/india-business/telangana-rolls-out-global-ai-innovation-entity-aikam-at-wef-at-davos/articleshow/127135382.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://gcc.economictimes.indiatimes.com/news/industry-trends/telangana-unveils-aikam-a-groundbreaking-ai-innovation-hub-at-davos/127140207" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 2: &lt;a href="https://timesofindia.indiatimes.com/business/india-business/telangana-rolls-out-global-ai-innovation-entity-aikam-at-wef-at-davos/articleshow/127135382.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://gcc.economictimes.indiatimes.com/news/industry-trends/telangana-unveils-aikam-a-groundbreaking-ai-innovation-hub-at-davos/127140207" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 3: &lt;a href="https://timesofindia.indiatimes.com/city/hyderabad/telangana-rolls-out-global-ai-innovation-entity-aikam-at-davos/articleshow/127189628.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://timesofindia.indiatimes.com/business/india-business/telangana-rolls-out-global-ai-innovation-entity-aikam-at-wef-at-davos/articleshow/127135382.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 4: &lt;a href="https://www.aap.com.au/aapreleases/cision20260122ae67891/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[5]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://www.edexlive.com/news/telangana-to-launch-ai-innovation-hub-at-davos-summit-2026" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[7]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 5: &lt;a href="https://timesofindia.indiatimes.com/business/india-business/telangana-rolls-out-global-ai-innovation-entity-aikam-at-wef-at-davos/articleshow/127135382.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://www.deccanchronicle.com/southern-states/telangana/telangana-launches-aikam-global-ai-innovation-entity-at-wef-1931976" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[6]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 6: &lt;a href="https://timesofindia.indiatimes.com/city/hyderabad/telangana-rolls-out-global-ai-innovation-entity-aikam-at-davos/articleshow/127189628.cms" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://gcc.economictimes.indiatimes.com/news/industry-trends/telangana-unveils-aikam-a-groundbreaking-ai-innovation-hub-at-davos/127140207" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 7: &lt;a href="https://gcc.economictimes.indiatimes.com/news/industry-trends/telangana-unveils-aikam-a-groundbreaking-ai-innovation-hub-at-davos/127140207" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://www.edexlive.com/news/telangana-to-launch-ai-innovation-hub-at-davos-summit-2026" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[7]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Source: &lt;a href="https://fusewire.fusesquared.com/" rel="nofollow" target="_blank"&gt;Fuse Wire Services&lt;/a&gt;&lt;/p&gt;</description><guid isPermaLink="false">69726f77d6b8c279223b43b9</guid><enclosure url="https://assets.makes.news/p/68ca55f4008af17501ee5c51/ai-automation/2026/01/23/telangana-unveils-aikam-at-davos-to-accelerate-global-ai-deployment-and-innovation/image_6604642.jpg" length="1200" type="image/jpeg"/><pubDate>Fri, 23 Jan 2026 13:18:22 +0000</pubDate></item><item><title>Microsoft CEO warns AI risks becoming a bubble without wider global adoption</title><link>http://software.makes.news/gb/en/ai-automation/2026/01/23/microsoft-ceo-warns-ai-risks-becoming-a-bubble-without-wider-global-adoption</link><description>&lt;p&gt;Microsoft's Satya Nadella cautions at Davos that artificial intelligence's sustainability hinges on equitable distribution across industries and regions, risking a bubble if benefits stay concentrated in tech giants and wealthy nations.&lt;/p&gt;&lt;p&gt;Microsoft's chief executive warned in Davos that artificial intelligence risks becoming a speculative bubble unless its gains spread well beyond large technology companies and wealthy nations. According to the report by IT Pro and corroborated by coverage from the Financial Express, Satya Nadella said the technology’s long-term credibility depends on broad industry uptake and access in emerging markets rather than benefits concentrated among a handful of firms.&lt;/p&gt;
&lt;p&gt;Nadella argued that "For this not to be a bubble by definition, it requires that the benefits of this are much more evenly spread," and that a "tell-tale sign" of a bubble would be if upside remained limited to the tech sector. Reporting from IT Pro and Business Standard notes he made the remarks during an on-stage conversation with BlackRock chief Larry Fink at the World Economic Forum, where he stressed that productive diffusion across healthcare, government and other sectors is essential.&lt;/p&gt;
&lt;p&gt;Not everyone at Davos shared his caution. Nvidia’s chief executive has taken a contrasting view, urging accelerated investment to meet AI’s growing compute and power needs and pointing to immediate benefits across multiple industries. Coverage by Tom’s Hardware and Nvidia’s own blog describes Jensen Huang framing AI as a multi-layer infrastructure build that is already creating jobs and spawning venture capital flows into AI-native companies and applications.&lt;/p&gt;
&lt;p&gt;Energy and supply constraints were a recurring theme in discussions of scaling AI. Tom’s Hardware reported Nadella warning that AI’s resource demands, particularly for electricity and specialised memory, must be justified by clear societal gains, while the same outlet and Nvidia’s blog describe efforts by major players to develop community-focused infrastructure and next-generation systems intended to improve efficiency and lower costs.&lt;/p&gt;
&lt;p&gt;Questions over the durability of investment have not been confined to executive panels. According to IT Pro, independent research finds measurable productivity improvements in some settings, one London School of Economics study cited estimated workers could save the equivalent of a full day per week, yet other organisations report delayed or uneven returns, underscoring Nadella’s point that macroeconomic benefits will only follow widespread operational adoption.&lt;/p&gt;
&lt;p&gt;The stakes are high for policy makers, investors and corporate leaders: if AI’s advantages remain clustered in digitally mature firms and regions, the current investment surge risks yielding a sharp correction rather than broad-based growth. Reporting from the Financial Express and Tom’s Hardware indicates that industry leaders are pitching both technological and policy responses to broaden access; whether those measures succeed will determine if AI is remembered as an inclusive productivity breakthrough or as another cycle of hype.&lt;/p&gt;
&lt;h3&gt;Source Reference Map&lt;/h3&gt;
&lt;p&gt;&lt;strong&gt;Inspired by headline at:&lt;/strong&gt; &lt;a href="https://datacentrereview.com/2026/01/microsoft-chief-admits-ai-boom-could-become-a-bubble-without-wider-adoption/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[1]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Sources by paragraph:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;- Paragraph 1: &lt;a href="https://www.itpro.com/technology/artificial-intelligence/microsoft-ceo-satya-nadella-ai-bubble-claims" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://www.financialexpress.com/life/technology-davos-2026-if-ai-only-benefits-tech-firms-its-a-bubble-warns-satya-nadella-at-world-economic-forum-4114618/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[6]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 2: &lt;a href="https://www.itpro.com/technology/artificial-intelligence/microsoft-ceo-satya-nadella-ai-bubble-claims" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://www.financialexpress.com/life/technology-davos-2026-if-ai-only-benefits-tech-firms-its-a-bubble-warns-satya-nadella-at-world-economic-forum-4114618/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[6]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://www.business-standard.com/amp/companies/people/satya-nadella-ai-bubble-warning-wef-2026-diffusion-growth-126012100472_1.html" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[7]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 3: &lt;a href="https://www.tomshardware.com/pc-components/gpus/nvidia-launches-vera-rubin-nvl72-ai-supercomputer-at-ces-promises-up-to-5x-greater-inference-performance-and-10x-lower-cost-per-token-than-blackwell-coming-2h-2026" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://blogs.nvidia.com/blog/davos-wef-blackrock-ceo-larry-fink-jensen-huang/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[5]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 4: &lt;a href="https://www.tomshardware.com/tech-industry/artificial-intelligence/microsoft-ceo-says-ai-needs-to-have-a-wider-impact-or-else-it-risks-quickly-losing-social-permission-also-says-that-the-technology-should-benefit-more-people-to-avoid-a-bubble" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://blogs.nvidia.com/blog/davos-wef-blackrock-ceo-larry-fink-jensen-huang/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[5]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 5: &lt;a href="https://www.itpro.com/technology/artificial-intelligence/microsoft-ceo-satya-nadella-ai-bubble-claims" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 6: &lt;a href="https://www.financialexpress.com/life/technology-davos-2026-if-ai-only-benefits-tech-firms-its-a-bubble-warns-satya-nadella-at-world-economic-forum-4114618/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[6]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://www.tomshardware.com/tech-industry/artificial-intelligence/microsoft-ceo-says-ai-needs-to-have-a-wider-impact-or-else-it-risks-quickly-losing-social-permission-also-says-that-the-technology-should-benefit-more-people-to-avoid-a-bubble" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Source: &lt;a href="https://fusewire.fusesquared.com/" rel="nofollow" target="_blank"&gt;Fuse Wire Services&lt;/a&gt;&lt;/p&gt;</description><guid isPermaLink="false">69726f77d6b8c279223b43b7</guid><enclosure url="https://assets.makes.news/p/68ca55f4008af17501ee5c51/ai-automation/2026/01/23/microsoft-ceo-warns-ai-risks-becoming-a-bubble-without-wider-global-adoption/image_5555345.jpg" length="1200" type="image/jpeg"/><pubDate>Fri, 23 Jan 2026 13:17:38 +0000</pubDate></item><item><title>Neurophos secures $110 million to advance optical AI inference chips</title><link>http://software.makes.news/gb/en/ai-automation/2026/01/23/neurophos-secures-110-million-to-advance-optical-ai-inference-chips</link><description>&lt;p&gt;Austin-based Neurophos has raised $110 million in a Series A funding round led by Gates Frontier, aiming to revolutionise AI inference with photonic chips that use light to boost efficiency and speed.&lt;/p&gt;&lt;p&gt;Neurophos, an Austin startup spun out of Duke University, has closed a $110 million Series A round to accelerate development of photonic chips aimed at AI inference, according to company and industry accounts. The financing was led by Gates Frontier, with participation from Microsoft’s venture arm M12 and a group of strategic and climate-focused investors including Aramco Ventures, Carbon Direct Capital and Bosch Ventures. (Sources: Neurophos, TechCrunch)&lt;/p&gt;
&lt;p&gt;The company says its architecture replaces electron-based data movement with light, building what it calls an optical processing unit, or OPU, that integrates thousands of micron-scale optical elements on a single device. According to Neurophos, the approach is intended to cut the power required for common AI tasks and to enable denser, faster inference hardware than conventional silicon accelerators. (Sources: Neurophos, TechCrunch)&lt;/p&gt;
&lt;p&gt;Neurophos’s technical foundation centres on a "metasurface modulator" that the firm describes as functioning like a photonic tensor core, performing matrix–vector multiplications , a core operation in neural network inference , directly in the optical domain. Industry reporting notes the company fits many such modulators on a chip to create a large-scale photonic array intended for datacentre use. (Sources: TechCrunch, Yahoo/TechCrunch summary)&lt;/p&gt;
&lt;p&gt;The start-up and its backers frame the technology as a potential path to substantial improvements in energy efficiency and throughput for inference workloads, though the claims remain contingent on scaling the prototypes to datacentre-class modules and integrating a full software stack. The company has said the new funding will support work on integrated OPU modules, developer hardware and the accompanying software platform. (Sources: Neurophos, FinSMEs)&lt;/p&gt;
&lt;p&gt;The fundraising comes as the AI accelerator market remains dominated by established GPU suppliers yet attracts growing interest in specialised alternatives for inference. Industry observers have highlighted efforts across the sector to develop targeted hardware that can lower operating costs and power consumption for deployed AI services. Neurophos’s backers, which include corporate venture arms and investors focused on energy transition, reflect that crossover interest. (Sources: TechCrunch, FinSMEs)&lt;/p&gt;
&lt;p&gt;Neurophos reported the Series A was oversubscribed and that the round brings its total funding to roughly $118 million; the company said the capital will be used to move from prototype devices toward datacentre-ready systems and early-access developer platforms. Independent verification of performance at scale is not yet available, making broader adoption dependent on forthcoming technical benchmarks and integration with existing AI stacks. (Sources: Neurophos, FinSMEs)&lt;/p&gt;
&lt;h3&gt;Source Reference Map&lt;/h3&gt;
&lt;p&gt;&lt;strong&gt;Inspired by headline at:&lt;/strong&gt; &lt;a href="https://finance.yahoo.com/news/bill-gates-backed-fund-leads-175437755.html?.tsrc=rss" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[1]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Sources by paragraph:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;- Paragraph 1: &lt;a href="https://www.neurophos.com/110m-raise" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://techcrunch.com/2026/01/22/from-invisibility-cloaks-to-ai-chips-neurophos-raises-110m-to-build-tiny-optical-processors-for-inferencing/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 2: &lt;a href="https://www.neurophos.com/110m-raise" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://techcrunch.com/2026/01/22/from-invisibility-cloaks-to-ai-chips-neurophos-raises-110m-to-build-tiny-optical-processors-for-inferencing/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 3: &lt;a href="https://techcrunch.com/2026/01/22/from-invisibility-cloaks-to-ai-chips-neurophos-raises-110m-to-build-tiny-optical-processors-for-inferencing/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://finance.yahoo.com/news/invisibility-cloaks-ai-chips-neurophos-150052711.html" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[7]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 4: &lt;a href="https://www.neurophos.com/110m-raise" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://www.finsmes.com/2026/01/neurophos-raises-110m-in-series-a-funding.html" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[5]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 5: &lt;a href="https://techcrunch.com/2026/01/22/from-invisibility-cloaks-to-ai-chips-neurophos-raises-110m-to-build-tiny-optical-processors-for-inferencing/" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://www.finsmes.com/2026/01/neurophos-raises-110m-in-series-a-funding.html" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[5]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;li&gt;- Paragraph 6: &lt;a href="https://www.neurophos.com/110m-raise" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;, &lt;a href="https://www.finsmes.com/2026/01/neurophos-raises-110m-in-series-a-funding.html" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[5]&lt;/sup&gt;&lt;/a&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Source: &lt;a href="https://fusewire.fusesquared.com/" rel="nofollow" target="_blank"&gt;Fuse Wire Services&lt;/a&gt;&lt;/p&gt;</description><guid isPermaLink="false">69726f77d6b8c279223b43bf</guid><enclosure url="https://assets.makes.news/p/68ca55f4008af17501ee5c51/ai-automation/2026/01/23/neurophos-secures-110-million-to-advance-optical-ai-inference-chips/image_9278692.jpg" length="1200" type="image/jpeg"/><pubDate>Fri, 23 Jan 2026 13:16:43 +0000</pubDate></item><item><title>Trust and governance hurdles slow adoption of agentic AI in life sciences</title><link>http://software.makes.news/gb/en/ai-automation/2026/01/14/trust-and-governance-hurdles-slow-adoption-of-agentic-ai-in-life-sciences</link><description>&lt;p&gt;A new industry report reveals that despite significant interest, trust, data quality, and regulatory concerns continue to impede the widespread deployment of agentic AI in the pharmaceutical and life sciences sectors.&lt;/p&gt;&lt;p&gt;Although pharmaceutical and life sciences companies have actively explored agentic AI, a new industry study shows the technology’s promise is far from realised as trust, governance and data quality hold back scaled deployment. According to Camunda’s report, more than two-thirds of surveyed organisations see a gap between their agentic AI ambitions and what has actually been implemented, and only about one in ten use cases reached production in the last 12 months. &lt;a href="https://www.techtarget.com/pharmalifesciences/news/366637297/Trust-concerns-hinder-agentic-AI-adoption-orchestration" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[1]&lt;/sup&gt;&lt;/a&gt;&lt;a href="https://www.mckinsey.com/industries/life-sciences/our-insights/reimagining-life-science-enterprises-with-agentic-ai" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[7]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;The survey, conducted last autumn by Coleman Parkes for Camunda and drawing on responses from 1,150 senior automation and technology leaders across the US and Europe, highlights transparency and trust as primary barriers. "The promise of agentic AI is undeniable, but trust remains the key barrier to adoption," Kurt Petersen, senior vice president of customer success at Camunda, said in a press release, noting that caution is keeping many organisations at pilot stage or confined to isolated use cases. &lt;a href="https://www.techtarget.com/pharmalifesciences/news/366637297/Trust-concerns-hinder-agentic-AI-adoption-orchestration" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[1]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;Respondents signalled specific operational concerns that limit progress: roughly three quarters said most AI agents at their organisations are limited to chatbots or assistants that answer questions and summarise text, while half reported AI agents operate in silos rather than being integrated into end-to-end business processes. Two-thirds identified compliance as a deployment concern, reflecting the sector’s heavily regulated environment. The Camunda report argues that “agentic orchestration, not standalone agents, is the key to closing the AI vision-reality gap.” &lt;a href="https://www.techtarget.com/pharmalifesciences/news/366637297/Trust-concerns-hinder-agentic-AI-adoption-orchestration" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[1]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;External analyses corroborate the need for stronger governance, cultural change and risk management if agentic systems are to move beyond experiments. A Pistoia Alliance study found 51% of life‑science professionals view resistance to change as the biggest barrier to agentic AI adoption and reported that many organisations rarely assess AI-related risks, underscoring a shortfall in proactive oversight. Industry security leaders have similarly warned of high failure rates where governance and cybersecurity are weak. &lt;a href="https://www.pharmiweb.com/press-release/2025-04-03/life-science-professionals-say-agentic-ai-to-have-most-impact-in-next-2-3-years-but-51-cite-resistance-to-change-as-biggest-barrier-to-innovation" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt;&lt;a href="https://www.itpro.com/security/agentic-ai-poses-major-challenge-for-security-professionals-says-palo-alto-networks-emea-ciso" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[5]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;Practical obstacles extend beyond culture and policy to the raw materials that drive agentic systems. Technical commentary and sector guidance emphasise the critical role of high‑quality, integrated data, robust document capture and clear audit trails; poor inputs can produce costly errors in high‑stakes settings such as healthcare. With data sources increasingly siloed and technology stacks more complex, respondents told Camunda they want better tools to manage overlapping processes, precisely the kind of problems proponents say agentic orchestration can address if underpinned by reliable data and controls. &lt;a href="https://www.techradar.com/pro/garbage-in-agentic-out-why-data-and-document-quality-is-critical-to-autonomous-ais-success" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt;&lt;a href="https://www.xenonstack.com/blog/agentic-ai-in-pharmaceutical" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;&lt;a href="https://www.techtarget.com/pharmalifesciences/news/366637297/Trust-concerns-hinder-agentic-AI-adoption-orchestration" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[1]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;Academics and standards-minded researchers caution that current evaluation practices for agentic systems overemphasise technical metrics while downplaying human‑centred, safety and economic assessments, creating a gap between benchmark success and real‑world value. A recent review of published agentic‑AI work argues for balanced evaluation frameworks that include safety and human factors before scaling into regulated industries. That perspective reinforces the Camunda finding that many organisations do not yet consider their processes mature enough to support coordinated, multi‑agent workflows. &lt;a href="https://arxiv.org/abs/2506.02064" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[6]&lt;/sup&gt;&lt;/a&gt;&lt;a href="https://www.techtarget.com/pharmalifesciences/news/366637297/Trust-concerns-hinder-agentic-AI-adoption-orchestration" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[1]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;p&gt;Despite the hurdles, automation continues to show business value for life sciences organisations. Camunda’s survey found more than 90% of respondents reported higher business growth after introducing process automation, and firms have automated on average nearly half of their processes with plans to increase automation budgets by around 18% over the next two years. Consulting analysis suggests agentic AI could dramatically reconfigure the sector’s productivity and capacity if governance, data and security issues are resolved, with potential gains across R&amp;amp;D, manufacturing and commercial functions. Achieving those gains will depend on translating pilot‑level promise into governed, auditable orchestration that earns the trust of regulators, clinicians and the organisations that must rely on it. &lt;a href="https://www.techtarget.com/pharmalifesciences/news/366637297/Trust-concerns-hinder-agentic-AI-adoption-orchestration" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[1]&lt;/sup&gt;&lt;/a&gt;&lt;a href="https://www.mckinsey.com/industries/life-sciences/our-insights/reimagining-life-science-enterprises-with-agentic-ai" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[7]&lt;/sup&gt;&lt;/a&gt;&lt;a href="https://www.xenonstack.com/blog/agentic-ai-in-pharmaceutical" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt;&lt;/p&gt;
&lt;h3&gt;📌 Reference Map:&lt;/h3&gt;
&lt;p&gt;Reference Map:&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;span&gt;- &lt;/span&gt;&lt;a href="https://www.techtarget.com/pharmalifesciences/news/366637297/Trust-concerns-hinder-agentic-AI-adoption-orchestration" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[1]&lt;/sup&gt;&lt;/a&gt; (TechTarget / Pharma Life Sciences) - Paragraph 1, Paragraph 2, Paragraph 3, Paragraph 5, Paragraph 6, Paragraph 7&lt;/li&gt;
&lt;li&gt;&lt;span&gt;- &lt;/span&gt;&lt;a href="https://www.mckinsey.com/industries/life-sciences/our-insights/reimagining-life-science-enterprises-with-agentic-ai" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[7]&lt;/sup&gt;&lt;/a&gt; (McKinsey) - Paragraph 1, Paragraph 7&lt;/li&gt;
&lt;li&gt;&lt;span&gt;- &lt;/span&gt;&lt;a href="https://www.pharmiweb.com/press-release/2025-04-03/life-science-professionals-say-agentic-ai-to-have-most-impact-in-next-2-3-years-but-51-cite-resistance-to-change-as-biggest-barrier-to-innovation" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[2]&lt;/sup&gt;&lt;/a&gt; (Pharmiweb / Pistoia Alliance report) - Paragraph 4&lt;/li&gt;
&lt;li&gt;&lt;span&gt;- &lt;/span&gt;&lt;a href="https://www.itpro.com/security/agentic-ai-poses-major-challenge-for-security-professionals-says-palo-alto-networks-emea-ciso" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[5]&lt;/sup&gt;&lt;/a&gt; (ITPro / Palo Alto Networks) - Paragraph 4&lt;/li&gt;
&lt;li&gt;&lt;span&gt;- &lt;/span&gt;&lt;a href="https://www.techradar.com/pro/garbage-in-agentic-out-why-data-and-document-quality-is-critical-to-autonomous-ais-success" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[4]&lt;/sup&gt;&lt;/a&gt; (TechRadar Pro) - Paragraph 5&lt;/li&gt;
&lt;li&gt;&lt;span&gt;- &lt;/span&gt;&lt;a href="https://www.xenonstack.com/blog/agentic-ai-in-pharmaceutical" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[3]&lt;/sup&gt;&lt;/a&gt; (XenonStack blog) - Paragraph 5, Paragraph 7&lt;/li&gt;
&lt;li&gt;&lt;span&gt;- &lt;/span&gt;&lt;a href="https://arxiv.org/abs/2506.02064" rel="nofollow" target="_blank"&gt;&lt;sup&gt;[6]&lt;/sup&gt;&lt;/a&gt; (arXiv paper) - Paragraph 6&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;Source:&lt;a href="https://fusewire.fusesquared.com/" rel="nofollow" target="_blank"&gt; Fuse Wire Services&lt;/a&gt;&lt;/p&gt;</description><guid isPermaLink="false">6967ce17189dcc96e89e8d35</guid><enclosure url="https://assets.makes.news/p/68ca55f4008af17501ee5c51/ai-automation/2026/01/14/trust-and-governance-hurdles-slow-adoption-of-agentic-ai-in-life-sciences/image_5914611.jpg" length="1200" type="image/jpeg"/><pubDate>Wed, 14 Jan 2026 17:15:52 +0000</pubDate></item></channel></rss>