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Why a Living AI Glossary Matters NowArtificial intelligence is reshaping every industry, but its rapid evolution has spawned a parallel explosion of terminology that can leave even seasoned technologists feeling insecure. TechCrunch’s new glossary aims to provide a single, regularly‑updated reference that translates the most common AI buzzwords into plain language.Key Definitions from AGI to RLHFThe article walks readers through a spectrum of concepts, including:Artificial General Intelligence (AGI) – AI that outperforms humans on most economically valuable tasks, as defined by OpenAI and Google DeepMind.AI Agent – An autonomous tool that can perform multi‑step tasks such as expense filing, ticket booking, or code maintenance.API Endpoints – “Buttons” that let software components interact, enabling agents to automate third‑party services.Chain‑of‑Thought Reasoning – A technique that breaks problems into intermediate steps to improve accuracy.Compute – The hardware (GPUs, CPUs, TPUs) that powers AI model training and inference.Deep Learning – Multi‑layered neural networks that learn features directly from data.Diffusion – The process behind many generative AI models that learns to reverse noise‑added data.Distillation – A teacher‑student method for creating smaller, faster models like GPT‑4 Turbo.Fine‑Tuning – Adding task‑specific data to a pre‑trained model to improve performance.GAN – Generative Adversarial Networks that pit a generator against a discriminator to produce realistic outputs.Hallucination – When models generate inaccurate or fabricated information.Inference – Running a trained model to make predictions, often accelerated by specialized hardware.LLM – Large Language Models that power assistants such as ChatGPT, Claude, Gemini, and Llama.Memory Cache (KV Caching) – An optimization that stores intermediate calculations to speed up inference.Open Source vs. Closed Source – The debate over publicly available model code (e.g., Meta’s Llama) versus proprietary systems (e.g., OpenAI’s GPT).Parallelization – Executing many calculations simultaneously, a cornerstone of modern AI hardware.RAMageddon – The current shortage of memory chips driven by AI data‑center demand.Recursive Self‑Improvement (RSI) – Models that can redesign themselves, a potential step toward singularity.Reinforcement Learning from Human Feedback (RLHF) – Training models with reward signals to improve helpfulness and safety.Tokens & Throughput – The basic units of text processing that determine cost and performance.Quantifying the AI Vocabulary ExplosionThe glossary covers more than 30 distinct terms, each accompanied by concise explanations and links to deeper resources. By cataloguing this breadth, the piece highlights how quickly the AI lexicon has expanded within just a few years of mainstream adoption.Implications for Developers, Investors, and the PublicUnderstanding this terminology is no longer optional. For developers, clear definitions accelerate product building and reduce miscommunication when integrating APIs or deploying agents. Investors gain a sharper lens for evaluating startup pitches that hinge on concepts like fine‑tuning or distillation. Meanwhile, the broader public can better assess claims about “AGI” or “hallucinations,” mitigating hype‑driven misinformation.Future of AI Terminology and Industry AdoptionTechCrunch positions the glossary as a “living document,” promising regular updates as new techniques (e.g., emerging diffusion variants or next‑gen RLHF methods) appear. As AI systems become more autonomous and specialized, the vocabulary will continue to evolve, making ongoing education essential for anyone interacting with the technology.

The Rise of AI Psychosis in Corporate Decision MakingBox founder Aaron Levie has identified a troubling trend in corporate America: what he calls "AI psychosis," where executives and decision-makers become so enamored with artificial intelligence that they believe it can replace human jobs without understanding what those roles truly entail. This overenthusiasm for AI is leading to significant workforce reductions and a growing backlash from both employees and users.Workforce Reductions Fueled by AI AmbitionThe consequences of this AI psychosis are already becoming apparent in the tech industry. Productivity software company ClickUp recently cut 22% of its workforce, citing a shift toward AI agents. This move is part of a larger trend where tech layoffs in 2026 are already nearly matching the total number of layoffs seen throughout all of 2025. These cuts suggest that companies are prioritizing AI implementation over human talent, often without fully understanding the implications.User Backlash Against Forced AI IntegrationWhile companies push AI solutions, users are increasingly resisting. DuckDuckGo has seen a surge in installations from users who want Google to stop forcing AI into search results and simply provide traditional links. This user backlash highlights a disconnect between corporate AI strategies and actual consumer preferences, suggesting that not all AI implementations are welcome or beneficial.The Duality of AI AdoptionAs TechCrunch's Equity podcast hosts discuss, both the AI-pilled (those enthusiastically embracing AI) and the AI-skeptical (those questioning its implementation) may have valid points. The challenge lies in finding a balance where AI augments human capabilities rather than replacing them entirely, and where technology serves actual needs rather than being implemented for its own sake.Future of Work in an AI-Driven EconomyAs AI continues to evolve, companies must develop more nuanced approaches to workforce planning and technology implementation. The current trend of replacing human workers with AI agents may prove shortsighted if it leads to decreased product quality, poor user experience, and loss of institutional knowledge. The future likely lies in hybrid models where AI and humans collaborate, each bringing their unique strengths to the workplace.

The LeadThe Kiwibit Bird Feeder Pro 4K AI Camera has emerged as a revolutionary backyard accessory that combines traditional bird feeding with cutting-edge artificial intelligence. This smart device not only attracts birds but also identifies and tracks their visits, creating an engaging experience for nature enthusiasts.The Event DetailsSetting up the Kiwibit Bird Feeder Pro is straightforward with multiple mounting options for poles, window ledges, or trees. The device features dual seed compartments for easy refills and cleaning, and a solar panel to eliminate battery concerns. Key specifications include 2.4 GHz Wi-Fi support, cloud storage, built-in two-way audio, and a 130-degree wide-angle lens.Once installed, the feeder connects to the Kiwibit app, which notifies users when birds visit, allows them to watch recordings, and tracks all visits. The app uses Kiwibit's proprietary bird-identification algorithm to recognize over 10,000 bird species, providing detailed information about each species through integration with Wikipedia.The Data AnalysisPriced between $179.99 and $249.99 depending on the model, the Kiwibit Bird Feeder Pro offers significant value for wildlife enthusiasts. During testing, the device successfully recorded visits from six different bird species, with users receiving notifications for each visitor. The Activity tab tracks metrics such as visit count, videos recorded, and species observed, providing quantifiable data about backyard biodiversity.However, the system has a notable limitation in accurately counting visits. When a bird remains in front of the camera for extended periods, the AI may register multiple visits even if the bird hasn't moved significantly, affecting the accuracy of the visitation data.The Impact AnalysisThe Kiwibit Bird Feeder represents a significant advancement in smart wildlife observation, merging technology with nature appreciation. This device democratizes ornithology by making bird identification accessible to casual observers without requiring specialized knowledge. The integration of AI technology transforms passive bird feeding into an interactive, educational experience that encourages users to learn about local wildlife.Additionally, the device's ability to capture and share moments creates new opportunities for community engagement among nature enthusiasts, similar to how Pokémon GO transformed casual exploration into a social gaming experience.The PredictionAs AI technology continues to advance, we can expect future iterations of smart bird feeders to improve in accuracy and functionality. The current limitations in visit counting will likely be addressed through enhanced computer vision algorithms. Furthermore, we anticipate the integration of additional features such as automated food dispensing based on species recognition, weather-adaptive feeding schedules, and expanded social sharing capabilities.The success of devices like the Kiwibit Bird Feeder suggests a growing market for smart wildlife observation technology, potentially leading to more sophisticated backyard ecosystems that monitor and interact with various species beyond birds, creating comprehensive backyard biodiversity monitoring systems.

The Lead: Asian Markets React to Diplomatic DevelopmentsAsian stocks are rising today amid hopes of a US-Iran peace deal and the potential reopening of the Strait of Hormuz, a critical shipping route that has been impacted by regional tensions. The positive market sentiment comes as US President Donald Trump has circulated a draft peace agreement among allies, including Israel, which could significantly alter the geopolitical landscape in the Middle East.The Event Details: US-Iran Peace Proposal TermsPresident Trump has shared a draft peace agreement for the war with Iran, similar to proposals circulating throughout the Middle East. The key provisions include:Opening the Strait of Hormuz to commercial shippingLifting the US blockade of Iranian portsProviding Iran with access to up to $12 billion (£9 billion) in frozen assetsTargeting the return of commercial shipping in the strait to pre-war levels within 30 daysAnticipating negotiations lasting up to 60 days on Iran's nuclear programThe Data Analysis: Market Performance and Oil ImpactAsian markets are showing strong gains across the board:Japanese Nikkei: +2.65%Hong Kong's Hang Seng: +0.9%South Korean Kospi: +3.6%TSMC (chip maker): +2.6%Samsung Electronics: +6%SK Hynix: +0.6%Concurrently, oil prices have declined, with Brent crude falling approximately 1% to $93.02 per barrel. The price drop reflects investor calculations about the potential impact of the Strait of Hormuz reopening on global oil supplies.The Impact Analysis: Regional and Global Economic ImplicationsThe potential peace deal between the US and Iran could have far-reaching implications for global markets and regional stability. The reopening of the Strait of Hormuz, through which approximately 20% of global oil trade passes, could significantly impact energy markets and shipping routes. Additionally, the lifting of port blockades and access to frozen assets could stimulate Iran's economy and create new trade opportunities in the region.The rally in Asian tech stocks, particularly semiconductor manufacturers, suggests that while geopolitical tensions are easing, enthusiasm for artificial intelligence and related technologies continues to drive market sentiment in the region.The Prediction: Market Trajectory and Upcoming Economic IndicatorsAs diplomatic negotiations progress, markets will likely continue to react to developments in the US-Iran peace process. The coming weeks will be critical as the 60-day negotiation period on Iran's nuclear program unfolds. Investors should also monitor upcoming economic indicators that could influence market sentiment:French inflation report (7.45am BST)Spanish inflation report (8am BST)Andrew Bailey speech at the Reykjavik 2026 economic conference (9.20am BST)Germany inflation report (1pm BST)Canadian Q1 2026 GDP (1.30pm BST)The interplay between geopolitical developments and economic data will likely shape market direction in the coming weeks.

The LeadStrictlyVC is set to host its exclusive Los Angeles event on Thursday, June 18, 2026, at The Aerospace Corporation Campus in El Segundo. The intimate gathering will bring together leading investors and entrepreneurs for high-signal conversations about venture capital and frontier technologies, with a special focus on defense technology and physical AI.The Event DetailsThe StrictlyVC Los Angeles 2026 event offers an evening of direct access to ideas and leaders shaping where technology and capital are headed next. The event will feature several key speakers discussing critical topics in the tech investment landscape.Date: Thursday, June 18, 2026Location: The Aerospace Corporation Campus, El Segundo, Los AngelesFocus: Defense technology, physical AI, venture capital, and frontier technologiesThe Value PropositionFor executives, investors, and founders navigating an increasingly complex market, this event provides a rare opportunity to step inside conversations that rarely happen in public. Attendees will hear directly from the people driving change across defense, AI, and advanced industry sectors.Featured Speakers and TopicsThe event will begin with Ethan Thornton, founder of Mach Industries, presenting "Built for a New Era of Defense Technology." Thornton will discuss building hard tech companies at speed and why defense innovation is undergoing a structural shift as autonomy, manufacturing, and national security become increasingly interconnected.The conversation will then turn to "backing the next frontier of physical AI," featuring Delian Asparouhov of Founders Fund and Saif Khawaja of Shinkei Systems. They will explore how advances in AI, robotics, and automation are reshaping both software systems and the physical world, and what it takes to move breakthrough technologies from concept to real-world deployment at scale.Additional speakers and conversations will be announced in the weeks ahead as the StrictlyVC Los Angeles agenda continues to take shape.The Impact AnalysisThis event reflects a growing trend of technological acceleration in traditionally slow-moving industries. The focus on defense technology and physical AI indicates a significant shift in venture capital priorities toward tangible, real-world applications of artificial intelligence. As these technologies mature, they have the potential to reshape national security, manufacturing, and automation sectors, creating new opportunities and challenges for investors and entrepreneurs alike.The PredictionAs the evening unfolds, the real value of the event will emerge from the conversations that continue beyond the stage. In an environment defined by access, focus, and proximity to industry leaders, introductions are likely to turn into insights, and insights often turn into opportunities. This event is poised to become a catalyst for new partnerships, investments, and technological breakthroughs in the defense and physical AI sectors, potentially setting the stage for the next wave of innovation in these critical areas.

The Chancellor’s Directives to Prioritise British SuppliersIn a letter seen by The Guardian, Chancellor Rachel Reeves instructed every cabinet minister responsible for spending to "buy British" wherever possible. She expressed disappointment that many departments continue to award contracts to foreign firms despite the availability of capable UK suppliers.Targeted Sectors and the Scope of New OversightThe Treasury and Cabinet Office will now monitor contracts worth billions of pounds in four identified sectors that are deemed critical to national security:ShipbuildingSteel‑makingEnergy infrastructureArtificial intelligenceOfficials have been given authority to intervene or "call in" contracts that do not meet the new nationality criteria.Financial Scale of the Contracts Under ScrutinyRecent high‑profile deals illustrate the monetary stakes:£200 million contract for navy support vessels awarded to Dutch shipbuilder Damen.£9 million refit of the research ship David Attenborough awarded to Danish yard Orskov.Potential £1.9 billion upgrade of the Faslane nuclear‑submarine shipyard that could be opened to foreign bidders.Collectively, the four sectors involve multiple billions of pounds of annual government procurement.Political and Economic Implications for UK IndustryThe move arrives amid internal Labour Party tensions over the chancellor’s future and broader concerns about the UK’s economic exposure to the Iran war. Union leaders, such as GMB Scotland’s Louise Gilmour, have welcomed the push, arguing that foreign award‑outs undermine British jobs and security.Critics within government warn that prioritising nationality over cost could raise taxpayer expenses and limit competition, especially in high‑tech fields like AI where global expertise is crucial.What Comes Next: Guidance, Enforcement and Potential BacklashReeves plans to issue detailed guidance this summer, directing accounting officers to factor contractor nationality alongside price. The Cabinet Office will review departmental decisions and, where necessary, override them.Potential outcomes include:Increased market share for UK firms in shipbuilding, steel and AI.Heightened scrutiny of foreign involvement in critical energy projects.Possible legal challenges under the 2023 Procurement Act if contracts are blocked.The policy’s success will hinge on balancing national‑security objectives with fiscal prudence, and on whether the Labour leadership can maintain cohesion as the party navigates upcoming leadership debates.

The Corporate AI MirageUK communications executives are reporting a surge in demand from non-tech companies to be rebranded as artificial intelligence specialists. Public relations professionals describe this trend as a desperate attempt to capitalize on the current technology buzz, often stretching the truth to secure media coverage for brands that have little genuine connection to the sector.The Mechanics of 'AI Washing'The phenomenon, often termed 'AI washing,' involves companies retrofitting the 'AI' label onto existing products or services that rely on basic automation rather than advanced generative intelligence. This rebranding effort has led to bizarre applications of the technology, such as AI-powered basketball hoops and lasers designed to protect women on underground platforms.AllBirds recently 'pivoted' to acquiring AI graphics processing units.Genetics companies are hyping AI-powered blood tests.Property firms are marketing handheld scanners that generate floor plans as AI tools.The PR Backlash and Market FatigueThe saturation of the market is causing significant friction within the PR industry. Account directors report that roughly 50% of the AI-related pitches they send out are unwanted, as journalists and executives become numb to the language. This fatigue is compounded by the skepticism surrounding claims of 'AI-driven' products that are merely better automation.Even high-profile corporate figures are under scrutiny. The chief executive of Standard Chartered recently apologized for describing workers displaced by AI as 'lower-value human capital,' highlighting the tension between corporate efficiency strategies and public perception.Future Outlook: From Hype to SubstanceWhile stock market investors have largely shrugged off recent jitters over the AI boom, the long-term viability of 'AI washing' is questionable. As the industry matures, the gap between genuine AI integration and superficial rebranding will likely widen, forcing companies to either innovate or face further reputational damage.

The Papal Warning on AI's Ethical Crisis Pope Leo XIV has denounced the "culture of power" driving the rapid rise of artificial intelligence while warning that the technology must be subject to the "most rigorous" ethical constraints as it infiltrates everything from work to war. In his first major encyclical of his papacy, titled Magnifica Humanitas (Magnificent Humanity), the Pope presented the document himself during an event at the Vatican, marking a significant papal intervention in the global AI debate. The Encyclical's Core Ethical Framework The encyclical represents one of the highest forms of teaching from a pope to the Catholic church's 1.4 billion members, outlining his priorities while highlighting what he considers society's major issues. Pope Leo, who has previously identified AI as the biggest threat to humanity today, called for the "disarming" of AI, stating that some autonomous weapons systems are "practically beyond any human reach" to control. "Disarming AI means freeing it from the mentality of 'armed' competition," the Pope wrote. "To disarm does not mean rejecting technology, but preventing it from dominating humanity," adding that the technology should be "human-friendly", accessible to all and opened to discussion and debate. AI's Role in Modern Warfare In a significant warning about military applications, Leo referred to "a troubling revival of war as an instrument of international politics" and said AI was helping to facilitate the "normalization of war." He emphasized that "the development and use of AI in warfare must be subject to the most rigorous ethical constraints, to guarantee respect for human dignity and the sanctity of life and to avoid a race to develop such arms." The Concentration of Digital Power In a passage that appeared to be targeted at Silicon Valley, the Pope warned that power over digital systems, infrastructure and data "does not rest with states but with major economic and technological actors." He cautioned that when such power is concentrated "in the hands of the few" it tends to "become opaque and evade public oversight, increasing the risk of distorted forms of development that give rise to new dependencies, exclusions, manipulations and inequalities." The Vatican's Engagement with Tech Industry The Vatican has been seriously engaged on questions surrounding AI for several years, including having regular dialogues with Microsoft, Google and other big technology firms. Christopher Olah, a co-founder of Anthropic who attended the Vatican event, supported the need for greater oversight, stating that "the development of AI cannot be left solely to technology companies, urging greater oversight from religious leaders, governments and civil society." Olah warned there was "a real possibility" that AI would displace human labor "at very large scale," adding that "if that happens, supporting those displaced will be a moral imperative of historic proportions." Historical Reflections and Digital Slavery In a notable historical reflection, Pope Leo apologized for the Catholic church's long delay in condemning slavery, describing it as "a wound in Christian memory." He also spoke of the "new forms of slavery" due to the digital economy, particularly noting his family history includes both enslaved people and enslavers. "It is impossible not to feel deep sorrow when contemplating the immense suffering and humiliation endured by so many in stark contrast to their immeasurable dignity as persons infinitely loved by the Lord," the Pope wrote. "For this, in the name of the church, I sincerely ask for pardon." The Future of AI Regulation and Oversight The Pope emphasized that the Catholic church wanted to work with AI developers to discuss proper use of the technology. According to Christopher White, a senior fellow at Georgetown University's Initiative on Catholic Social Thought and Public Life, "Leo has done in this document is put the full weight of his office behind the Catholic church's efforts to be in dialogue with big tech." White noted that the Pope "is clearly approaching AI from a position of humility and making it clear that the church doesn't have all of the answers when it comes to what sort of policies are necessary for AI regulation. But he is being clear-eyed that AI development can't simply be the wild west like some of its advocates would like to see."

The Lead: Resilience in CodeIn the midst of a devastating war, Gaza's technology sector is demonstrating remarkable resilience by pivoting from traditional software development to creating life-saving mobile applications. Young developers, supported by co-working initiatives like Taqat Gaza, are utilizing code to solve immediate humanitarian crises, ranging from transportation logistics to the recovery of displaced families' belongings.The Rise of 'War-Time' ApplicationsThe most significant development is the emergence of localized solutions tailored to the specific hardships of the enclave. Two standout examples include Saja al-Ghoul's 'Waselni' (meaning 'help me reach my destination') and Bahaa al-Mallahi's 'Rajja’li' (meaning 'return it to me').Waselni: A ride-sharing platform designed to reduce transportation costs and bypass the cash crisis by allowing users to coordinate shared trips and use a prepaid electronic wallet.Rajja’li: A digital lost-and-found platform that helps reunite people with personal belongings, documents, and even missing children, addressing the chaos of displacement.The Economic and Technical BarriersDespite the ingenuity, the development process is fraught with severe financial and infrastructural challenges. The cost of development has skyrocketed due to the necessity of paid Artificial Intelligence tools and expensive software subscriptions.Infrastructure Costs: Internet and electricity have become 'luxuries,' forcing developers to pay hundreds of shekels monthly for co-working spaces just to access basic utilities.Employment Crisis: Many skilled programmers have lost jobs or remote contracts, trapping talent in a cycle of unemployment and high living costs.Bridging the Global Knowledge GapSharif Naeem, founder of Taqat Gaza, identified a critical long-term threat: a massive technical knowledge gap caused by the isolation of Gaza's developers from the global tech world. While the global market accelerated with AI advancements, Gaza's youth were focused on survival.To counter this, Taqat Gaza has evolved from a simple workspace into a training incubator, partnering with universities to bridge the gap between local capabilities and modern market demands.Future Outlook for Gaza's Tech SectorThe future of Gaza's tech industry depends on external investment and infrastructure stability. While the talent pool remains immense, the current environment stifles growth. For the sector to recover, there must be a shift from survival mode to genuine investment in human capital, allowing these developers to move beyond local problem-solving to global competitiveness.