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The Lead Meena Kandasamy's novel "Fieldwork As a Sex Object" tackles the terrifying reality of deepfake technology and its use in online harassment, particularly targeting women in India's complex digital landscape. Through protagonist Amy Chaturvedi, the novel explores how fabricated content can destroy lives and how internet trolls exploit such content for misogynistic and political purposes. The Digital Hell of Indian Internet Culture The novel portrays India's internet as a particularly toxic environment, far exceeding the toxicity of Western platforms like X and Facebook. Kandasamy captures a world where caste, religion, and political extremism intersect with misogyny to create a dangerous space for women. The author describes how algorithms, far-right government influence, and societal tensions combine to create a digital hellscape where women are systematically targeted and harassed. The Deepfake Crisis and Its Victims The central plot revolves around Amy Chaturvedi, a privileged student activist living in London, who becomes the victim of a deepfake sex tape. Despite her sexual liberation and experimentation, Amy must confront a world that immediately judges and shames her based on the fabricated content. The novel explores how such digital violations can be used as weapons, not just for humiliation but also for political and social control. The Anatomy of Online Trolls Kandasamy provides a sharp, humorous, yet critical examination of the Indian internet troll, exposing their motivations, insecurities, and political alliances. The author portrays trolls as a "disparate bunch of Nazi-loving, Islamophobic vegetarian dicks" who use anonymity to spread hate, promote extremist ideologies, and attack those who challenge their worldview. The novel reveals how these trolls operate in coordinated campaigns to silence dissenting voices, particularly women and minorities. Literary Merits and Political Commentary As one of India's most outspoken writers, Kandasamy blends personal narrative with political commentary, creating a work that is both entertaining and thought-provoking. While the reviewer notes some stylistic choices that could be refined—particularly the Marxist theoretical framework and excessive internet jargon—the novel's power lies in its unflinching portrayal of online misogyny and its intersection with political extremism. The author's willingness to "not pull any punches" makes her a vital voice in contemporary Indian literature. The Future of Digital Rights and Literature "Fieldwork As a Sex Object" arrives at a critical moment when deepfake technology is becoming increasingly sophisticated and accessible. The novel serves as both a warning and a call to action, highlighting the urgent need for better legal protections and digital literacy. As internet culture continues to evolve, works like Kandasamy's will play an essential role in shaping public discourse about technology, power, and gender in the digital age.

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 Lead: Melbourne’s Vinyl Boom Takes Center StageMelbourne has been dubbed the "vinyl capital of the world" after a Victorian Music Development Office report highlighted the city’s 5.9 record stores per 100,000 residents. The claim fuels a vibrant local scene showcased at ACMI’s The Vinyl Factory: Reverb exhibition, where audiophiles can experience rare records and immersive installations. The Exhibition Spotlight: Listening Rooms and Interactive InstallationsThe exhibition’s Listening Room features a Technics SL‑1300GE‑K turntable, Pitt & Giblin Superwax speakers and a curated selection ranging from Miles Davis to Ryuichi Sakamoto. Curator Yasmine Sharaf invites visitors to pick any record and have it played, emphasizing accessibility over performance art. Documentary linking Detroit techno to the transatlantic slave trade.Carsten Nicolai’s 1998 work bausatz noto, allowing live remixing on four turntables. The Vinyl Store Density Debate: Melbourne vs. TokyoThe per‑capita metric contrasts sharply with Tokyo’s 2.3 stores per 100,000 residents, yet Tokyo’s dense urban fabric means shoppers can access massive inventories, such as Shinjuku’s Disk Union flagship, effectively eight hyper‑specific stores in one. Melbourne’s “Collingwood‑Fitzroy corridor” hosts 19 stores within 2.5 km², many stocking Japanese imports. The Market Numbers: Growing Spend on VinylAustralian consumers spent $44.5 million on vinyl in 2024, a 5.6% increase from the previous year, with vinyl accounting for 72.8% of physical‑media revenue. Independent labels like Butter Sessions and Efficient Space rely on vinyl releases to supplement modest streaming income. The Cultural Value of Vinyl: Beyond ProfitArtists view vinyl as a cultural badge rather than pure advertisement. Corey Kikos of Sleep D describes vinyl as a “loss leader” that bestows relevance, while local fairs such as the Independent Music Exchange on 7 June at Northcote Town Hall bring together over 50 independent labels. The Outlook: Can Melbourne Sustain Its Vinyl Crown?Melbourne’s claim rests on per‑capita store counts, but true dominance may depend on inventory depth, consumer spending trends, and the ability of independent labels to navigate rising production costs. Continued community events and inclusive curation could cement the city’s reputation, even as global comparisons evolve.

The Crossroads of Colombian PoliticsColombia stands at a critical juncture as its electorate prepares to cast ballots in a high-stakes election that promises to define the nation's political trajectory for the coming years. The campaign has crystallized into a stark dichotomy, with voters presented with two fundamentally different blueprints for the country's governance, economy, and social fabric.Defining the Divergent VisionsThe political landscape has narrowed down to a decisive contest between two opposing ideologies. One camp advocates for a transformative approach to social equity and state intervention, while the other champions market-oriented reforms and fiscal conservatism. This is not merely a contest of personalities but a referendum on the direction of the Colombian state.The Stakes of a Binary ChoiceThe polarization reflects deeper societal fractures regarding economic reform, security policies, and the role of the state in addressing inequality. Voters are weighing the risks of radical change against the stability of the status quo, making this one of the most consequential decisions in recent Colombian history.Forecasting the Post-Election LandscapeThe outcome will likely set the tone for regional diplomatic relations and domestic stability, determining whether Colombia moves toward a more progressive or conservative agenda. The result will serve as a bellwether for the broader Latin American political climate.

Creating an Inclusive Space Robyn Steward, a 39-year-old autistic trumpeter, had never been to a nightclub before discovering Fabric in London. Inspired by its accessibility features, she decided to host her space-themed experimental music night, Robyn's Rocket, at the venue. The Event Details Robyn's Rocket aims to create a space where people with and without learning disabilities and autism can come together without any power dynamic. The event features detailed visual storyboards, tech and access riders, and a sensory dancefloor that transforms sound into tactile vibrations. The Data Analysis Steward's experience with autism and multiple disabilities, including cerebral palsy, informs her approach to creating an inclusive space. Robyn's Rocket has been running since 2017, booking noise bands, DJs, and improv groups in various London venues. The Impact Analysis The event's focus on integration and accessibility has a significant impact on the community. Steward's approach helps to break down barriers and create a sense of equality among attendees. The Prediction As Robyn's Rocket continues to grow and expand, it is likely to inspire more inclusive and accessible events in the future, promoting a culture of acceptance and understanding.

The LeadUnited States President Donald Trump has threatened longtime ally Oman with military force if it gets involved in the dispute over shipping access to the Strait of Hormuz, as Washington's war on Iran once again risks engulfing the Middle East. Trump's threat to "blow up" Oman came as Muscat reportedly held talks with Iran about overseeing passage through the strategic waterway that handles more than 20 percent of the world's global oil traffic.Trump's Unprecedented Threat Against a Key Ally"Nobody is going to control it," Trump said of the strait during a cabinet meeting in Washington. "It's international waters, and Oman will behave just like everybody else, or we will have to blow them up." This direct threat against a country with which Washington has had relations for more than 200 years has sent shockwaves across the region and drawn international criticism.While Hormuz is an international strait, most of it is located solely in Iranian and Omani territorial waters – not international waters – with parts of its outlying areas reaching United Arab Emirates (UAE) territorial waters. This geographical reality complicates Trump's assertion that the waterway is purely international.The Strategic Importance of the Strait of HormuzAs the only route for Gulf oil producers to ship exports to the open ocean, the strait has served as a free international maritime route for decades. Following the US-Israeli joint attacks on Iran on February 28, however, Tehran closed the waterway and began to assert sovereignty over it, including charging tolls of as much as $2m per ship at times.Under international maritime law, countries are not permitted to charge tolls to shipping passing through natural straits such as Hormuz, even where they are not in international waters. Countries can, however, provide services to shippers, such as insurance, maintenance and docking assistance.Regional Implications of Trump's ThreatShortly before Trump's comment, Iran's state television reported that Iran and the United States were close to agreeing on a memorandum of understanding (MOU) under which Tehran and Muscat would jointly control the strait. The proposal designates payments for passing vessels, framed as "fees for services" rather than "tolls."While the Trump administration has called the claims of such an MoU "a complete fabrication," analysts say his threat suggests that an understanding between Iran and Oman is precisely what the US president is trying to avoid."What Washington wants to prevent is the normalisation of Iranian control over Hormuz, dressed in administrative and legal clothing and given Arab cover by a US ally," Muhanad Seloom, non-resident senior fellow at the Middle East Council on Global Affairs, told Al Jazeera.International Reaction and Legal ConcernsCritics called the threat reckless. Raed Jarrar, the advocacy director at the US-based rights group DAWN, likened the US president's comments to those of a "mafia boss.""The UN Charter prohibits the threat of force against any state, and that prohibition binds the United States exactly as it binds everyone else," Jarrar told Al Jazeera. "Threatening to 'blow up' an Arab country because its waters happen to sit along an oil route Washington wants reopened is the same lawless logic that produced this war in February."Samir Puri, a visiting lecturer in war studies at King's College in London, said Trump's threat to Oman was "really surprising" and warned that it would "send shockwaves across the region."Oman's Diplomatic Role in the US-Iran ConflictOman has played a unique role in the region as a mediator between the US and Iran. Omani Foreign Minister Badr Albusaidi was a key mediator in US-Iran nuclear talks before the war on Iran began. Just before the US-Israeli joint attack on Tehran in February, Albusaidi had been meeting US officials, including Vice President JD Vance, to facilitate negotiations about the future of Tehran's nuclear programme.Unlike other US allies in the Gulf, such as Qatar, Bahrain and the UAE, Oman does not host US forces. It was nevertheless dragged into the conflict when Iran launched attacks on US military assets and energy infrastructure across the Gulf region in the early days of the war.Future Outlook for the RegionSeloom, from the Middle East Council on Global Affairs, said Oman is "one Gulf state that is simultaneously a US security partner and Iran's most trusted Arab interlocutor.""In peacetime, that ambiguity is an asset. In wartime, it becomes a liability, which is precisely the inversion now playing out," he told Al Jazeera.The analyst argued that joint Iran-Oman control over Hormuz was "more posture than probability." "Oman's real interest is not co-owning Iran's blockade; it is brokering the strait's reopening," he said.Still, according to Seloom, the prospect of Iran and Oman jointly shaping the future of the Strait of Hormuz alarms the US president for three reasons: "It would turn Iran's grip on the chokepoint into a permanent post-war fact rather than a temporary act of war; it would set a precedent that littoral states can metre and monetise an international waterway, eroding the freedom-of-navigation principle the United States underwrites worldwide; and it would hand Tehran a strategic win that outlasts any ceasefire."

Cannes Week Two: A Visual Overview of the Red CarpetPhotographs from the second week of the Cannes Film Festival showcase a mix of classic elegance and avant‑garde statements.The gallery highlights actors, directors, and designers who used the red carpet as a runway for experimentation.Bold Silhouettes and Rule‑Breaking EnsemblesDesigners embraced oversized tailoring, unexpected fabric pairings, and gender‑fluid styling.Several looks subverted traditional red‑carpet norms, opting for street‑wear influences and deconstructed couture.Industry Reaction and Cultural ResonanceFashion critics praised the willingness to push boundaries, noting a shift toward more inclusive and expressive red‑carpet attire.Social media buzz reflected audience fascination with the juxtaposition of glamour and rebellion.Implications for Future Festival FashionThe daring choices suggest upcoming festivals may see even greater experimentation, blurring lines between high fashion and everyday wear.Design houses are likely to leverage Cannes exposure to launch collections that celebrate individuality.

The Lead: Michigan's Climate Reality ShiftMichigan is experiencing a dramatic shift in its climate patterns, with the state now facing unprecedented extreme weather events that challenge its previous reputation as a climate haven. From record-breaking tornadoes to devastating flooding, Michigan's communities are confronting the tangible impacts of climate change with increasing frequency and severity.The Event Details: Unprecedented Weather PatternsThe tornado that hit west Ann Arbor at 1.45am on April 15, 2026, is just one example of the extreme weather plaguing Michigan. This year alone, the state has already experienced 15 tornadoes—matching its annual average—with March seeing communities across nine counties hit by two rounds of devastating tornadoes that killed four people, including a 12-year-old boy. These tornadoes marked the earliest EF-3 tornado to hit the state in documented history.The tornado outbreaks follow some of the worst flooding the state has seen in decades. Last month, several Michigan dams and levees were at risk of failure, prompting an evacuation order in Cheboygan in the north of the state. Federal Emergency Management Agency (Fema) officials have been assessing the fallout across 30 Michigan counties.These events follow the 2025 freezing rain storm that destroyed millions of acres of trees in northern Michigan, rendering hundreds of miles of electricity infrastructure useless and cutting power for weeks to thousands of people.The Data Analysis: Mounting Economic CostsThe financial toll of Michigan's climate-related disasters is substantial. The failure of the Edenville and Sanford dams in 2020 resulted in 10,000 people evacuated and 2,500 homes and businesses damaged or destroyed at an estimated cost of $175 million. The cost of rebuilding these dams and three others that failed is estimated at almost $400 million.Lynn Coleman, who runs a campground near the Edenville dam, has faced significant financial challenges. "The business has lost an average of $35,000 a year. Now, with the rebuild [of the dam], we're hit with just under $30,000 a year in lake assessment [fees] and that goes for the next 40 years."In Ann Arbor, the closure of the Veterans Memorial ice rink—used by roughly 60,000 people last year—will result in both revenue and social impacts for the community. The city's access to city-owned ice rinks will be cut in half next season since this is one of just two such facilities.The outdoor recreation sector, essential for thousands of small businesses, faces significant challenges as floods threaten to slow the spring season's activities. Campgrounds, trails, equestrian and other facilities across 22 Michigan counties face huge and costly cleanup operations.The Impact Analysis: Changing Climate PerceptionsMichigan's experience challenges the perception of the Great Lakes region as being "climate proof" or a climate haven. The state's position in the transition boundary of the jet stream between warm, moist air from the south and cold, dry air from Canada makes it particularly vulnerable to extreme weather events."When you have warm, moist air that clashes with dry air, you get a very sharp boundary in temperatures that will cause severe weather. And that's what we've seen," explains Lisa DeChano-Cook, a professor at Western Michigan University's school of environment, geography and sustainability. "We also have a strong temperature contrast between the Great Lakes water temperatures and the Gulf moisture. More precipitation can come down, and we can have more extreme outcomes."The changing climate patterns are affecting not just the physical environment but also the social and economic fabric of Michigan communities. The combination of property damage, business disruptions, and increased costs for infrastructure improvements is creating long-term challenges for residents and local governments.The Prediction: Future Climate Outlook for MichiganResearchers indicate that Michigan's extreme weather events are likely to continue and potentially intensify. The weakening of the polar jet stream due to warmer temperatures in the Arctic is causing it to bend more to the north and south, leading to more extreme weather events across larger areas including the Great Lakes region."It's not necessarily new, and yet I think it is linked to climate change," said DeChano-Cook of the severe weather facing the state. "We're seeing this waviness in the jet stream much more often in the spring and the fall than we used to."As Michigan continues to experience these climate impacts, the state will likely need to invest more in infrastructure resilience, emergency preparedness, and climate adaptation strategies. The economic and social costs of inaction may far exceed the investments needed to prepare for and mitigate the effects of a changing climate.

The Enduring Appeal of BoundI'm not necessarily inclined towards what might typically be dubbed "feelgood." No, you won't find me seduced by a happy ending, nor am I partial to the oeuvre of Disney (in fact, I find all the talking animals and poreless princesses a bit grotesque). The raw edges and friction of feelbad have tended to be much better suited to my tastes: the porno chic slasher Knife+Heart, the sartorial murder of In Fabric and the snuff film-obsessed Thesis. Sex and gore, basically. For a long time, my favourite film was Crimes of the Future: a stomach-churning body horror about sexual-surgical experiments.A Queer MasterpieceHowever, there is one movie that reveals a slightly soft(er)core side to my viewing habits, which I frequently return to in order to feel the gushy feelings and butterflies of a school crush. That film is Bound. The 1996 directorial debut from the Wachowski sisters, the plot revolves around an opposites-attract scenario which is both familiar and high stakes: plumber Corky, and mafia moll Violet. When their eyes meet across an elevator, the tiny vestibule becomes thick with sexual tension: it is so on.Most of what makes this film work is the palpable chemistry between Corky, whose slick masculinity is embodied by Gina Gershon, and Violet, played with ultimate sex pot prowess by Jennifer Tilly. The whole thing is shot in the conventions of the sapphic gaze: we get plenty of closeups of Corky's hands wrestling with pipes, snaking holes and unscrewing things in languorous, laborious detail.Say what you will about how openly queer actors should play openly queer roles, but this film – starring two ostensibly cis, straight female leads – is a masterclass in lesbian eroticism. The two main actors so seamlessly embody a masc/femme dynamic, without the try-hard didacticism of many later cinematic attempts, to create a relationship that feels oddly real (except much, much hotter).Character Analysis and ChemistryHaving just starred as the vamp Cristal Connors in the trash-cult, 1995 Vegas romp Showgirls, it's uncanny to see Gershon undergo such a dramatic gender transformation to play a butch pin-up just one year later. It's not a stretch to say that Corky has the kind of sly smirk and shaggy hair that no doubt served as the blueprint to The L Word's Shane.And then, well, there's Jennifer Tilly. A porcelain doll: her sex appeal is painted on the surface of her pout and her whole-bosom sighs but, underneath, she has a strong and stony demeanour. A complex female protagonist who smolders and manipulates to get what she wants from men, and a femme imprisoned by her own beauty, Tilly delivers probably the most astute performance exploring the double life of a straight-passing lesbian which I have ever seen.The Plot and Its ThemesAnyway, back to the plot. What comes after our protagonists' initial meeting is oh-so relatable: Corky, having just got out of prison, is particularly vulnerable to Violet's high-femme charms. In a turn that can only be explained by unbridled lust, Corky agrees to help her in a mad caper to steal $2m from the mob and pin it on her boyfriend. I, too, fear that I would do whatever Violet asked me to.But, to be honest, the crime plot is pretty inconsequential to me. What do I care if they pull it off or not? If you're interested, however, there are some tired – almost femmephobic – overnotes, where Corky begins to doubt if Violet is really the lesbian she says she is, or if she will ditch her for a man the first chance she gets. But despite it all, they get their own happy ending.Interestingly, the plot draws an equivalence between the prison time served by Corky and Violet's very own sentence: the years she spends as a clandestine lesbian in straight relationships with men, for her own financial survival. At the end of the film, evading prison and with a stack of cash, they are both free: Corky of the criminal justice system, and Violet from the confines of cis-heterosexual society.Legacy and Cultural ImpactWhile this film came out about 30 years ago – in my birth year – it remains the most convincing depiction of dyke sexual dynamics I have ever seen on screen. While they weren't out at the time, the Wachowski sisters (both trans lesbians) were cinematically brave: depicting the cheek, mischief and pleasure of sapphic relationships with Bound. I'm of a different generation to the directors, and I supposedly have access to a whole plethora of queer representation, but if it wasn't for this film made by two trans women in the 90s, I wouldn't have cinematic proof of my own sexuality.Bound is available on Kanopy or to rent digitally in the US and to rent digitally in the UK and Australia