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The Final Countdown for TechCrunch Disrupt 2026 Savings This is it. The countdown is almost over. You now have until tonight at 11:59 p.m. PT to lock in Early Bird savings of up to $410 for TechCrunch Disrupt 2026 before prices increase. Event Overview: A Gathering of Tech's Elite If Disrupt has been on your must-attend list, this is your final chance to secure the lowest available rates before the next price jump hits. Once the deadline passes, so do the savings. Join 10,000+ founders, investors, operators, and innovators at Moscone West in San Francisco from October 13–15 for three days packed with networking, startup discovery, and conversations shaping the future of tech. Group Benefits: Bring Your Team at Reduced Rates Bring a plus-one at 50%, or bring a group to get an up to 30% discount. These options make it more affordable to attend with colleagues or team members. Why TechCrunch Disrupt Matters for the Industry TechCrunch Disrupt is where startup momentum accelerates. The event brings together the people actively building, funding, and scaling what's next across AI, fintech, SaaS, climate, cybersecurity, consumer tech, and beyond. What to Expect at the Conference With 300+ exhibiting startups, Startup Battlefield 200, curated networking experiences, and multiple stages of programming, Disrupt is built to help attendees make meaningful connections and real business progress. Who Should Attend Disrupt 2026 Disrupt is designed for founders raising capital, investors sourcing opportunities, operators scaling companies, and innovators looking for an edge. Whether you're launching your next startup, growing your network, or tracking the future of technology, Disrupt puts you in the room with the people driving the industry forward. High-Caliber Speakers and Sessions Every year, Disrupt brings together hundreds of influential voices across startups and venture capital. Past speakers have included leaders from the companies and firms shaping the future of AI, enterprise software, fintech, consumer tech, and more. This year will deliver the same high-caliber experience, with 200+ sessions across six industry-focused stages, plus roundtables and breakouts covering scaling, AI, fintech, infrastructure, robotics, and emerging technologies. Don't Miss the Early Bird Deadline Early Bird savings of up to $410 end tonight at 11:59 p.m. PT. After that, ticket prices increase. Register now to secure your TechCrunch Disrupt 2026 pass at a low rate before the deadline expires. Bringing more than just you? Save 50% on a second ticket, or up to 30% on community passes.

Former Scottish National Party chief executive Peter Murrell admitted to diverting over £400,000 of party funds for personal luxuries, a revelation that has ignited fresh debate over governance, accountability and the personal dynamics that allowed the fraud to persist for more than a decade.Murrell’s £400k Embezzlement: A Shopping Spree UnveiledThe court documents detail a bewildering list of purchases: three Fortnum & Mason advent calendars, a pair of Lalique crystal salt and pepper grinders, hundreds of pounds worth of Le Creuset cookware, and six Nintendo consoles. Smaller items such as parking tickets, Avon Skin‑So‑Soft body spray and a £3,070 robotic lawnmower also appear, illustrating a pattern that blended trivial expenses with conspicuous luxury.Breakdown of the Misappropriated ExpendituresHigh‑end kitchenware and home décor – Fortnum & Mason, Lalique, Le Creuset.Technology and entertainment – six Nintendo consoles.Personal accessories – Smythson bags, Bremont watches, fountain pens.Everyday indulgences – body spray, parking tickets, a robotic lawnmower.These items were bought over a 12‑year period that began shortly after Murrell and Nicola Sturgeon married, blurring the line between party resources and household spending.Financial Toll on the SNP and Public TrustThe misappropriation represents a material loss for a party that relies heavily on donor confidence. While the exact impact on the SNP’s campaign budget is unclear, the scandal arrived just weeks after the party’s vote share slipped in the Scottish Parliament elections, potentially compounding voter disillusionment.Implications for Scottish Political CultureThe case highlights two broader concerns: first, the lack of robust financial oversight within the SNP’s internal structures; second, the danger of conflating marital and professional roles in political leadership. Critics argue that keeping financial control within a family unit created an environment where “frosty defensiveness” could flourish, discouraging staff from questioning expenditures.What the Future Holds for SNP GovernanceIn the wake of Murrell’s guilty plea, the SNP faces pressure to institute stricter audit mechanisms and to separate personal finances from party accounts. Nicola Sturgeon has publicly stated she was unaware of the spending, but the episode may prompt a broader review of governance practices across UK parties, reinforcing the need for transparency to restore public confidence.

The Rise of Machine-Generated Traffic Cloud infrastructure has long been designed around humans who search, click, scroll, and stream in a steady and predictable fashion. However, AI agents behave differently. They can unleash a swell of activity, spinning up multiple sub-agents that query hundreds of databases, search documents, and call APIs in seconds and then disappear as quickly as they arrived. AWS's Next-Gen OpenSearch Serverless Under that premise, Amazon is redesigning a core piece of its cloud infrastructure. On Thursday, AWS launched its next generation of OpenSearch Serverless, a fully managed search and vector database — essentially a system for storing and retrieving information at scale — that's designed specifically for agentic workloads. AWS says the new system can instantly scale up when agents trigger tasks and scale back down to zero when idle. The Data Analysis Cloudflare says bots accounted for 31% of overall HTTP traffic over the last six months. AI crawlers, search engines, and assistants made up roughly a quarter of all bot requests during that period. 'Non-human traffic will exceed human traffic sometime in the first half of 2027,' said Lai Yi Ohlsen, senior product manager at Cloudflare. The Impact Analysis The launch reflects a growing realization across the tech industry: Infrastructure originally designed for a human-driven internet doesn't work as well in a world increasingly populated by agents. As AI agents still represent a relatively small portion of internet activity, machine-generated traffic is already significant, and poised to grow. The Prediction As a result, cloud providers and infrastructure companies have been reckoning with how to adapt systems built for humans to a world of agents that are constantly and autonomously retrieving information, invoking tools, and generating machine-to-machine traffic. The more companies deploy AI agents, the more pressure there will be to redesign infrastructure around machine-generated workloads, which in turn could make agents cheaper and easier to deploy at larger scales.

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.

Death of Yemen's Exiled Leader Marks End of an EraYemen's former president Abd-Rabbu Mansour Hadi, who fled house arrest by Houthi rebels and spent his final years in exile in Saudi Arabia, has died at age 80. Yemen's presidency confirmed the death, with state-run Yemeni TV reporting that Hadi died at his residence in Riyadh on Thursday.Former President's Life in ExileHadi was the internationally recognized president of Yemen who led a fractured government mostly from exile for eight years as the country descended into civil war and famine before stepping down in 2022. He fled to Saudi Arabia in 2015 as war erupted between the Iran-backed Houthis, who had forced the government from the capital Sanaa, and a Saudi-led coalition.The government announced three days of mourning, during which flags will be flown at half-staff. Hadi is survived by his wife, Hala, and six children.Human Cost of Yemen's ConflictAlthough a UN-brokered ceasefire is largely holding, the war has killed hundreds of thousands of people through direct and indirect causes. Last year, 19.5 million people needed aid, the United Nations reported. Yemen remains divided between the Houthi-controlled north and the government-run south, which includes a patchwork of factions.Political Vacuum in Divided YemenRashad al-Alimi, the head of the Presidential Leadership Council – the leadership body of Yemen's internationally recognized government – said Hadi believed in the Yemeni people's "right to a just state, freedom and human dignity." "He led the battle to defend the republican system," al-Alimi said on social media.Hadi took office in 2012 after a long stint as vice president to Ali Abdullah Saleh, who reluctantly ended his 33 years in power during Arab Spring protests. He handed over his powers – reportedly under Saudi pressure – to the newly formed Presidential Leadership Council in April 2022.Uncertain Path for Peace in YemenHadi, a career military officer, was waved through as the sole candidate in an election in which he won 99.8 percent of the vote. His presidency was thwarted with spells of unrest, with his opponents accusing him of favoring the country's eastern oil-rich provinces at the expense of the mountainous heartlands dominated by Houthis. After the Houthis overran the capital in 2014, they placed Hadi under house arrest in early 2015 before he escaped in February of that year.

Food Truck Turns Cigarette Butts into Dutch PancakesThe WasteBar food truck, spotted at the Het Vrije Westen liberation festival in Amsterdam’s Westerpark, offers a plate of poffertjes in exchange for 20 cigarette butts. The quirky payment method is designed to make people rethink litter by turning a common pollutant into a tangible reward. How WasteBar Converts Litter into Free Food at Dutch FestivalsCustomers hand over cigarette butts (or plastic pieces) at the truck.Pricing: 20 butts for a poffertje, 10 butts for a drink, 15 butts for fruit or candy.The truck appears at festivals, children’s events and business gatherings throughout the year. Scale of the Problem and Collected Butts: Numbers Behind the InitiativeGlobal production of cigarette butts exceeds 4.5 trillion each year; the Netherlands alone generates hundreds of millions.Municipalities spend roughly €36 million annually on butt cleanup.Since its 2022 launch, WasteBar has serviced > 50 events and collected > 500,000 cigarette butts.At the Westerpark festival, participants gathered 6,000 butts, enough for several hundred pancake portions. Potential Ripple Effects on Litter Behaviour in the NetherlandsBehavioural scientist Reint Jan Renes notes that the initiative leverages social norms and visible collective action, turning an abstract problem into a shared activity. By rewarding litter collection, WasteBar aims to create a “civic‑pride” mindset that could extend to other waste streams, such as dog poo, where the Netherlands has already made progress. Future Plans: Scaling Up and Recycling PartnershipsFounder Noreen van Holstein acknowledges that a single truck cannot solve the issue alone. She is seeking partners to recycle the amassed butts—currently stored in a drum with about 100,000 pieces—and to expand the model to more events. If successful, the concept could be replicated in other cities, reinforcing a broader cultural shift toward anti‑littering attitudes.

The prosecution: MelanieI want to live a healthier life too, but removing all plastics is unrealistic and unaffordableMy girlfriend, Amy, has become increasingly concerned about microplastics and environmental toxins, and it is starting to feel a little too much. It all began after she watched online content about how plastics affect fertility, and has escalated into a broader effort to remove anything she considers “toxic” from our home.We have thrown out hundreds of pounds’ worth of cleaning products and replaced toothbrushes and dental floss. I came home from work to find all our plastic food containers had been binned, and now she wants to discuss replacing furniture, like swapping our white plastic dining table for an oak one.In principle, I understand it will be better for us. I share her desire to live a healthier lifestyle, especially as we are trying for a baby using a donor and I will be the one carrying the pregnancy. However, the pace and the intensity of the change feels a bit unmanageable.If I pick up a plastic bottle of water, Amy will snatch it from my hands and say it’s poisonousWe can’t realistically eliminate all plastics and find alternatives overnight. Unfortunately, the world is full of plastic and so is our home: we have polyester cushions, plastic shoes and appliances that I’m not prepared to chuck out. Attempting a total removal feels financially and emotionally unsustainable. Buying a new dining table won’t be easy on our wallets.We are both self‑employed and saving for a baby, so we need to be frugal. Plastic‑free products are often deemed as specialist and it’s hard to get cheap alternatives. When I found Amy had splurged on all these organic cleaning products I was shocked, because they cost about £200.At the moment, it feels as if any “normal” behaviour is deemed to be unsafe by her. If I pick up a plastic bottle of water, Amy will snatch it from my hands and say it’s poisonous.I support her decision to live with fewer toxins, but her level of vigilance is harming our wellbeing. I want us to make healthier choices, but to do so gradually and realistically, rather than through sweeping changes that leave us feeling anxious and restricted.The defence: AmyI’m conscious of what we’re exposed to as we’re trying for a baby and I want the best for themPlastics and chemicals are everywhere. I’m not pretending we can eliminate them all, but I’d like to make some changes. I don’t think the only rational response when presented with all the information about toxins and plastics is to shrug and accept it without question.It’s not that hard to make some changes. Mel says: “Microplastics are everywhere, so where does it end?” But she should be saying: “What can we do to start?”Small changes help improve our health. I watched a documentary and it really scared me: I learned that just brushing my teeth with my normal toothbrush was releasing hundreds of thousands of microplastics into my mouth every day. These are linked to illness and altered brain functionality.Mel hasn’t heard all of the facts. If she watched the same documentary, she would feel the sameI didn’t start looking into endocrine disruptors and microplastics because I wanted to overhaul our home overnight. It was because we’re trying for a baby and that makes me more conscious of what we’re exposed to. If we have a child, I want them to have the best start in life and be as healthy as possible.Sometimes Mel acts as if I’m trying to dismantle our entire life, but I’m just trying to make things better. Switching cleaning products and replacing plastic food storage with glass will benefit us for years. When I threw our cleaning products away, it was because I had done the research and knew how much better nontoxic ones would be for us. That wasn’t a gradual adjustment, but I don’t regret it.I feel overwhelmed sometimes, but being told to “calm down” or “take it slow” doesn’t help. I don’t want to make our lives miserable. I want us to make informed choices together.Not drinking from plastic bottles is an easy change we can make, as is using better cleaning products. Mel and I need to work together on this, and active participation is important to me. If my decisions seem rash, it’s only because Mel hasn’t heard all of the facts. If she watched the same documentary she would feel the same. I don’t want to scare her, but making our home safer for our unborn child is a priority.The jury of Guardian readersGetting rid of plastic won’t make Amy and Melanie’s home healthier if they replace it with pressure and resentment. Amy’s pursuit is noble, but her cold‑turkey approach risks alienating Melanie from the cause.Estelle, 27They both want to live with fewer toxins, but Amy shouldn’t decide the pace at which they do this without agreement from Melanie. Amy throwing out all plastic containers and cleaning products without any discussion contradicts her claim that she wants “to make informed choices together”.Val, 68Life’s too short to make it hard for yourself. Carrying containers everywhere and only going to specialist retailers? No one’s got time for that when there’s work and chores to be done. Changing your life after one documentary is extreme, and Amy should consider the benefits of plastic.Ivan, 29We can’t live perfect lives, but that doesn’t mean we shouldn’t try to make better choices. I think they plan together what can change now and what can wait, Melanie might feel part of it instead of feeling it is something being done to her.Michael, 39Amy is valiant in trying to live a healthier lifestyle, but not making it a joint decision with Melanie seems to be detrimental to their relationship, and they need to be working together when they have a child. I wonder if Amy’s obsession might be masking a deeper issue.Jon, 50Now you be the judgeIn our online poll, tell us: should Amy bin her hatred of plastics?The poll closes on Wednesday 3 June at 9am BSTLast week’s resultsWe asked, should Martin stop telling his wife how to mop the floor?98% of you said yes – Martin is guilty2% of you said no – Martin is innocent

Experts Sound Alarm Over Looming Food CrisisLeading food policy specialists have warned that the UK is "sleepwalking" into a food emergency. A letter signed by nine experts—including former Marks & Spencer sustainability director Mike Barry, Food Foundation director Anna Taylor and Lea Valley Growers’ Association secretary Lee Stiles—calls for an immediate overhaul of the national food strategy to address rising temperatures, supply‑chain shocks and affordability. Escalating Costs and Climate‑Driven LossesFood prices are on track to be 50% higher this November than they were five years ago.Heatwaves and a dry spring have already reduced crop yields; economists estimate economic losses in the hundreds of millions of pounds.The Climate Change Committee warns that domestic food production must stay above 60% of national needs, or the UK could face damages exceeding £2 bn per year in the 2030s (up from ~£200 m today). National‑Security Implications and Political PushbackRetired General Richard Nugee argues that food security is now a national‑security issue, linking potential supply shortfalls to civil unrest and geopolitical instability. Despite this, Chancellor Rachel Reeves’s proposal for voluntary price caps on staple foods was rejected by supermarkets and opposition parties. What Policy Makers Must Do NextUpdate the UK Food Strategy to embed climate‑resilience measures and diversify domestic production.Consider mandatory price‑cap mechanisms or targeted subsidies to curb the 50% price surge.Integrate food security into national‑security planning, as urged by the UK’s spy chiefs and the Climate Change Committee.