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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 LeadIsraeli fighter jets conducted strikes on a village in southern Lebanon, escalating tensions in the already volatile region. The attack comes amid ongoing conflict between Israel and Palestinian groups in Gaza, raising concerns about potential wider regional conflict.South Lebanon Village Targeted in AirstrikesThe Israeli military operation targeted a specific location in southern Lebanon, though details about the exact nature of the target remain unclear. Local reports indicate damage to infrastructure in the village, though there has been no immediate confirmation of casualties from official sources. The strikes represent a significant escalation in cross-border tensions between Israel and Lebanon.Regional Implications of Escalating ViolenceThe attack in south Lebanon occurs against a backdrop of heightened military activity along the Israel-Lebanon border. Hezbollah, the Lebanese militant group with close ties to Iran, has expressed solidarity with Palestinian groups in Gaza. This latest development could potentially draw Lebanon more directly into the ongoing conflict, threatening to expand beyond the current Gaza theater. Regional powers including the United States, Iran, and Turkey are closely monitoring the situation.Path to Escalation or De-escalation?Looking ahead, the situation remains highly fluid. If Israel perceives increased threat from Lebanon, it may conduct further military operations. Conversely, diplomatic channels involving international mediators could be activated to prevent full-scale conflict. The coming days will be critical in determining whether this incident represents a temporary escalation or the beginning of a wider regional confrontation.

The Lead: Arsenal's Quest for European GloryMikel Arteta has dismissed suggestions the pressure is off Arsenal in Saturday's Champions League final after their first Premier League title for 22 years and insists he and his players are hungry for more trophies. The manager has declared that their ambition is bigger as they seek to add European success to their domestic triumph.The Event Details: Arsenal vs PSG in the Final ShowdownParis Saint-Germain, who defeated Arsenal in the semi-finals last year before being crowned European champions for the first time, saw off Chelsea, Liverpool and Bayern Munich in the knockout stages and are strongly fancied to retain their crown. Jurriën Timber looks likely to start after Arteta confirmed the Netherlands defender had recovered from a groin injury, although he has not featured since the win over Everton on 14 March.The Data Analysis: A Season of Record MatchesSaturday's game will be Arsenal's 63rd of the season, more than any other team from the top five European leagues. It will be PSG's 56th but Saka insisted fatigue would not play a part. "We've had a week to recover and we're ready to go again and a game like this is not going to be decided on minutes," he said. "It will be decided on moments and which team can produce a bit of quality and be well organised."The Impact Analysis: Writing a New Chapter in Arsenal HistoryArsenal have yet to win the Champions League and reached the final on one previous occasion, in 2006, when they were defeated by Barcelona. Arteta is determined Arsenal seize their opportunity on the biggest stage in club football after finally ending their long wait for the league title. "We have the opportunity to write a new chapter in the history of this football club," the manager said. "And in order to do that, we have to play with such clarity, a lot of courage, and a relentless desire to win."The Prediction: A Team Driven by DesireArteta, asked whether he had noticed something different when he looks in the eyes of his players, said: "That they want more. Going through those moments brings you a different kind of desire. Because you lift it, you know exactly how it feels. You want to reproduce that feeling as many times as possible." Bukayo Saka, who scored Arsenal's goal in last season's 3-1 aggregate defeat by PSG, revealed that Thierry Henry – part of the team that lost to Barcelona 20 years ago – had been in touch this week to offer encouragement. "It feels like this last week it's all become a reality and tomorrow is another exciting opportunity to create more history and win another for the club that I love," Saka said.

The Lead: Trump's Decision Point on IranUnited States President Donald Trump has announced he is meeting in the Situation Room to make a "final determination" on a possible deal with Iran that could extend the ceasefire and reopen the Strait of Hormuz. The announcement comes amid deep mistrust between the two sides, with Iran's top negotiator emphasizing that Tehran will judge any agreement by actions rather than promises.The Proposed Deal: Conditions and ConcessionsIn his latest post on the Truth Social platform, Trump outlined numerous conditions for Tehran to accept, including: never developing a nuclear weapon, ensuring the Strait of Hormuz remains open in both directions without tolls, removing any remaining mines in the Strait, and allowing the US to unearth and destroy Iran's enriched uranium. Trump also noted that ships caught in the Strait due to the US naval blockade "may start the process of 'heading home!'" and that "no money will be exchanged until further notice."The Diplomatic Context: Uncertainty and Mixed SignalsUncertainty about the details of a memorandum of understanding (MOU) has grown over the past week amid ongoing distrust between the US and Iran as they seek to end the three-month-long war. While White House sources indicated that the US and Iran had reached a tentative agreement to extend the ceasefire by 60 days, Trump has yet to sign off. Iranian state news outlet Fars reported that the agreement was in its final stages of ratification, but stressed there were no provisions about destroying Iran's nuclear materials in the MOU.The Iranian Position: Actions Over PromisesIran's top negotiator, Mohammad Bagher Ghalibaf, emphasized Tehran's position that "no action will be taken before the other side acts," stating that "guarantees and words, only actions are the criterion." He added that "the winner of any agreement is the one who is better prepared for war the day after," highlighting the deep-seated mistrust that continues to plague negotiations between the two nations.The Regional Implications: Strait of Hormuz and BeyondThe potential reopening of the Strait of Hormuz represents a significant development in the region, with arrangements potentially including monitoring and inspection of ships. This critical waterway is vital for global oil supplies, and its closure has had substantial economic impacts. Any agreement that successfully reopens the Strait would mark a major diplomatic achievement, though the long-term sustainability of such an agreement remains questionable given the history of mistrust between Washington and Tehran.The Path Forward: Final Decision and Implementation ChallengesAs Trump prepares to make his "final determination," the coming days will be crucial in determining whether this potential deal can move from tentative agreement to formal implementation. Al Jazeera's Patty Culhane noted that in the past, the Trump administration has indicated that a deal has been reached, only to later find out it has not. If this deal were to materialize, it would represent "the entire wishlist of what the US was demanding and none of the concessions that Iranian were asking for," suggesting significant challenges in achieving a balanced agreement that satisfies both sides.

The Vision for AI Coding Agents Cognition CEO Scott Wu made headlines again this week when his two-year-old AI coding agent startup raised $1 billion at a $26 billion valuation. Cognition is the maker of Devin, one of the first and, arguably, most successful AI coding agents. Devin, the CEO says, “naturally owns tasks end to end.” The Future of Software Development In fact, in the blog post announcing that raise, Cognition laid out a vision where “we are shifting to a world of self-driving software development.” So, could Devin replace, say, a mid-level L4 programmer? Yes, and no, Wu told TechCrunch. “We’ve never thought about it as replacing humans. I know it’s like a scenario, folks have said these things. It has never been our view.” Preserving the Joy of Programming Wu emphasizes that the goal is not to make human programmers obsolete. “We are all programmers ourselves,” he explained. “I started coding when I was nine.” He views agents as another layer of abstraction between envisioning a software product and producing it, similar to how visual development environments abstracted software creation away from machine instructions. The Role of Devin in Cognition Cognition says that Devin’s role in its own company is to ship nearly all the software. The company says that 89% of code committed by its engineers was committed by Devin, and the rest by local agents. Wu explains that his agent’s role is largely to do the kinds of long-tail maintenance tasks that many programmers don’t like to do anyway: bringing old software up to date; moving applications off one platform and onto another. The Future of AI Agents Wu predicts that agents will enter other fields where they will learn tasks, from customer service to medicine, but hopes the goal will be to augment human workers in those areas, too. “Code and software has been the first to move, but we’ll see this happen in all these other industries,” he predicts. “One thing that’s been clear to us since the beginning is, it should always be up to the human what to do … you really see this in software engineering, but I think it’s true in all these other professions too.”

Eid Celebrations Under Siege in GazaOn May 29, 2026, families in the Gaza Strip attempted to observe Eid al-Fitr despite a month-long blockade, intermittent airstrikes, and crippling shortages of food, water, and electricity. Mosques held brief prayers, while many households prepared modest meals using aid‑supplied staples.Humanitarian Metrics During the Festive PeriodCasualties reported since the start of the conflict: over 12,000 Palestinians killed, including 3,200 children.Displaced persons: approximately 1.4 million Gazans remain in temporary shelters.Food aid deliveries in the past week: 150 metric tons of wheat, rice, and canned goods.Electricity supply: intermittent power for 4 hours per day, down from pre‑conflict levels of 12 hours.Regional and International Reactions to Gaza's Eid ObservanceHumanitarian organizations and several UN agencies condemned the conditions under which Gazans are forced to celebrate. The UNRWA spokesperson called the situation "a stark reminder of the conflict's human cost," urging immediate ceasefire talks. Meanwhile, neighboring Arab states pledged additional aid shipments, though delivery routes remain contested.Implications for Gaza's Socio‑Political LandscapeThe juxtaposition of religious observance with daily hardship has intensified calls for a durable ceasefire. Local leaders report a surge in community solidarity, yet the strain on mental health and social services is escalating. Internationally, the visibility of Eid rituals under duress is shaping diplomatic discourse, pressuring mediators to prioritize civilian protection.Outlook: What Lies Ahead After Eid?Analysts warn that without a swift de‑escalation, the post‑Eid period could see a further deterioration of living conditions. Potential scenarios include:Accelerated aid corridors if diplomatic pressure yields a temporary truce.Escalated hostilities leading to additional infrastructure damage and displacement.Increased diaspora advocacy leveraging the emotional resonance of Eid to mobilize global support.Monitoring the implementation of any ceasefire agreements will be crucial to gauge whether Gaza can transition from survival mode to a path of reconstruction.

Nadal's Career in Chronic Pain Rafael Nadal has revealed he spent most of his career in pain as he willed himself to play through a chronic foot injury and went on to win 22 grand slam titles while spending two decades ruling men’s tennis alongside Roger Federer and Novak Djokovic. The Foot Injury and Its Impact The Spaniard, who retired in 2024, said he took immense risks with his health to keep his career going, after a Netflix series called Rafa provided an in-depth look into his physical and mental struggles to pursue greatness. Nadal was diagnosed with a rare condition called Mueller-Weiss syndrome after he broke a foot during the Madrid Open final of 2005, months after he won the French Open on his first attempt aged 19. Managing Pain and Health Complications Although the condition, which may have been caused by his extensive training as a child, put his career at risk, Nadal refused to give up. The injury haunted him even as he won 13 more grand slams in the next nine years, clinching at least one major every year. The injury also led to other health complications, including tendinitis in his left knee and perforations in his intestines, the latter caused by the use of painkillers. Sometimes he had to manage the pain with targeted anaesthetic injections, and he had no feeling in one leg during the final of the 2022 French Open, his last grand slam win. The Mental Aspect of His Career “Tennis became a race against time. Always having the doubt in my head of: ‘How long can I last with this foot?’ I never knew how long my career would last,” Nadal said. “I always thought: ‘Maybe it’s the last year, so there’s no time to stop.’” “The key was the suffering was less than my passion and my happiness for what I was doing,” the 39-year-old said.

The Unveiling of 'Forever Bound' Liverpool FC has unveiled a new memorial on the 41st anniversary of the Heysel Stadium tragedy, honoring the 39 fans who lost their lives. The ceremony took place at Anfield, with representatives from Juventus, Liverpool's opponents in the 1985 European Cup final, in attendance. A Symbol of Unity and Remembrance The memorial, titled 'Forever Bound', features a Juventus scarf and a Liverpool scarf entwined in bronze. It is made of Italian marble and includes a dedication to the date and location of the tragedy, as well as the names of the 39 supporters who died. The design symbolizes the solidarity between the two clubs and the bond formed by grief. The Significance of the Memorial The idea for the memorial came from photographs of the aftermath of the disaster, which showed fan memorabilia strewn across the Heysel terraces. The memorial replaces the original plaque on the wall of the Sir Kenny Dalglish Stand, which was felt to be inadequate. Liverpool ambassador Ian Rush and CEO Billy Hogan were present at the unveiling ceremony. Reaction to the Memorial Rush, who played in the 1985 European Cup final and later joined Juventus, said: "Today is a deeply moving moment. It's hard to believe over 40 years have passed since Heysel but the memory of that day never fades. This new memorial means a great deal to all of us. The thought and respect that has gone into Forever Bound is something I'm incredibly proud of and I hope it brings comfort to those still affected by this tragedy." A Lasting Tribute Hogan said: "This memorial is a symbol of shared remembrance, of unity and the bond formed between Liverpool and Juventus. We are honoured to welcome our friends from Juventus to Anfield today and we stand together in solidarity and memory of the 39 supporters who tragically lost their lives at Heysel. This is a moment for all of us to pause and reflect and to commit once again to ensuring that their memory lives on."

The Human Toll: Murad Haji’s Dental DilemmaMurad Haji, a fifty‑year‑old father in Nuseirat, sits in a dentist’s chair amid rubble, enduring a throbbing jaw ache that has persisted for months. A quoted price of 400 shekels ($142) for treatment could otherwise feed his children for four to five days, forcing him to weigh pain relief against basic nutrition.Soaring Dental Prices in Nuseirat Refugee CampLocal dentist Liza Hassouna explains that the Israeli siege has crippled the supply chain for dental materials, inflating costs and turning simple procedures into complex, expensive operations. Patients often delay care until infections worsen, at which point treatment becomes far more painful and costly.Cost Inflation: From Anaesthetic to ImpressionsBox of anaesthetic: 150 shekels ($53) → 500 shekels ($178)"Zeta Plus" dental impression material: 150 shekels ($53) → 5,000‑6,000 shekels ($1,778‑$2,133)Simple tooth extraction: 30‑150 shekels ($11‑$53) (pre‑war) → significantly higher nowSurgical extraction: 100‑300 shekels ($36‑$107) (pre‑war) → significantly higher nowThese price spikes reflect a low‑supply, high‑demand market where local suppliers set prices amid severe shortages.Health System Strain and Patient ChoicesAccording to the World Health Organization, 84 percent of Gaza’s healthcare facilities have been damaged or destroyed since the war began in October 2023, with 1,800 facilities affected. Dental clinics operate with limited staff, scarce sterilisation equipment, and reliance on single‑use instruments, further driving up overhead.Patients like Haji often resort to painkillers or endure chronic pain, while some opt for extraction as a cheaper alternative—though even that has become unaffordable for most families.Future Outlook: Dental Care Under SiegeIf import restrictions on “non‑essential” medical supplies persist, dental treatment costs will continue to outpace household incomes, leading to higher rates of untreated infections and long‑term health complications. International humanitarian aid targeting medical supply corridors could mitigate price inflation, but without a durable cease‑fire, the dental sector—and broader health system—remain vulnerable.