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Breaking Down the Complex Language of AI Artificial intelligence is changing the world, and simultaneously inventing a whole new language to describe how it’s doing it. Spend five minutes reading about AI and you’ll run into LLMs, RAG, RLHF, and a dozen other terms that can make even very smart people in the tech world feel insecure. This glossary is our attempt to fix that. We update it regularly as the field evolves, so consider it a living document, much like the AI systems it describes. Artificial General Intelligence (AGI) Artificial general intelligence, or AGI, is a nebulous term. But it generally refers to AI that’s more capable than the average human at many, if not most, tasks. OpenAI CEO Sam Altman once described AGI as the “equivalent of a median human that you could hire as a co-worker.” Meanwhile, OpenAI’s charter defines AGI as “highly autonomous systems that outperform humans at most economically valuable work.” Google DeepMind’s understanding differs slightly from these two definitions; the lab views AGI as “AI that’s at least as capable as humans at most cognitive tasks.” Confused? Not to worry — so are experts at the forefront of AI research. AI Agent An AI agent refers to a tool that uses AI technologies to perform a series of tasks on your behalf — beyond what a more basic AI chatbot could do — such as filing expenses, booking tickets or a table at a restaurant, or even writing and maintaining code. However, as we’ve explained before, there are lots of moving pieces in this emergent space, so “AI agent” might mean different things to different people. Infrastructure is also still being built out to deliver on its envisaged capabilities. But the basic concept implies an autonomous system that may draw on multiple AI systems to carry out multistep tasks. API Endpoints Think of API endpoints as “buttons” on the back of a piece of software that other programs can press to make it do things. Developers use these interfaces to build integrations — for example, allowing one application to pull data from another, or enabling an AI agent to control third-party services directly without a human manually operating each interface. Most smart home devices and connected platforms have these hidden buttons available, even if ordinary users never see or interact with them. As AI agents grow more capable, they are increasingly able to find and use these endpoints on their own, opening up powerful — and sometimes unexpected — possibilities for automation. Chain-of-Thought Reasoning Given a simple question, a human brain can answer without even thinking too much about it — things like “which animal is taller, a giraffe or a cat?” But in many cases, you often need a pen and paper to come up with the right answer because there are intermediary steps. For instance, if a farmer has chickens and cows, and together they have 40 heads and 120 legs, you might need to write down a simple equation to come up with the answer (20 chickens and 20 cows). Coding Agent This is a more specific concept that an “AI agent,” which means a program that can take actions on its own, step by step, to complete a goal. A coding agent is a specialized version applied to software development. Rather than simply suggesting code for a human to review and paste in, a coding agent can write, test, and debug code autonomously, handling the kind of iterative, trial-and-error work that typically consumes a developer’s day. Compute Although somewhat of a multivalent term, compute generally refers to the vital computational power that allows AI models to operate. This type of processing fuels the AI industry, giving it the ability to train and deploy its powerful models. The term is often a shorthand for the kinds of hardware that provides the computational power — things like GPUs, CPUs, TPUs, and other forms of infrastructure that form the bedrock of the modern AI industry. Deep Learning A subset of self-improving machine learning in which AI algorithms are designed with a multi-layered, artificial neural network (ANN) structure. This allows them to make more complex correlations compared to simpler machine learning-based systems, such as linear models or decision trees.

TechCrunch Disrupt 2026 is positioning itself as the premier convergence point for the startup ecosystem, offering a critical window for visibility through its Expo Hall. For founders and operators, the event represents more than just a conference; it is a strategic opportunity to bypass the noise of traditional marketing and engage directly with a highly concentrated audience of capital and talent. The Epicenter of Startup Deal-Making The core of the Disrupt experience is the Expo Hall at Moscone West, which serves as the operational hub for the event from October 13–15. With over 10,000 founders, investors, and operators in attendance, the density of opportunity is unprecedented. Unlike passive trade shows where attendees wander aimlessly, the Disrupt Expo Hall is designed around 'intent.' Investors and decision-makers do not just walk the floor; they arrive with specific goals, making the environment significantly more effective than standard networking events. The Economics of Proximity: Valuing Intent Over Reach The value proposition of the Exhibitor Program is rooted in the cost of acquiring high-quality leads versus the cost of time. For $12,500, a startup secures a three-day presence in the highest-traffic area of the event, complete with a fully branded 6’ table, signage, and seating. However, the package extends beyond the booth itself. It includes access to networking events, media coverage, and the ability for teams to move through the venue, joining conversations where decisions are actually made. Direct Access: Positioning directly in the path of investors and operators. Operational Flexibility: Teams are equipped to operate beyond the booth, engaging in high-value conversations. Brand Credibility: Full branding and media exposure elevate the startup's profile. Why the Return Rate is High Startups consistently return to Disrupt year after year because the results are tangible. The event compresses the sales cycle; conversations that might take months to initiate can start and move forward within days. The high density of the Expo Hall creates an environment where ideas move quickly from introduction to opportunity. This is particularly valuable for early-stage and growth-stage companies ready to accelerate their market entry. The Future of Physical Networking As the startup ecosystem becomes increasingly digital, the value of physical proximity is rising. The Disrupt Expo Hall offers a unique advantage: it is a controlled environment where the 'noise' of the internet is filtered out, leaving only the signal of intent. For companies serious about growth, the exhibit table is not a luxury but a strategic necessity. The limited inventory of tables means that the opportunity to secure a spot is time-sensitive, making the decision to exhibit a race against competitors.

Executive Overview: SpaceX’s $119 Billion Terafab AmbitionSpaceX has filed a proposal to build a vertically integrated semiconductor and advanced computing fab—dubbed Terafab—in Grimes County, Texas. The plan outlines an initial spend of $55 billion with a potential total investment of $119 billion, targeting chips for AI servers, satellites, space‑based data centers, and autonomous vehicles.Project Blueprint: Multi‑Phase Facility DetailsLocation under review: Grimes County, with other sites being considered.Partnerships: Intel will collaborate on chip design and manufacturing.Scope: “next‑generation, vertically integrated semiconductor manufacturing and advanced computing fabrication facility.”Goal: Produce enough chips to deliver 1 terawatt of power per year.Financial Scope: $55 B Initial Outlay and $119 B Total ProjectionThe filing breaks down the budget into two phases:Phase 1: $55 billion for site acquisition, infrastructure, and early‑stage fab equipment.Phase 2: Additional spending to reach a cumulative $119 billion, covering full‑scale production lines and R&D.;Potential revenue streams: AI compute services, satellite communications, and licensing of proprietary chips.Strategic Implications for AI, Space and Automotive SectorsBy internalizing chip production, SpaceX aims to close a supply gap that Elon Musk says is slowing AI and robotics development across his ecosystem—including xAI, Tesla, and future space‑based data centers. The move could also shift competitive dynamics with traditional fabs in Taiwan, South Korea, and the United States.Future Outlook: Timeline, Competition and Market Ripple EffectsShort‑term: Decision on final site expected within the next 6‑12 months.Mid‑term: Groundbreaking could occur by 2027 if financing is secured.Long‑term: The combined SpaceX‑xAI entity, valued at $1.25 trillion, plans an IPO in June, potentially leveraging the fab’s output to boost valuation.Risk factors: Regulatory approvals, supply‑chain constraints, and the ability to attract top‑tier talent.

DeepSeek’s Funding Surge: From $20B to $45B in Weeks DeepSeek, the Chinese AI lab known for a cost‑efficient large language model, is in talks to raise its first venture‑capital round that could push its valuation to $45 billion, up from $20 billion just weeks earlier. First Venture Capital Round Targets Chinese AI Champion The round will be led by the state investment vehicle China Integrated Circuit Industry Investment Fund. Potential co‑investors include cloud giants Tencent and Alibaba. Founder Liang Wenfeng, who owns nearly 90% of the company, is seeking capital to retain talent amid competitor poaching. Valuation Leap and Investor Line‑up: Numbers at a Glance Previous valuation: $20 billion Target valuation: $45 billion Founder ownership: ~90% Key investors: China Integrated Circuit Industry Investment Fund, Tencent, Alibaba Model advantage: runs on Huawei chips, lower compute cost Strategic Implications for China’s AI Independence The funding aligns with Beijing’s goal to develop home‑grown AI hardware and software, reducing reliance on U.S. chips. By optimizing models for Huawei silicon, DeepSeek offers a domestic alternative to OpenAI and Anthropic, potentially accelerating China’s AI ecosystem. What the Next Funding Milestone Could Mean for Global AI Competition If the round closes at the projected valuation, DeepSeek could attract further private and state capital, scale its model offerings, and challenge Western AI leaders on both performance and cost. Analysts expect increased pressure on U.S. firms to secure supply chains and consider strategic partnerships in Asia.

The Rise of 'Quantum-Inspired' Enterprise AI in EuropeQuTwo, the Helsinki-based AI lab founded by former AMD Silo AI CEO Peter Sarlin, has secured a $29 million angel round, valuing the company at $380 million. This funding marks a pivotal moment for European sovereign tech, highlighting a strategic pivot away from hyper-growth VC models toward long-term R&D; in 'quantum-inspired' computing.Orchestrating the Hybrid FutureQuTwo's core offering, QuTwo OS, is an orchestration layer designed to direct tasks across classical, quantum, and hybrid architectures. Rather than betting solely on the nascent quantum hardware market, Sarlin argues that enterprise use cases are best served by 'quantum-inspired' computing—using classical chips to simulate quantum behavior. This approach allows for more reliable hardware deployment while preparing for the eventual quantum era.Product Focus: QuTwo OS directs tasks to classical, quantum, or hybrid architectures.Core Philosophy: 'Quantum-inspired' computing uses classical chips to simulate quantum behavior.Enterprise Goal: To serve bread-and-butter business needs with reliable hardware.A Strategic Valuation in a Billion-Dollar EraWhile the $380 million valuation is significant, it is notably 'modest' compared to the $1 billion+ rounds seen in the European AI space recently (e.g., Ineffable Intelligence, Ami Labs). By choosing an angel round over a massive VC injection, QuTwo avoids the pressure to become Europe's 'OpenAI' immediately. Instead, the company leverages a network of high-profile investors like Yuri Milner and Xavier Niel to facilitate introductions and strategic partnerships rather than just capital.Europe's Sovereign Tech MomentumThe funding comes at a critical geopolitical time. As Europe seeks to reduce reliance on U.S. tech providers, there is a strong tailwind for local alternatives. QuTwo's expansion into Sweden and hiring of 50 scientists signals a commitment to building a regional powerhouse in automotive, life sciences, and gaming sectors. This move aligns with a broader trend of European founders prioritizing long-term mission over short-term exit strategies.The Long-Term Horizon for AI and QuantumSarlin’s strategy suggests that the next decade will be defined by the integration of classical and quantum computing paradigms. By focusing on the 'next paradigm' rather than the current one, QuTwo aims to position itself as a global leader. The success of this model will likely encourage other European founders to follow suit, favoring sustainable, mission-driven growth over aggressive scaling.

The Disappointment of a Missed Opportunity Millwall's dreams of automatic promotion to the Premier League were short-lived, lasting only three minutes into their match against Oxford. The Lions were eager to capitalize on Ipswich's result against QPR, but the news of Ipswich's goal quickly dampened the atmosphere at The Den. The Event Details The match against Oxford was a strange occasion, with Millwall needing a better result at home than Ipswich to secure promotion. However, with Ipswich taking the lead against QPR, the pressure was off, and the game became more about securing a playoff spot. Millwall's manager, Neil, had emphasized the importance of focusing on their own game rather than results elsewhere. The Data Analysis Millwall finished third in the Championship, securing a playoff spot. Although they did not achieve automatic promotion, their third-place finish and participation in the playoffs come with a significant prize. The exact financial details of the prize were not specified, but it is a notable reward for the team's performance. The Impact Analysis The disappointment of missing out on automatic promotion will linger, but Millwall can take pride in their performance throughout the season. The team's players, mostly EFL old hands, understand the significance of this opportunity. A successful playoff run could still lead to promotion, providing a chance for the players to experience the top tier. The Prediction While Millwall's automatic promotion hopes are dashed, their focus will shift to the playoffs. A strong performance in the playoffs could still secure a Premier League spot, providing a thrilling conclusion to the season. The team's manager, Neil, expressed pride in his team's performance, and with the right mindset, they can still achieve their goal.

The Drama Unfolds: Jule Brand's Late Winner Renée Slegers conceded OL Lyonnes were the better team after Jule Brand’s late winner settled an absorbing semi-final to end Arsenal’s defence of their Women’s Champions League title. It will be Lyonnes 12th European final, extending their own record. The Event Details: A Nail-Biting Encounter With the tie level at 3-3 on aggregate after Alessia Russo’s goal for Arsenal and seemingly heading for extra time, Brand collected Melchie Dumornay’s chipped through ball and tucked a neat finish into the far corner. The goal was initially disallowed for offside, but after a three-minute video assistant referee check the goal was given, sparking joyous celebrations by the home supporters. The Impact Analysis: Lyonnes' Dominance Lyonnes were deserved winners, thanks largely to inspired performances from Dumornay and Kadidiatou Diani. Slegers said: “Lyon raised their levels. They came out really strong. They had Selma Bacha and Melchie Dumornay back in the side, who are world-class players. The Data Analysis: Key Statistics Lyonnes' 12th European final appearance Jule Brand's late winner secured the win Melchie Dumornay's inspired performance Kadidiatou Diani's pace on the right wing caused Arsenal problems The Prediction: What's Next OL Lyonnes will face either Barcelona or Bayern Munich in the Women's Champions League final in Oslo on 23 May. Lyonnes coach Jonatan Giráldez said: “Losing the first leg was tough, but the important thing was to bounce back. We played great football and we deserved the win.”

The Turning Point for Newcastle Newcastle United secured a crucial 3-1 victory over Brighton & Hove Albion, ending a debilitating run of five straight defeats. This win not only bolstered manager Eddie Howe's fragile job security but also lifted the team out of a potential relegation struggle. Key Moments in the Match Will Osula opened the scoring for Newcastle in the 12th minute, capitalizing on an error by Brighton's goalkeeper, Bart Verbruggen. Dan Burn doubled Newcastle's lead with a header in the 24th minute from a Bruno Guimarães corner. Brighton pulled a goal back through Jack Hinshelwood, but Harvey Barnes sealed the win with a late third goal. The Impact on Newcastle's Season This victory is significant for Newcastle as it comes at a critical time, with the team's chairman, Yasir al-Rumayyan, and representatives from the Saudi Arabian Public Investment Fund in attendance. The win could revitalize Newcastle's season and provide a much-needed boost to the team's morale. The Implications for Eddie Howe The pressure on manager Eddie Howe had been mounting due to Newcastle's poor form. This win provides some relief and could give Howe the breathing space to implement changes and stabilize the team. The Outlook for Both Teams While this win eases Newcastle's relegation concerns for now, Brighton & Hove Albion's hopes of European qualification have taken a hit. The match showcased the unpredictability of the Premier League and the importance of capitalizing on key moments to secure victories.

West Ham's Survival Hopes Shattered by Brentford's Dominant WinWest Ham United entered the match needing a win to climb out of the relegation zone, but a 3-0 defeat at Brentford left them just two points above the bottom three and vulnerable to Tottenham's result against Aston Villa.Brentford's 3-0 Victory: Key Moments and Tactical EdgeBrentford took the lead within the first minute through Michael Kayode, capitalising on a defensive mix‑up. A controversial own‑goal by Konstantinos Mavropanos doubled the lead, and Mikkel Damsgaard sealed the win with a clever finish.Goal 1: Kayode (1’) – quick counter‑attack.Goal 2: Own‑goal (Mavropanos) – deflection off the line.Goal 3: Damsgaard (68’) – nutmeg and finish.Brentford’s Igor Thiago added a penalty (55’) after a foul on Dango Ouattara.Points Shift and League Position ImpactThe loss keeps West Ham at 18th place, two points clear of the drop zone. A win for Tottenham Hotspur would push them into the relegation spots. Brentford move into sixth place, strengthening their European qualification hopes.West Ham: 33 points after 35 games.Tottenham: 34 points, playing Aston Villa.Brentford: 58 points, solidifying top‑six push.Relegation Race Tightens: Tottenham's Potential LeapTottenham’s upcoming clash with Aston Villa becomes a six‑point swing. If they win, West Ham drop into the bottom three; if they slip, the Hammers retain a slim cushion.Current bottom three: Tottenham, Sheffield United, Burnley.Remaining fixtures for West Ham: 7 matches.Key upcoming opponent: Arsenal (away).What Lies Ahead for West Ham, Brentford, and TottenhamWest Ham must tighten both defensive lines and find a clinical edge against Arsenal. Brentford will look to maintain momentum and secure a European spot, while Tottenham faces a decisive test that could either rescue or condemn their season.