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The Shift in Enterprise AI EvaluationEnterprise organizations are not rejecting AI; they are rejecting operational instability. This marks a critical inflection point where the market moves from experimentation to deployment safety. The defining reality separating scalable AI companies from stalled ones is no longer the power of the demo, but the safety of the deployment.TechCrunch Disrupt 2026: The Operational PivotAt 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 address this shift during his session on the AI Stage.Event: TechCrunch Disrupt 2026Date: October 13–15, 2026Location: Moscone West, San FranciscoSession: "The Enterprise Isn't Broken. Your Assumptions About It Are."The Pilot Trap: Why Models Don't Fail, Deployments DoThe enterprise AI market is currently plagued by successful pilots that never become real deployments. This failure is rarely due to technical underperformance but rather the organization's inability to absorb the operational consequences of adoption.Enterprise buyers are no longer asking if AI is exciting; they are asking if it is safe to deploy broadly. Key concerns now include workflow friction, governance, and explainability. An AI product can perform exceptionally well in a controlled environment but fail commercially if it creates instability within the business.Uncertainty Reduction as a Competitive AdvantageStartups gaining traction inside large organizations share a common trait: they reduce uncertainty. While breakthrough demos generate initial excitement, operational adoption requires clean integration, ease of governance, and trust over time.Tavakoli-Shiraji brings a unique perspective to this challenge, bridging the gap between enterprise strategy (via his background at McKinsey & Company) and deep technical systems architecture (PhD in computer science from UC Berkeley).The Future of Enterprise AI AdoptionThe next phase of enterprise AI success will likely belong to companies that understand how organizations absorb change, rather than those with the most advanced models. Founders must prioritize long-term operational adoption over initial excitement.

YouTube announced on May 28, 2026 that its Premium service will soon include an AI‑powered podcast recommendation tool, an “Auto speed” playback feature, and an on‑the‑go listening mode, aiming to deepen engagement with its growing podcast audience. AI‑Driven Podcast Recommendation Engine Launches The new recommendation tool leverages the same generative AI behind YouTube’s "Ask Music" to suggest podcasts based on genre, listener mood, or shows already enjoyed. Premium users will see personalized suggestions directly in the Podcasts tab, streamlining discovery without leaving the app. Auto Speed Playback and On‑the‑Go Mode Arrive on Android First Auto speed: Dynamically adjusts playback speed during slower speech or dense segments, preserving comprehension while reducing total listening time. On‑the‑go mode: Adds quick‑skip controls, episode‑jump shortcuts, and background‑play optimization for activities like running or commuting. Both features are live for Premium users on Android and will roll out to iOS in the coming months. Premium Podcast Consumption Metrics Highlight Growth Potential Premium users logged over 800 million hours of podcast playback in April 2026. YouTube Podcasts now boasts more than 1 billion monthly active users. The platform’s "Ask Music" already powers personalized radio stations, indicating a ready AI infrastructure for podcast recommendations. Strategic Play to Capture Audio‑First Audiences By enhancing discovery and hands‑free listening, YouTube is positioning itself against established audio platforms such as Spotify and Apple Podcasts, while also responding to Netflix's recent push into video podcasts. The focus on AI personalization and adaptive playback reflects a broader industry shift toward seamless, user‑centric audio experiences. What This Means for the Future of Podcast Platforms Analysts expect the AI recommendation engine to increase user retention, potentially driving Premium subscription growth by double‑digit percentages over the next year. If the Auto speed feature delivers measurable time‑saving benefits, it could set a new standard for intelligent playback, prompting competitors to develop similar adaptive technologies. The on‑the‑go mode further blurs the line between video and audio consumption, suggesting that YouTube will continue to integrate podcasting deeper into its core ecosystem.

Visa has disclosed an undisclosed investment in AI coding platform Replit, aiming to embed its payment suite directly into the developer environment so that both developers and AI agents can accept payments without leaving the platform. Strategic Investment and Joint Exploration of AI‑Powered Payments The two companies are testing how Visa Intelligent Commerce and the Trusted Agent Protocol can be woven into Replit’s workflow. More than 1,000 Visa employees already use Replit for prototyping, and the collaboration remains in an exploratory stage with no formal product announcements. Valuation Surge and Funding Milestones Highlight Replit’s Growth September 2025: Replit reached a $3 billion valuation. March 2026: Raised $400 million in a Series D led by Georgian Partners, pushing valuation to $9 billion. Enterprise self‑serve contracts now allow deals up to $200,000 without sales interaction. Customer churn is described as "very, very low" with net retention hitting 300 % in some cases. Implications for the Emerging Agentic Payments Ecosystem The move underscores a broader race to build infrastructure for "agentic payments," where AI agents transact on behalf of users. Competitors such as Robinhood (agent‑driven trading) and Google (shopping agents) are pursuing similar capabilities, suggesting the market will soon demand secure, verifiable AI‑mediated transactions. Future Trajectory: From Prototype to Mainstream Agentic Commerce If the exploratory projects mature, Replit could become a one‑stop shop for developers to build, host, and monetize AI agents, accelerating adoption of Visa’s Trusted Agent Protocol. Analysts anticipate that as enterprise adoption grows and churn remains low, the partnership may evolve into a commercial product suite within the next 12‑18 months, positioning Visa and Replit at the forefront of the next wave of AI‑driven commerce.

General Compute, a new inference neocloud, raised a $15 million seed round at a $60 million post‑money valuation and booked a $300 million order for SambaNova’s upcoming SN50 chips. The company promises 600‑700 tokens per second per chip and a deployment model that fits into existing, air‑cooled data‑center infrastructure. General Compute’s Funding and Strategic Partnerships Seed round led by FUSE VC with participation from Carya Venture Partners and Village Global Ventures. Co‑founders Finn Puklowski (CEO) and Jason Goodison (CTO) partnered with SambaNova, an Intel‑backed chipmaker focused on inference. General Compute will be the first neocloud to deploy SambaNova’s SN50 chips, ordering $300 million worth of hardware. Colocation strategy includes traditional data‑center providers and repurposed crypto‑miner facilities. Financial Snapshot: $15 Million Seed and $300 Million Chip Order Seed funding: $15 million raised, valuing the company at $60 million post‑money. Chip commitment: $300 million of SN50 chips on order, enough to power a large inference fleet. Comparable market moves: Nvidia’s $20 billion acquisition of Groq (Dec 2025) and Cerebras’ $57 billion IPO (May 2026) illustrate the scale of inference‑focused investments. Implications for the AI Inference Landscape The shift from GPU‑centric training to specialized inference hardware is accelerating. SambaNova’s memory‑rich, flexible architecture claims to outperform GPUs, Groq, and Cerebras on token‑throughput, delivering 600‑700 tokens/sec versus ~250 tokens/sec for GPUs. Air‑cooled, low‑power chips lower the barrier to entry for colocation, enabling rapid deployment in existing facilities and even in repurposed crypto‑mining sites. This could democratize high‑speed inference, pressure pricing, and spur a wave of niche cloud providers focused on agent‑to‑agent workloads. What the Next Year May Hold for Inference‑First Cloud Providers When SambaNova releases its next‑gen chips later in 2026, General Compute’s early access positions it to capture a sizable share of the fast‑inference market. Expect: Increased competition among inference‑only clouds (e.g., CoreWeave, OpenRouter) to offer multi‑model routing and token‑cost optimization. More venture capital flowing into inference‑focused startups, mirroring the recent $113 million Series B for OpenRouter. Potential consolidation as larger players (Nvidia, Intel) seek partnerships or acquisitions to secure the most efficient inference stacks. Speed and cost efficiency will become the primary differentiators, shaping the architecture choices that dominate the AI future.

Former Prime Minister Tony Blair has called for the UK to scrap its 2050 net‑zero goal and ramp up North Sea oil and gas drilling, prompting a swift backlash from climate experts who label the suggestion “bizarre” amid a historic heatwave and rising energy costs. Blair’s Call to Re‑Open North Sea Oil and Gas E3G programme director Ed Matthew warned that abandoning net zero during the “worst May heatwave on record” would be a “massive setback” for the UK, emphasizing that clean energy is cheaper and has near‑zero operating costs. Economic Stakes: £200 million Heatwave Losses and Fossil‑Fuel Costs Heat stress on livestock and crops is projected to cost the UK economy over £200 million this year. The International Energy Agency’s Fatih Birol notes that new oil fields would have “little impact” on domestic fuel prices. Renewable‑energy growth, especially record‑breaking solar generation, is already reducing household energy bills. Why Renewables Outperform Fossil Fuel Revival in the UK Analysts such as Jess Ralston (Energy and Climate Intelligence Unit) argue that expanding solar and other clean‑power technologies shields consumers from volatile fossil‑fuel markets and supports energy security as the North Sea declines. Comparisons to Spain’s renewable‑driven price stability reinforce the case for electrification as the “obvious route” to lower bills. What the Next Steps Mean for UK Energy Policy Government spokespersons confirm that no new exploration licences will be granted, focusing instead on managing existing fields for the remainder of their lifespan while accelerating the clean‑power mission championed by Energy Secretary Ed Miliband. If the current trajectory holds, the UK is likely to cement its position as a leader in renewable deployment, rendering calls to revive North Sea drilling increasingly marginal in policy debates.

The LeadIn the midst of ongoing conflict and hardship, Palestinians in Gaza are finding ways to celebrate Eid, transforming what should be a joyous occasion into a powerful form of resistance. This cultural resilience demonstrates the strength of the human spirit even in the face of extreme adversity.Celebrating Amidst AdversityEid, one of the most important religious holidays in Islam, traditionally marks the end of Ramadan, the holy month of fasting. For Gazans, this year's celebrations have taken on added significance as they continue to navigate the challenges of daily life under blockade and conflict. Despite limited resources and security concerns, families are making efforts to maintain traditions, prepare special foods, and gather for prayers, turning these acts into statements of defiance against their circumstances.The Symbolism of JoyIn a region marked by suffering and loss, the decision to celebrate carries profound political meaning. Each smile, each shared meal, and each moment of togetherness becomes an act of resistance against those who seek to diminish Palestinian dignity and culture. Community leaders note that maintaining cultural practices is essential to preserving identity and hope for future generations.International ResponseThe celebrations in Gaza have drawn attention from international observers and human rights organizations. Many have highlighted the contrast between the resilience shown by Palestinians and the ongoing challenges they face. Some international aid organizations have made special efforts to ensure that Gazans have access to basic necessities during the holiday, though access remains limited due to the blockade.Looking ForwardAs Eid concludes, Gazans face an uncertain future, with ongoing political tensions and humanitarian concerns. However, the spirit of resistance demonstrated through celebration serves as a reminder of the enduring strength of Palestinian culture and community. The ability to find joy in difficult circumstances continues to be a powerful form of resistance that transcends the immediate challenges of the present moment.

The Lead: Embracing Chaos for European Glory "Every year I have less and less control," Luis Enrique admitted last week. It may be a surprising remark from a manager whose success with Paris Saint-Germain has earned him unprecedented sway, but it is a good description of his team's uninhibited performances on the European stage. "We need to be constantly changing," he went on. "In modern football you need to have a bit less control in order to surprise your opponents." The Tactical Approach: PSG's Unique Preparation Strategy Off the pitch, though, PSG run a tight operation. Last Wednesday's Uefa-mandated media day offered a glimpse at the club's preparations before the Champions League final, including a rare chance to witness a full training session. Such was the domestic and international interest that dozens of journalists were left watching a stream of Luis Enrique's press conference from a room upstairs. PSG will have gone two weeks without a game before facing Arsenal in Budapest. A schedule of intrasquad friendlies and tactical breakdowns was put in place, rather than an intensive boot camp. "I think we do things a bit differently to the majority of teams," Luis Enrique said. "Rest is very important to me, to have those moments where you can decide where you want to be. I want the players to be happy to come to training." The Squad Management: Balancing Domestic and European Priorities One of the areas in which Luis Enrique does exert control is in his meticulous squad management. Given the team's lack of time off last summer owing to the Club World Cup and a spate of injuries this season, this aspect of the Spaniard's management has been increasingly important. Ousmane Dembélé is one of several senior players to have missed a large part of PSG's 14th Ligue 1 title campaign in 2025-26. A couple of weeks ago, the France international was voted by his peers as Ligue 1's player of the season despite starting only nine games until then (11, by the end of the season). His scarce playing time was not entirely down to rotation, however, given that he struggled with hamstring and calf injuries at separate stages. Marquinhos, meanwhile, was mostly spared from Ligue 1 duties from mid-February. Conveniently, the captain's absence from domestic matches coincided with Illia Zabarnyi finding form after a shaky start to his first season in Paris. None of the Champions League starters played more than 2,000 minutes in the league apart from Warren Zaïre-Emery and Vitinha (for context, Declan Rice played 3,099 league minutes for Arsenal and is one of six starters against Burnley this month north of the 2,000 mark). Only Zaïre-Emery, by virtue of his tireless versatility, made more than 30 league appearances. The 20-year-old, in his fourth season in the first team, filled in impressively at right-back at the start before reverting to a more familiar midfield role while Fabián Ruiz was injured. The Controversy: Schedule Adjustments and Fan Backlash Opposition fans have lamented what they regard as preferential treatment for PSG, the team having benefited from schedule readjustments on their way to a fifth consecutive title. In order to accommodate their European title defence, the Ligue de Football Professionnel (LFP) agreed to push back two matches, against Nantes and Lens, which would have been sandwiched between knockout European ties. Whereas Nantes agreed to postpone their match, Lens made a public show of going against their title rivals' request. The eventual runners-up argued that postponing the match meant "adapting to the demands of the most powerful, in the name of interests which seemingly go beyond the domestic scope". PSG pointed to an imperative of helping Ligue 1's Uefa coefficient and the precedent set in previous seasons when other clubs' continental campaigns were accommodated. When both matches were eventually played in midweek slots, opposition fans were loud and clear in expressing their discontent. "Qatar is killing French football" read one banner in Lens, where fans also criticised the LFP. A similar message unfurled by Nantes fans at the Parc des Princes a few weeks back led to clashes with stewards. The League Dominance: PSG's Path to Another Title By the time the top-of-the-table clash was played, PSG had a six-point lead with two games remaining. Luis Enrique's second XI, featuring academy graduates and bench players, had managed more often than not to grind out wins against defensive opponents, with the help of late cameos from the usual starters. It left the leading lights in Khvicha Kvaratskhelia, Désiré Doué, and Dembélé to focus on shining in Europe. PSG were troubled in individual matches, with Monaco achieving the league double over them, but no challengers other than Lens managed to offer any resistance in the second half of the season. This is in part down to the poor state of French teams' finances, a situation exacerbated by successive broadcast deals collapsing and a lack of long-term planning by the league authorities. The Final Showdown: Preparing for Arsenal in Budapest As PSG prepares to face Arsenal in the Champions League final, Luis Enrique's philosophy of controlled chaos will be put to the ultimate test. Having secured another domestic title with relative ease, the focus now shifts to European glory. The Spaniard's approach of prioritizing rest and managing his squad meticulously has positioned PSG as favorites, but Arsenal's own domestic success presents a formidable challenge. The final will be a clash of contrasting styles and philosophies, with Luis Enrique's unpredictable approach facing off against Mikel Arteta's structured system. For PSG, it represents the opportunity to complete a remarkable season by adding European success to their domestic dominance.

The Lead Scotland's manager, Steve Clarke, has signed a four-year contract extension, meaning he will remain in place until the end of the country's 2030 World Cup campaign. Historic Contract Extension The fresh, improved terms are no surprise but the length of deal will raise eyebrows given Clarke has been in position since 2019. Should he complete the term, he will become Scotland men's longest-serving manager. Clarke's Transformation of Scottish Football Clarke had initially been publicly confident he would step away after this summer's World Cup. The 62-year-old has taken Scotland to three tournaments from a possible four, with this World Cup a first since 1998. More recently, Clarke spoke of remaining in post. Player and Leadership Support The Scottish Football Association has always been agreeable to Clarke as the manager, despite disappointing displays at the past two European Championships. Scotland's players, including Scott McTominay, have also backed Clarke to remain. Clarke's Vision for Scottish Football "I'm proud to continue as head coach," Clarke said. "I know the Scotland supporters appreciate the achievements of this group in qualifying for back-to-back Euros and equally sure the whole nation rejoiced in our qualification for World Cup 2026 after such a long time." Building for the Future "It's very important to look ahead and plan for the future and, while my squad will be doing everything in their power to compete and make the country proud in the America this summer, it also gives us certainty ahead of the tournament knowing that we can look to build on those foundations for the long-term and it is a privilege to continue in this role." Challenges Ahead Mulholland's task is not a straightforward one. With top clubs dominating the Scottish football scene and typically not giving regular game time to young players from the country, the future looks tricky. Scottish FA's Perspective Ian Maxwell, the Scottish FA's chief executive, said: "During our discussions about the future we were all agreed that we cannot rest on our achievements or ever take qualification for granted. The passion and enthusiasm with which he discussed that road map emphasises that this will not simply be a continuation but a renewed purpose and focus over the next four years." Upcoming Matches Scotland's World Cup preparations continue with the visit of Curaçao to Hampden Park on Saturday.

Unpacking America's Defining Speeches Ben Rhodes, a former speechwriter and deputy national security adviser to Barack Obama, has written a book titled 'All We Say: The Battle for American Identity: A History in 15 Speeches'. The book examines 15 significant speeches that have shaped American history and identity. The Event Details Rhodes' book starts with speeches from 250 years ago, including those by Benjamin Franklin and Sagoyewatha or Red Jacket. It covers great speeches by figures such as Frederick Douglass, Abraham Lincoln, Franklin D Roosevelt, Martin Luther King Jr, and John F Kennedy. The book also includes reactionary voices like Alexander H Stephens, Ronald Reagan, and Donald Trump. The Data Analysis Rhodes notes that it was challenging to find speeches by women, particularly before World War II. He highlights the speeches of lesser-known 19th-century campaigners like Maria Stewart and Anna Dickinson, as well as Dolores Huerta, the champion of Hispanic workers. The Impact Analysis The book aims to show how American identity has evolved over time. Rhodes discusses how Obama's speeches, such as 'A More Perfect Union', addressed issues of race and identity. He also analyzes speeches by other significant figures, including Frederick Douglass and his 'Composite Nation' speech, which advocated for mixed-race democracy. The Prediction Rhodes' work offers insights into the complexities of American identity and the power of speeches to shape the national conversation. His book provides a nuanced understanding of the country's history and the ongoing struggle to define what it means to be American.