Breaking AI & Tech News Analyzed

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.

Perplexity announced that its Personal Computer AI agent is now generally available to any macOS user through a dedicated desktop application, moving the technology from a cloud‑only model to the local machine.General‑Purpose AI Agent Moves From Cloud‑Only to Local Mac DevicesPersonal Computer expands the capabilities of the earlier Perplexity Computer by accessing local files, native macOS applications, and web resources.The app is distributed as a direct download and is not yet listed in the Mac App Store.It can be paired with Perplexity’s Comet browser to run web‑based tools without additional connectors.Subscription Model and Feature Set: What’s Included at LaunchRequires a Pro or Max subscription; the basic download is free.Supports integration with over 400 connectors and can orchestrate multi‑step workflows across apps.Designed for always‑on devices such as the Mac Mini and offers remote task approval via iPhone.Security Positioning Against Competing Local AgentsWhile competitors like OpenClaw have been criticized for elevated permissions and associated security risks, Perplexity markets Personal Computer as a “secure development environment” that keeps sensitive data on the device while processing in Perplexity’s servers.Future Roadmap: Deprecation of Legacy App and Expansion PlansThe older Perplexity Mac app will be phased out in the coming weeks.Perplexity hints at broader OS support and deeper integration with its AI ecosystem as adoption grows.Continued focus on remote accessibility suggests potential iOS‑only companion experiences.

The Deadline Approaches: Startup Battlefield 200 Applications Close May 27 Startup Battlefield 200 applications are open, but only for three more weeks. Apply by May 27 for your shot at VC access, global visibility, TechCrunch coverage, $100,000 equity-free, and more opportunities for major scaling impact. Who Should Apply: Pre-Series A Founders and Ambitious Startups Pre-Series A founders — and anyone who knows a startup worth backing — this is your reminder: The deadline is approaching fast, and the strongest contenders are already entering the arena. If your startup has been nominated, don’t wait. Complete your application now before the window closes. Know a startup that deserves to step into the spotlight? Nominate them now to give them time to complete the application by the deadline. The Opportunity: A Platform for Growth and Visibility This is not just another pitch competition. Startup Battlefield 200 puts you on the main stage at TechCrunch Disrupt 2026 in front of 10,000+ attendees, top-tier investors, media, and the global TechCrunch audience. You are competing live, getting direct VC feedback, and proving your company belongs among the next breakout startups. What We’re Looking For: Innovative and Ambitious Startups We’re looking for ambitious early-stage startups building innovative, potentially category-defining products. Applications are open globally across every industry. Most selected companies are pre-Series A, though select Series A startups may qualify case by case. A functional MVP and clear product demo are required. Most importantly, we’re looking for founders building with vision, execution, and real market impact. A Proven Track Record: Launchpad for Successful Startups This is the same launchpad where companies like Dropbox, Discord, Fitbit, Trello, and Mint gained early momentum. Thousands apply every year. Only 200 are selected. Just 20 finalists pitch live on the Disrupt Stage. One startup takes the crown. The Benefits: High ROI Opportunity for Early-Stage Founders Selected startups receive one of the highest ROI opportunities available to early-stage founders. It’s free to apply, and the potential return — from investor exposure to media coverage and customer growth — can create real scaling impact. The Final Push: Don’t Miss the Deadline Applications close May 27. The founders who break through are not waiting until the final hour — they are already making their move. If you are building something category-defining, or know a founder who is, now is the time to step forward. Nominate your startup — or one that deserves the spotlight — and complete your application before the deadline runs out.

The Limited Time Offer Only two days are left to secure a spot at TechCrunch Disrupt 2026 with a 50% discount on a second pass. This offer is available for all types of passes, including Founder, Investor, Attendee, Non-profit, and Expo+. The Benefits of Attending Disrupt 2026 Attendees will have access to high-impact programming, unparalleled networking opportunities, and real-time insights from industry leaders. The event features a range of sessions, including the Startup Battlefield 200, where founders pitch live in front of seasoned VC judges and a global audience. The Importance of Bringing a Second Person Bringing a co-founder, operator, or partner can accelerate clarity and decision-making. Attendees can compare interpretations in real-time, challenge assumptions, and make better decisions while the context is still fresh. Pass Options Founder Pass: Access investor meetings, Deal Flow Café, curated networking, and programming on scaling, fundraising, and growth. Investor Pass: Connect directly with founders, access curated deal flow, and participate in investor-focused sessions and networking. Attendee Pass: Full access to stages, breakouts, roundtables, and networking to understand what's working across the ecosystem. Non-profit Pass: Explore how emerging tech applies to mission-driven organizations and connect with builders and partners. Expo+ Pass: Focused access to the Expo Hall, breakouts, and networking. Don't Miss Out The offer ends on May 8 at 11:59 p.m. PT. Register now to secure your spot and bring someone with you at 50% off.

Multilingual AI DJ Spotify has announced that its interactive AI DJ feature now supports four additional languages: French, German, Italian, and Brazilian Portuguese. This expansion comes as the company continues to enhance its AI capabilities within the music streaming service. Localized AI Personalities The AI DJs have different names and personalities tailored to their respective languages: Maia, Ben, Alex, and Dani. This localization effort aims to provide a more personalized experience for users across different regions. Global Expansion The AI DJ feature is now available in over 75 countries. New countries where the feature is being introduced include Austria, Brazil, France, Germany, Italy, Portugal, South Korea, and Switzerland. Enhanced Interactivity Spotify's AI DJ has evolved significantly since its initial launch. Key updates include: Users can now chat with the AI DJ and make requests. Users can ask the AI DJ to change the mood or genre of the music. Users can prompt the AI DJ to play specific tracks. Broader AI Integration Spotify has been integrating more AI features into its app, such as the ability to create custom playlists by simply describing what users want to listen to. This aligns with the company's efforts to leverage AI for a more personalized and interactive user experience. The Future of Music Streaming As Spotify continues to enhance its AI capabilities, it is likely that the service will become even more intuitive and engaging for users. The expansion of the AI DJ feature in multiple languages and countries is a significant step towards making music streaming more accessible and enjoyable worldwide.

The Settlement Details Apple has agreed to pay $250 million to settle a class-action lawsuit over how it marketed its AI features ahead of the launch of the iPhone 16. The lawsuit alleged that Apple exaggerated the breadth of features Apple Intelligence would bring, which included a significantly upgraded version of its assistant, Siri. The Allegations Against Apple The complaint alleges that the company created the impression that advanced AI capabilities would be available to users sooner than they actually were. In particular, the plaintiffs allege that Apple overstated both the readiness and functionality of these features, particularly the promised improvements to Siri, which have yet to fully materialize. The Financial Impact Apple will pay up to $250 million to settle the lawsuit. Eligible U.S. customers who purchased the iPhone 15 or iPhone 16 between June 10, 2024, and March 29, 2025, could receive up to $95 per device. The Future of Siri Apple has been touting a more advanced version of Siri ever since it unveiled Apple Intelligence in 2024 during WWDC. The anticipated updates are expected to help Siri function more like modern AI chatbots such as ChatGPT or Claude. The upgraded experience is rumored to be powered by Google Gemini, though newer reports state the company’s next iPhone operating system may let users choose from a number of third-party large language models. The Upcoming Developer Conference The settlement arrives ahead of Apple’s annual developer conference on June 8, when the company is expected to preview a version of its AI-enhanced Siri.

Apple's AI Strategy Shift Apple is set to revolutionize its iOS experience with the upcoming release of iOS 27, later this year. The new operating system will introduce a feature called 'Extensions,' allowing iPhone users to choose from a variety of third-party large language models to power different functions within the iPhone's operating system. The 'Extensions' Feature The 'Extensions' feature will enable users to access generative AI capabilities from installed apps on demand, through Apple Intelligence features such as Siri, Writing Tools, Image Playground, and more. This move is expected to be available not only for iOS 27 but also for iPadOS 27 and macOS 27. AI Model Options Models from Google and Anthropic are currently being tested. The status of ChatGPT, currently available to users, remains unclear but may continue as an option. The Impact of AI on Apple's Strategy Apple's approach to AI is centered around integrating AI capabilities into its existing hardware rather than investing heavily in building out AI infrastructure and services. This strategy comes as the company is perceived to be behind in the AI space compared to its peers. The Future Outlook With Tim Cook stepping down and John Ternus taking over, Apple is poised to make significant changes in its AI strategy. The company's ability to generate substantial AI-based revenue suggests that its focus on user-centric AI experiences could pay off in the long run.

The Lead The World Health Organization (WHO) has approved the first malaria treatment for babies, marking a significant milestone in the global fight against the disease. Coartem Baby, developed by Novartis and the Medicines for Malaria Venture (MMV), is designed for infants as small as 2kg (4.4lb) and comes in sweet cherry-flavoured tablets that can be dissolved into liquids, including breast milk. The Event Details Coartem Baby contains two antimalarial drugs, artemether and lumefantrine. The treatment has been shown to be safe and effective for newborns and young infants, addressing a critical gap in malaria care. According to the WHO, up to 18% of children under six months in parts of Africa are infected with malaria, but there has historically been no safe treatment for the smallest of them. The Data Analysis Malaria remains a significant public health challenge, particularly in sub-Saharan Africa. In 2024, there were 610,000 deaths from malaria, about three-quarters of which were under-fives in Africa. The approval of Coartem Baby is expected to significantly impact malaria treatment and prevention efforts, particularly in regions with high rates of malaria. The Impact Analysis The introduction of Coartem Baby is a major breakthrough in the fight against malaria. Dr Tedros Adhanom Ghebreyesus, the WHO director general, noted that "for centuries, malaria has stolen children from their parents, and health, wealth and hope from communities." The approval of this treatment offers new hope for communities affected by malaria and brings the global health community closer to achieving its goal of eliminating the disease. The Prediction With the WHO prequalification of Coartem Baby, public-sector procurement of the treatment is expected to increase in many countries with high rates of malaria, particularly in sub-Saharan Africa. Novartis has committed to making the treatment available "on a largely not-for-profit basis in malaria-endemic regions." As more countries introduce Coartem Baby into their health systems, the impact on malaria-related mortality and morbidity is expected to be significant.

Mikel Arteta dismissed the notion that Premier League clubs cannot match the quality of European giants after Bayern Munich and Paris Saint‑Germain produced what he called “the best game of the season” in their Champions League semi‑final.Arteta’s Benchmark: Bayern vs PSG as the Gold StandardSpeaking after Arsenal’s recent 2‑1 defeat to Manchester City, the manager highlighted the “night‑and‑day” contrast between the German and French sides and the English league. “When I look at that game, Bayern v PSG, it’s probably the best game I ever witnessed in the quality of two teams… but when I look at the amount of minutes and the freshness of those players, then I’m not surprised,” he said.Freshness vs. Fixture Congestion: The Numbers Behind Arsenal’s Squad HealthInjuries: Kai Havertz (muscle), Jurriën Timber (muscle), Martin Ødegaard (knee doubt)Upcoming fixtures: Premier League match vs Fulham (Saturday), Champions League second‑leg vs Atlético Madrid (following week)Player availability: Arteta noted that PSG and Bayern fielded “all of them, at their very best” whereas Arsenal are missing several key figures.Implications for the Premier League: A Growing Competitive Divide?Arteta’s comments suggest a widening gap caused by deeper squads and fewer injuries among Europe’s elite clubs. If English sides cannot maintain comparable fitness levels, their ability to compete on both domestic and continental fronts may be compromised, potentially reshaping transfer strategies and squad rotation policies.Looking Ahead: Arsenal’s Path to Closing the GapArteta believes a win over Fulham could put Arsenal six points clear of Manchester City, but stresses that “having every player available and fit at their best” remains the decisive factor. He expects Havertz to return for the Atlético clash and hopes Gabriel Magalhães avoids suspension, aiming to blend freshness with tactical consistency to challenge the “different worlds” narrative.