Breaking AI & Tech News Analyzed

The Lead: Iran's Internet Partially Restored Tehran, Iran – Authorities in Iran have reinstated some internet access three months after taking the country offline at the start of the war with the United States and Israel, but restrictions remain in place for most people. The Iranian government said last week that it had started a process to bring internet access back to a pre-war level, which was already very restricted as Iran was at the time still coming off an earlier 20-day shutdown imposed during deadly nationwide protests in January. The World's Longest Internet Blackout Last week's move ended more than 2,000 hours of near-total internet shutdown in the country of 90 million people, the longest-ever nationwide blackout in the world. But according to numerous user reports, local media accounts and expert analysis, Iranians' free access to the global internet is far from restored. Restricted Access and Blocked Services Access to millions of web pages remains blocked by the state, and almost all global services and apps such as YouTube, Instagram, Telegram, WhatsApp, Facebook and Waze are closed off and are not under consideration for reinstatement. Mobile, wireless and landline connections are slow and patchy, to varying degrees, while many local applications and services regularly malfunction or fail to load. The Black Market for Internet Access Most people are forced into a black market for access to the internet, which has proven lucrative for those selling virtual private networks (VPNs) or other circumvention methods, often through affiliations with the state. Those connections have now become cheaper after the authorities restored some internet bandwidth, but demand for VPNs has skyrocketed, and people remain exposed to scammers and malware while navigating the market. The Architecture of Filtering Meanwhile, even after the partial reopening, Iranian authorities continue to impose several complex layers of restrictions that have effectively turned full internet access into a privilege that very few people authorised by the state can enjoy. Many data centres have yet to be fully brought back online, and some internet protocols like IPv6 and HTTP/3 are blocked, while others like UDP are actively disrupted by the authorities, local media reported. Political Conflict Over Internet Policy That has prompted more criticism against Iran's relatively moderate President Masoud Pezeshkian, who campaigned against hardliners, in part, on reopening the internet. The Sazandegi reformist newspaper criticised the government over the "belated opening" in an op-ed on Saturday while the state-linked KhabarOnline news site wrote that the "Internet's technical infrastructure is the victim of the new architecture of filtering". The Tiered-Access Internet System Authorities have also failed to elaborate on what exactly they plan to do with the tiered-access internet system that they began expanding during the war. As part of the system, Iranians get varying degrees of access – or no access at all – to the global internet based on their profession and other classifications made by the state. To implement the scheme, a so-called "Internet Pro" scheme was introduced, which offers slightly less restricted access for about three times the price of a regular, more restricted internet package. Frustration and Limited Normalcy Still, more people have been able to get back on social media, where they have posted more videos from the war, including one that showed a new view as dozens of missiles rained down on the headquarters of Iran's supreme leader in downtown Tehran on February 28. Others are sharing war experiences, including where they were and how they felt when the first bombs hit the capital. But that hasn't alleviated the frustrations for many. "What we have right now is not the internet," said a Tehran resident, who spoke to Al Jazeera on condition of anonymity. "It's a return to the previous half-closed condition that is now being sold as an achievement."

The Failed Dealmaker: Trump's Iran Dilemma For weeks, Donald Trump has tried to find a way to end the war he started with Iran – a deal that would allow him to declare victory and move past the conflict before it causes severe damage to the global economy and sinks Republican chances in the US midterm elections. But the self-proclaimed master dealmaker can't seem to stop sabotaging his own negotiations or to acknowledge that Iran is now in a better position to demand concessions than it was before the war. Strategic Missteps: From Military Action to Negotiation Deadlock Over the Memorial Day holiday, Trump skipped his eldest son's wedding in the Bahamas and canceled plans to spend the weekend at his New Jersey golf club. The last-minute changes heightened speculation that Trump was ready to unveil a deal to end the war. Trump then announced that he would hold a cabinet meeting at Camp David, the presidential compound in Maryland that has been the site of historic diplomatic summits. But that meeting was moved back to the White House, as it became clear that Trump had not been able to close a deal he could announce with great fanfare. The Art of the Deal: Trump's Negotiation Paradox Why has an agreement eluded the business titan who wrote the bestselling 1987 book The Art of the Deal? Trump admires strongman leaders and is loth to project any sign of weakness – and he's afraid of reaching a deal with Iran that makes him look weak. The president is also sensitive to criticism that any agreement he negotiates will be worse for the US than the 2015 nuclear deal between Iran and six world powers, which was brokered by Barack Obama's administration. Leverage Reversed: How Iran Gained the Upper Hand Trump's main problem is that Iran has more leverage than he does – and Iranian leaders are well aware of that advantage. On 28 February, Trump launched a joint US-Israeli war against Iran, killing the supreme leader, Ayatollah Ali Khamenei, and other top military and political officials. But Iran retaliated with missile and drone strikes against US military bases across the Middle East, and it targeted the energy infrastructure of its Gulf neighbors. Iran also deployed its most effective economic weapon: it closed the strait of Hormuz, through which more than a fifth of the world's oil supply passed each day. Economic Fallout: Global Disruption and Rising Oil Prices The closure of the Strait of Hormuz – along with Iranian attacks on pipelines and gas fields in Kuwait, Saudi Arabia, Qatar and the United Arab Emirates – disrupted the global economy and increased oil prices. In the US, average gas prices have jumped by 50%, up to nearly $4.50 per gallon, since Trump launched the war. Trump and his ally, the Israeli prime minister, Benjamin Netanyahu, could not topple the Islamic regime that rose to power after Iran's 1979 revolution. Instead, they ended up strengthening it – by allowing Tehran to deploy its geographic control of the strait of Hormuz into a weapon that could instigate a global energy crisis and a worldwide recession. The Emerging Deal: Limited Concessions and Unresolved Issues The emerging deal is focused on solving a problem that didn't exist before Trump started this war: fully reopening the strait of Hormuz to commercial shipping so that oil prices can stabilize. Under a draft agreement being circulated to US allies, Washington would also lift its blockade of Iranian ports and allow Tehran to access about $12bn in frozen assets. Once again, Trump seems to be aiming for a limited deal with Iran that defers the most difficult questions to future talks, which could drag out for months or even years. Iran's Resilience: Military Strength Preserved In some ways, Iran has emerged stronger after a war intended to decimate its military capabilities. A CIA report sent to Trump earlier this month found that Tehran had managed to retain a significant part of its missile capabilities. The analysis said Iran preserved about 70% of its prewar stockpile of missiles and about 75% of its mobile launchers. The report also concluded that Iran was more resilient than US officials had claimed, and it could survive a naval blockade for months. Political Calculations: Midterm Elections and Trump's Dilemma At his cabinet meeting, Trump said he didn't care about the midterm elections and wasn't in a rush to reach a deal. "It's got to be perfect," Trump told reporters, adding: "I didn't do this to get a crummy agreement." Despite his weak position, Trump insists that he will strike a better deal with Iran than the one negotiated by the Obama administration in 2015. That agreement provided Tehran with relief from international sanctions in exchange for limits on its nuclear enrichment. The Unintended Consequences: Strengthening the Adversary Trump could have avoided starting a regime-change war that failed, leaving the world to deal with its consequences. Instead, the master negotiator handed Iran a new economic weapon – and more leverage to extract a favorable deal. The worst thing you can possibly do in a deal is seem desperate to make it. That makes the other guy smell blood, and then you're dead. Trump wrote in his famous book. The best thing you can do is deal from strength, and leverage is the biggest strength you can have.

The Birth of a Classic The Mekons and Gang of Four emerged from the same fine art course at Leeds University. After being inspired by the Clash and the Sex Pistols, the Mekons formed and recorded their first single, 'Never Been in a Riot', on a two-track tape recorder in a living room. The Making of 'Where Were You?' For their song 'Where Were You?', Bob Last from the Fast Product label helped them record at Spaceward in Cambridge. The song came together quickly with Kevin Lycett strumming two chords, Tom playing a choppy counter-melody, and Jon on drums. Mark White wrote the lyrics, and Andy Corrigan sang them. The Impact of 'Where Were You?' 'Where Were You?' became a huge success, selling over 27,000 copies and receiving significant airplay from John Peel. The song gained even more popularity when David Bowie compared the Mekons to T. Rex on a Radio 1 programme. The Legacy of 'Where Were You?' The song has remained a classic, with the Mekons still playing it live almost 50 years later. The song's lyrics, influenced by Buzzcocks' Pete Shelley, deal with themes of loneliness and feminism. The Mekons' decision to include women in the band and their anti-macho approach to music set them apart from other rock bands at the time. The Song's Enduring Influence 'Where Were You?' continues to have an impact, with the song being used in an advert for Honda's Acura cars and generating a substantial amount of money for the band. The Mekons' story serves as a testament to the power of creativity and perseverance in the music industry.

Glean's Rapid Growth in Enterprise AI Search Glean, a company often described as the Google for enterprise, has reached $300 million in annual recurring revenue (ARR), a three-fold increase from the $100 million milestone it reached just 15 months ago. This growth is particularly remarkable given the increasing competition in the enterprise AI search market from tech giants like Google, Microsoft, and OpenAI. The Competitive Landscape and Glean's Unique Value Proposition According to Glean CEO Arvind Jain, the company's early mover advantage and deep understanding of customers' business needs set it apart from competitors. Glean's AI tools achieve this understanding by connecting to and learning from enterprises' internal software systems, creating a "context graph" that helps reduce AI computing costs. The Cost-Cutting Advantage of Glean's AI Tools Glean's context graph helps enterprises cut AI computing costs by reducing the number of tokens consumed. This results in significant cost savings for customers, making it a major selling point in a market where many companies are struggling with AI budget overruns. Business Model and Pricing Structures Glean offers various pricing structures, including a consumption-based model and a hybrid model that combines a fixed monthly fee with separate usage fees. The company's customers include Databricks, Reddit, Pinterest, and Samsung. The Future Outlook for Glean and Enterprise AI Search As the enterprise AI search market continues to grow, Glean's focus on cost-cutting and its unique value proposition position it well for future success. With a valuation of $7.2 billion and a strong customer base, Glean is poised to remain a leader in the space.

The Personal Stories Highlight a Growing Youth Employment CrisisFour young adults, all aged 21‑24, share how the UK labour market has become a maze of unpaid internships, short‑term gigs and relentless job applications, leaving them anxious about the future.From Film Graduates to Care Leavers: Real‑World Barriers to EmploymentCatherina, 24, Brighton – Digital film graduate who has only secured runner roles despite festival‑screened shorts.Olivia, 24, Essex – Former retail worker forced to quit after epileptic seizures; cites inadequate employer adjustments and lack of disability‑specific guidance.Giovanna, 24, London – Care‑leaver who navigated hostel life, temporary hospitality jobs and a nine‑month civil‑service training scheme.Joseph, 21, Glasgow – Neurodivergent musical‑theatre trainee who cycled through supermarket, call‑centre and software‑engineering apprenticeship amid “hundreds” of applications.Common Threads Across the NarrativesRepeatedly sending hundreds of job applications with little to no response.Reliance on charities such as Spear, Young Women’s Trust and Drive Forward Foundation for coaching, CV help and mental‑health support.Financial insecurity forcing continued low‑paid work or early return from sick leave.Systemic gaps: lack of clear disability guidance, insufficient sick‑pay, and short‑term workplace counselling that fails neurodivergent staff.Why the Labour Market Is Failing Young PeopleThe stories echo the broader “Milburn report” warning that the labour market is increasingly inaccessible to young people, especially women and care‑leavers. Employers tout diversity initiatives, yet many lack the infrastructure to support disability accommodations or the mentorship needed for sustainable career progression.What Needs to Change to Re‑ignite Youth EmploymentGovernment‑mandated, clearer guidance on disability rights and employer obligations.Expanded financial safety nets for those unable to work due to health conditions.Long‑term, relationship‑based employment programmes that go beyond “first‑job placement”.Targeted investment in sectors that can absorb young talent, such as civil service apprenticeships and tech training pathways.

The Rise of AI Financial MarketsThe most important market of the future could be in LLM tokens — and financial groups are rushing to build new infrastructure for them. China's Shanghai Futures Exchange is currently designing a derivatives market for AI tokens, while major derivatives exchanges CME Group and the Intercontinental Exchange (the owner of the NYSE) have separately announced they're working on launching futures contracts for renting GPUs.Building the AI Derivatives InfrastructureGPU markets are still maturing, but given the wide range of companies using, selling, and renting GPUs, there's already a robust market for spot prices on GPU rental, typically charged by the hour. This has prompted major financial players to develop futures contracts that would allow businesses to hedge against fluctuating compute costs.Enterprise plans for major AI companies are commonly denominated in tokens: OpenAI, for example, charges $5 per million input tokens, and $30 per million output tokens if you want to use the API for its latest GPT-5.5 model. Even cloud providers are increasingly offering the opportunity to charge per token, as in Amazon's Bedrock system.The Economics of GPU and Token PricingAccording to data from AI Mining Co., which tracks daily GPU rental pricing across 28 marketplaces and cloud providers, median prices for Nvidia H100 GPUs ranged from $1.40 to $4.27 per hour across 13 marketplaces, while the average price for H200 GPUs were between $2.34 and $5 per hour across 10 marketplaces.Just over the past seven days, average H100 prices ranged from $2.79 to $3.33, showing the volatility that makes futures contracts attractive for risk management.Transforming the AI Investment LandscapeThe effort comes amid an unprecedented buildout of AI infrastructure. Cloud service providers, private equity firms, and infrastructure players alike have poured hundreds of billions into building data centers, anticipating that demand for GPUs and compute will continue to rise.An emerging crop of global neocloud companies is also vying for a piece of this demand. Some of these new entrants are specializing, focusing on inference, while others are competing with cloud giants like Oracle, AWS, and Google Cloud to offer their services to AI companies.The Future of AI Financial InstrumentsBy targeting AI tokens, the Shanghai exchange's derivative product would be tied to how AI companies price their services, giving businesses, investors, and data center operators a way to hedge against the cost of compute. As AI becomes increasingly central to business operations, these financial instruments will likely become essential components of the technology investment ecosystem.

The Lead Enterprise organizations are not rejecting AI. They are rejecting operational instability. This shift is becoming a defining reality for enterprise AI companies that scale versus those that stall after early momentum. The Event Details At TechCrunch Disrupt 2026, taking place October 13–15 at Moscone West in San Francisco, Arsalan Tavakoli-Shiraji, co-founder and SVP of field engineering at Databricks, will discuss this shift during his AI Stage session, “The Enterprise Isn’t Broken. Your Assumptions About It Are.” The Data Analysis The enterprise AI market is full of successful pilots that never became real deployments. Not because the technology failed, but because the organization could not absorb the operational consequences of adopting it. Databricks and other AI startups gaining traction inside large organizations increasingly share one thing in common: They reduce uncertainty. The Impact Analysis Enterprise buyers are asking different questions now. Concerns are no longer secondary; in many organizations, they have become core to the buying decision itself. For AI founders selling into the enterprise, understanding how technical systems interact with organizational behavior, infrastructure realities, procurement processes, governance concerns, and operational risk is crucial. The Prediction The startups that succeed in enterprise AI over the next several years may not necessarily be the ones with the most advanced models. They may be the ones that best understand how enterprises actually absorb change. The market is maturing, and enterprise AI success increasingly depends on more than strong engineering alone.

The Proposed Suspension of Carbon Tax Ministers are in discussions about suspending a carbon tax on fertilisers, due to come into effect early next year, in an effort to curb food inflation. The move would be part of a package of measures, including the suspension of import tariffs on a range of foods including bread, biscuits and bananas. Impact on Farmers and Food Inflation Government sources said they were looking at suspending tariffs on a range of fertilisers in order to discourage farmers from leaving fields fallow. Farmers have been considering leaving their fields fallow because rising costs mean they risk selling their 2027 crop at a loss. This would increase food inflation, which is already expected to rise sharply as the conflict in Iran raises fuel and fertiliser prices. Fertiliser Costs and Global Supply Chain Fertiliser costs have soared since the beginning of the Iran conflict, during which the strait of Hormuz has been closed. About 35% of the world’s fertiliser passes through the waterway and, since the conflict broke out in late January, about 1m tonnes of fertiliser have been stranded in the Gulf. Fertiliser producers said they expected the new tariffs, which were being put in place to match an existing EU scheme, could add £100 per tonne to costs. The Future Outlook Ministers are also cutting fuel taxes for farmers. The rate for red diesel and rebated biodiesel has been cut by more than a third, which the Treasury said made it the lowest in more than two decades. According to analysis from the Central Association for Agricultural Valuers, a 500-acre wheat farm could make a loss of £70,000 in 2027 because of higher costs caused by the Iran war. With farmers making decisions about 2027 cropping now, the economic outlook means they could be making difficult decisions such as leaving fields fallow.

The LeadA novel featuring a protagonist whose job is taken by AI has won the Climate fiction prize. Hum by Helen Phillips, the American writer's third novel, explores themes of technological displacement and the commodification of nature in a dystopian future.The Disneyfication of Nature in LiteratureHum is about a woman, May, who loses her job to a "hum" of the title – a humanoid robot. Struggling to find work, she becomes a guinea pig for an experimental injection that alters her face so it can't be recognised by surveillance. When she gets paid for it, she splashes out on family passes to the Botanical Garden, the last remaining green space in her city. There, things take a turn for the worse.The Climate Fiction Prize RecognitionThe prize, worth £10,000, was first awarded last year to Abi Daré for And So I Roar, the follow-up to her bestselling debut The Girl with the Louding Voice. This year's judging panel was chaired by Guardian theatre critic and former literary editor of the Independent, Arifa Akbar. Alongside Kit de Waal and Friederike Otto on the panel were author Jessie Greengrass and book influencer Simon Savidge.Judges' Perspectives on the NovelJudge and writer Kit de Waal described Phillips's book as being about the "Disneyfication of nature … turning nature into a rare place that we have to pay to see". Fellow judge and climate scientist Friederike Otto added that it "tackles the central reason that nothing is done about the climate crisis – privilege", while writer Daisy Hildyard described it as "mesmerising and scary".The Author's InspirationPhillips was inspired to write the book after walking home from work one day and having the thought that she needed to buy dishcloths, before opening her computer at home and finding that dishcloths were being advertised to her. "That eerie feeling stuck with me, and I started to think about what worst-case scenarios might arise from surveillance by an algorithm."Impact on Climate AwarenessHum "helps us connect with what really matters and stops us from sleepwalking into an inevitable dystopia", said Lucy Stone, CEO of Climate Spring, which funds the prize. "In the novel, the machines themselves start to question the insane volume of advertising and the consumer treadmill, and then show the family that there are multiple different futures lying ahead of them."Future RecognitionPhillips will appear at Hay festival to discuss the book on Saturday 30 May. Alongside Phillips on this year's shortlist were Madeleine Thien for The Book of Records, Robbie Arnott for Dusk, Keshava Guha for The Tiger's Share, Susanna Kwan for Awake in the Floating City and Maria Reva for Endling.