Breaking AI & Tech News Analyzed

Across the AI ecosystem, firms from Uber to Priceline are confronting token bills that dwarf their original forecasts, sparking a rush to build visibility, auditability, and guardrails around AI spend. Tokenomics Foundation Aims to Impose Cost Discipline on AI Tokens The Linux Foundation announced the creation of the Tokenomics Foundation, a standards body designed to codify metrics, definitions, and best practices for AI token usage—mirroring the FinOps movement that tamed cloud spend. Executive director J.R. Storment described the climate as an "existential crisis" for many enterprises, with budgets blown out by 3‑fold in early 2026. Escalating Bills Highlight the Scale of the Problem Uber exhausted its entire 2026 AI coding budget by April. Microsoft revoked Claude Code licenses for developers after a rapid cost surge. A Priceline employee reported a routine Cursor contract renewal that was 4‑5× more expensive than prior terms. One unnamed firm allegedly incurred a $500 million Claude bill after failing to set usage limits. Developer surveys from Faros AI show per‑developer token consumption rising 18.6× in nine months. Goldman Sachs projects global token usage to multiply 24‑fold by 2030. Emerging Market of AI Spend Management Tools Start‑ups and established vendors are racing to fill the visibility gap: Pay‑i offers granular tracking, measurement, and optimization of GenAI investments. Paid provides developer‑level cost dashboards and value‑based billing. Platforms such as Jellyfish, Waydev, and Faros AI deliver AI‑agent monitoring to prove ROI. Legacy cloud‑cost players like Ramp, Datadog, and New Relic are adding token‑level observability and GPU monitoring. At the upcoming FinOps X conference, AWS is expected to unveil new financial‑management features for enterprise AI spend. Standardization and Optimization Expected to Shape AI Economics The Tokenomics Foundation plans to release a canonical definition of “tokenomics,” open specifications, and novel metrics such as cost‑per‑intelligence and tokens‑per‑watt. Early adopters like OpenRouter-style model routers already shift queries to cheaper models, a practice that could become industry‑wide. Analysts argue that the greatest ROI will come from moving the broad middle tier of users from low to moderate token consumption rather than encouraging heavy‑use outliers. As Nishant Gupta of Salesforce notes, AI token economics demand a new operational muscle set, and the coming standards may provide the assembly line the industry still lacks.

The Impact of AI on Chip Supply Chains BT has warned that the cost of smartphones could rise as technology companies buy up semiconductor chips due to the boom in artificial intelligence, putting pressure on supply chains. Chip Shortages and Price Increases The telecoms company’s chief executive, Allison Kirkby, said she was anticipating shortages as tech firms bought large quantities of memory chips to power the datacentres relied on by AI. Kirkby added that price increases would mainly hit smartphone handsets, but could also affect the cost of routers. The Data Analysis Memory chips are essential for almost every modern item of electronics and are also used in other important components such as graphics cards. The largest manufacturers of laptops and phones, including Microsoft, Samsung and Dell, have already begun to put up prices in response to the chip shortages and have pulled cheaper models from the market. Sony has also hiked the price of its PlayStation 5 consoles, including a $100 (£75) increase in the US, while Nintendo has confirmed a price rise for its Switch 2. The Impact Analysis A global investment spree in AI has led to a huge expansion of server farms, enormous banks of computers filled with high-end memory chips. These requirements are not only consuming the world’s current supply of chips, but also production capacity for the coming years, creating shortages and driving up the cost of electronics. The Prediction Kirkby said she had not yet seen price increases from premium handset manufacturers, but expected companies such as Apple to pass higher costs on to customers. BT plans to cut costs by a further £700m over the next four years and reported flat full-year earnings and falling revenues.

Cisco Announces 5% Workforce Reduction to Fund AI and Cybersecurity PushCisco disclosed it will eliminate fewer than 4,000 jobs, roughly 5% of its global staff, as part of a strategic shift to reshape its cost structure. The move follows a fiscal third‑quarter report that beat profit and revenue expectations, allowing the networking giant to reallocate capital toward artificial intelligence and security solutions.Job cuts: ~4,000 positionsWorkforce impact: ~5% of total employeesFiscal Q3: Record revenue and double‑digit growthCEO: Chuck RobbinsRecord Quarterly Revenue and Profit Beat ExpectationsThe company posted its highest quarterly revenue to date, driven by strong demand for networking hardware and services. Although exact figures were not disclosed in the source, analysts note the earnings beat was significant enough to support the announced investment plan.AI‑Driven Restructuring Signals Broader Tech Layoff TrendCisco joins recent layoff announcements from Cloudflare and General Motors, both of which cited AI spending as a catalyst for workforce reductions despite solid financial results. The pattern suggests that tech firms are prioritizing rapid AI integration over maintaining pre‑pandemic headcounts.What Cisco’s Strategy Means for Future Growth and Market PositionBy channeling savings into AI and cybersecurity, Cisco aims to address persistent vulnerabilities in its routers and firewalls—issues that have exposed corporate and government customers to breaches. The company also plans to enhance employee AI adoption, positioning itself as a leader in AI‑enabled networking solutions.Executive compensation for Robbins is projected to exceed $52 million in 2025, underscoring confidence in the strategic direction despite the workforce cut.Outlook: Balancing Cost Cuts with Innovation InvestmentIf the AI and security initiatives deliver measurable product enhancements, Cisco could sustain its revenue momentum and recapture market share lost to cloud‑native competitors. However, the success of the restructuring will hinge on how quickly the reduced workforce can be redeployed to develop and commercialize AI‑driven offerings.

The Art Revolution That Started in a Car Park It's hard to imagine now, but there was a time when rooftop bars weren't really a thing. A time before pop-ups and contemporary outdoor sculpture parks. A time even, if you can bear to think of it, before immersive art. Way back in 2007, there was none of that – the UK was an experiential art wasteland. And then Bold Tendencies showed up, chucked a whole load of sculptures in a multi-storey Peckham car park, painted a staircase bright pink, built a cocktail bar on the roof, and changed everything. Two Decades of Transformative Art Now going into its 20th summer season, Bold Tendencies is celebrating two decades of sometimes sun-drenched, often windswept and drizzly arts programming. In that time, it has welcomed more than 3 million visitors into its concrete edifice behind Peckhamplex cinema, commissioned dozens of new artworks, hosted countless recitals and performances, built an auditorium and a concert hall, and drawn the roadmap for countless art experiences that have come in its wake. The Artistic Legacy And the art's not been too bad, either. Anthea Hamilton built a doorway to heaven through a man's splayed legs in 2010. Jess Flood-Paddock parked Del Boy's three-wheeled van on the roof in 2011. James Bridle flew a black balloon filled with wifi routers from the roof in 2014. Adam Farah-Saad installed a decorative retro water fountain in 2024. There have been piles of raw pigment, fluttering flags, wobbly walkways, heads on spikes. Almost all newly commissioned, and all free to see. Transforming the Cultural Landscape You can't overstate just how different, not only Peckham was in 2007, but the whole cultural landscape of the country. This was years before the likes of The Vinyl Factory or Frameless, and long before the Hayward and Tate were racing to the bottom to find the most TikTok-ready, Instagram-friendly exhibitions possible. The only large-scale sculptural commissions around back then were the fourth plinth and the Tate's annual Turbine Hall and Duveen projects. There wasn't really anywhere else to see new sculptural work by young artists. The Peckham Effect There also wasn't a lot going on in Peckham at the time. But what the area did have was a handful of project spaces, a single dive bar called Bar Story, seriously cheap rents and – thanks to being squeezed between Camberwell College of Arts and Goldsmiths – a lot of artists. Combined with a relative sense of isolation in the days before the London Overground, it boasted a fairly unique set of circumstances. "I found it to be a place of great possibility," says Barry. "And it still feels like that." The Visionary Behind the Movement Barry had been putting on exhibitions in a semi-derelict house on nearby Lyndhurst Way, and struck up a relationship with the people responsible for property in Southwark council. The council realised that artists could act as caretakers of empty, derelict buildings awaiting redevelopment, and Barry figured that those buildings could be used for art exhibitions. It's a model still followed today by other cultural charities, one that some consider the forward battalion in a wave of gentrification that has engulfed the city ever since. The Future of Public Art "Part of our responsibility in doing a project like this is to offer up the joy of feeling welcome to as many people as possible," says Hannah Barry, the driving force behind Bold Tendencies and owner of Peckham's longstanding Hannah Barry Gallery. "People come here for all sorts of different reasons and they may stay for a short time or stay for a long time. What matters is that they're curious enough to come." As Bold Tendencies enters its third decade, it continues to push boundaries and redefine what public art can be, proving that sometimes the most revolutionary ideas come from the most unexpected places.

As the United Kingdom races toward a full digital landline switchover slated for January 2027, dozens of vulnerable households are sounding the alarm that the transition could leave them without any means of contacting emergency services during power outages.The Looming Digital Landline Cutover and Its Human TollTraditional copper lines, known as the public switched telephone network (PSTN), are being replaced by a “digital voice” service that runs over broadband routers. For most urban users the change is as simple as plugging a handset into a router, but for people in remote areas—such as Robert Dewar in the Scottish Highlands—power cuts can render both mobile and digital landline signals useless.Power outages lasting up to 42 hours have already left residents unable to call for help.Backup battery packs provided by providers typically last only one hour, far shorter than many recent outages.More than 100,000 signatures have been gathered on the “Save Our Landlines” petition demanding a deadline extension.Numbers Behind the Switch: Remaining PSTN Users and TimelineAccording to Ofcom’s 2025 Connected Nations report, about 3.2 million homes—roughly one‑fifth of the original PSTN base—still rely on copper lines. The regulator expects migration rates to accelerate this year, but the remaining customers are disproportionately those in rural or low‑income areas.1 % of BT’s landline premises are estimated to lack sufficient mobile signal for emergency calls.Backup battery solutions cost between £60‑£100 if not supplied free by the provider.Openreach has deployed over 4,000 engineers trained to support telecare users during the transition.Why Rural and Elderly Communities Face a CrisisAdvocacy group Silver Voices warns that the onus of arranging support falls on vulnerable customers, many of whom cannot self‑identify or afford additional equipment. Without reliable mobile coverage, a digital landline that loses power becomes a dead end for:Emergency medical alerts and telecare alarms.Daily contact for isolated seniors.Basic communication during prolonged blackouts.Case studies from Cornwall, Wales, and the Highlands illustrate a pattern of “incorrect information” from providers, unexpected cost increases, and delayed battery provision.What Regulators, Providers, and Advocates Must Do NextTo prevent a “disaster waiting to happen,” the following steps are essential:Extend the PSTN shutdown deadline to 2030 to allow time for affordable backup solutions.Mandate free, one‑hour backup batteries for all landline‑only customers, with longer‑lasting options subsidised for low‑income households.Require telecoms to deliver clear, multi‑channel notices at least 12 weeks before any switch‑off.Accelerate mobile‑signal upgrades in rural zones, leveraging government‑funded infrastructure grants.Empower consumer groups like Silver Voices to act as liaison bodies, ensuring vulnerable users are not left to “contact their provider” on their own.Only coordinated action between Ofcom, providers such as BT and Openreach, and consumer advocates will safeguard the most at‑risk citizens as the UK completes its digital landline transition.

Chinese Hackers Exploit Everyday Devices to Infiltrate UK FirmsBritish companies are being urged to tighten cyber‑defences after the National Cyber Security Centre (NCSC) disclosed a coordinated campaign by Beijing‑backed actors that repurposes ordinary consumer hardware as a launchpad for espionage. The threat, described as a "major shift" in Chinese tactics, leverages outdated or unpatched devices—most commonly Wi‑Fi routers, but also printers and web cameras—to create covert botnets that can route malicious traffic while obscuring its true source.Scale of Compromised Devices and Economic RisksAgency data shows that a single Chinese‑owned business has already infected roughly 200,000 devices worldwide, turning them into a sprawling proxy network. The NCSC’s advisory, signed off by chief executive Richard Horne, notes that similar covert networks are now operating in at least nine allied nations, including the US, Australia, Canada and Germany. While precise financial loss figures are still emerging, analysts estimate that each successful intrusion could cost a mid‑size UK firm upwards of £500,000 in remediation, downtime and reputational damage.Why UK Enterprises Must Rethink Network SecurityThe reliance on consumer‑grade equipment for corporate connectivity creates a hidden attack surface that traditional perimeter defenses often miss. Key implications include:Increased difficulty in attributing attacks, as compromised routers act like virtual private networks.Potential for lateral movement from a household device into critical business systems.Heightened regulatory scrutiny as data‑privacy laws tighten around supply‑chain security.The NCSC recommends a multi‑layered response: map all IT assets (including connections to consumer broadband), enforce multifactor authentication for remote access, and restrict network links to vetted external devices.Future Threat Landscape and Defensive StrategiesExperts predict that state‑backed actors will continue to expand their covert networks, exploiting the growing Internet of Things (IoT) ecosystem. As Volt Typhoon—the moniker given to a prominent China‑linked group—demonstrates, these botnets can be repurposed across sectors, from transportation to water infrastructure. Companies should therefore invest in continuous device‑firmware updates, adopt zero‑trust architectures, and collaborate with national cyber agencies to share threat intelligence promptly.

The United Kingdom’s cyber‑defence agency has issued a stark warning: Russian‑affiliated hackers are targeting everyday internet routers to conduct espionage operations. By compromising these edge devices, attackers can steal user credentials, redirect traffic to fraudulent sites, and potentially infiltrate other connected gadgets such as smartphones and computers. According to the National Cyber Security Centre (NCSC), the campaign appears opportunistic, casting a wide net before filtering for high‑value intelligence targets. This mirrors a broader trend where threat actors focus on hardware that bridges users to the cloud, often overlooking the security of routers and network cameras. Professor Alan Woodward of the University of Surrey emphasized that routers are frequently forgotten, becoming weak points in home and small‑business networks. "If a router is compromised, attackers can reroute users to fake banking sites, establish persistence on the network, and probe connected devices for further vulnerabilities," he explained. The NCSC attributes the activity to the notorious group APT28, also known as Fancy Bear, which is almost certainly linked to Russian intelligence services. APT28 previously orchestrated high‑profile attacks, including the 2015 breach of the German parliament that exposed confidential emails and legislators' schedules. In a parallel move, the U.S. Federal Communications Commission has prohibited the sale of all consumer‑grade routers manufactured outside the United States, citing "unacceptable risks to national security." The FCC warned that foreign‑made routers have been exploited to facilitate espionage, disrupt networks, and steal intellectual property. While most routers are produced in China or Taiwan, exceptions like Elon Musk’s Texas‑made Starlink devices are unaffected. Privacy specialists caution that a blanket ban will not resolve existing vulnerabilities, especially for legacy routers that no longer receive security patches. Woodward urged small businesses and individuals to keep firmware up to date and monitor network activity for anomalies. The article also revisits the 2016 Bangladesh central bank heist, where hackers siphoned $80 million by exploiting cheap, second‑hand routers that were exposed to the internet. Investigators believe a North Korean state‑linked group was behind that attack, illustrating how compromised routers can serve as gateways to critical financial systems. Overall, the NCSC’s alert underscores a growing geopolitical cyber‑threat landscape, where state‑sponsored actors leverage everyday hardware to gather intelligence and disrupt adversaries.