Tech
Netflix documentary ‘Sufferer/Suspect’ digs into systemic scrutiny of sexual assault survivors
Published
3 years agoon
In the event you’ve got experienced sexual abuse, call the free, confidential National Sexual Assault hotline at 1-800-656-HOPE (4673), or entry the 24-7 encourage online by visiting online.rainn.org(opens in a new tab).
“Smartly as soon as you happen to are sorry that makes me feel greater,” says a Tuscaloosa detective to an 18-year-outmoded lady who has merely reported, and recanted, an myth of her rape to police.
The startling observation is one of many first examples of a pickle of alleged pretty authority and police failure tackled by Netflix’s most original documentary providing, Sufferer/Suspect, which highlights the work of Rachel (Rae) de Leon, an investigative reporter and the account converse of the movie.
The 90-minute documentary is a visual illustration of de Leon’s investigation into a celebrated pattern, one whereby sexual assault victims reporting against the law change into the center of their very possess felony investigations, later arrested or jailed themselves attributable to accusations of false reporting, as a substitute of seeing their assailants held accountable. De Leon asks, “If police don’t appear to be believing somebody, why now now not merely brush apart the case?”
Within social and felony justice conversations surrounding pervasive, institutional biases and attitudes in direction of victim-blaming, many sexual assault survivors (now now not merely girls(opens in a new tab)) settle silence over reporting(opens in a new tab). Even when folks flip to the authorities, there may possibly be a excessive probability their circumstances may possibly possibly possibly now now not be heard, as police departments nationwide had been found out to drop reported rape circumstances at excessive rates(opens in a new tab).
But de Leon used to be in a single other unstated consequence, initiating her reporting amid the #MeToo reckoning in 2016. She partnered with director Nancy Schwartzman (the directorial hand at the abet of Roll Red Roll(opens in a new tab), a lawful crime documentary about highschool sexual assault) for the impending Netflix characteristic-length movie now now not lengthy after.
Unraveling examples of celebrated failings
In Sufferer/Suspect, Schwartzman and de Leon provide up situation to those that weren’t compelled into the shadows by incredulity, but as a substitute grew to change into figureheads of police insistence that false stories are more total than we mediate, a exclaim that is been found out to be counterfeit(opens in a new tab). The documentary extends a microphone to girls whose privateness used to be misplaced as soon as their mugshots had been plastered on local news net sites, after which offers an different secure of advocacy and training that helps the need for cultural reform.
“I need all americans to withhold an open mind and to grab that right here is now now not a one-and-completed blueprint back,” Emma Mannion, one of many movie’s necessary voices and self-discipline of the aforementioned detective’s comment, suggested Mashable. Mannion, a then-18-year-outmoded University of Alabama student, reported her assault to Tuscaloosa police in 2016. She used to be later arrested and pleaded responsible to submitting a false file so as to receive a reduced sentence, after the authorities puzzled the validity of her memoir.
In Sufferer/Suspect, viewers peek the total investigation unfold in entrance of them, throughout the interrogation room and across headlines, including a third-act proof hide that implies she used to be but one other victim of police manipulation. Mannion, now a dance college owner and victim imply, maintains the validity of her initial file but has now now not but had her case overturned.
“There are such heaps of different circumstances which fetch had identical, if now now not the very same, complications,” she mentioned. “From diversified states, diversified counties, diversified countries. Or now now not it isn’t merely right here. Or now now not it is unfortunately in every single keep.”
Or now now not it is an ambiance fleet typified as a more or less boys’ club, bartering in a identical secure of awful locker room discuss and deceit that is woven into circumstances of aggressive patriarchy and throughout the #MeToo circulate.
De Leon met Mannion simplest a couple of months after she permitted her plea deal, they suggested Mashable, throughout an encounter between the 2 of them and Mannion’s mom that used to be blueprint up via a network of lawful advocates supporting sexual assault survivors, including Mannion’s authorized official, Leroy Maxwell — Maxwell appears to be like on hide hide later, providing a hopeful point out of solidarity amid the reporting by connecting himself, a Dark man, to those he represents: “We perceive what it be are looking out to be at the bottom of the boot.”
Mannion and one other survivor, Dyanie Bermeo, are offered as representative examples, with de Leon ushering viewers in and out of their stories whereas detailing other circumstances across the nation and her possess solutions as the reporter tasked to encourage ground the real fact. Other experts add context to the dialog, love venerable San Diego detective Carl Hershman and lawful expert Dr. Lisa Avalos. Viewers hear from de Leon’s possess editor and other newshounds at Showcase(opens in a new tab), fragment of the Center for Investigative Reporting, and lawful advocates. The movie even presents a seat throughout the room as they scrub via photos and interview case investigators straight away.
Need more Social Upright and Entertainment news delivered straight to your inbox? Be half of Mashable’s Prime Tales publication at the original time.
Spliced spherical photos of de Leon as a dedicated beat reporter are clips from throughout the interview room — a notably chilly situation (in both temperature and compassion, suspects are distinct to level out) susceptible many cases throughout the movie as a location of misfeasance. Or now now not it is an ambiance fleet typified as a more or less boys’ club, bartering in a identical secure of awful locker room discuss(opens in a new tab) and deceit that is woven into circumstances of aggressive patriarchy(opens in a new tab) and throughout the #MeToo circulate.
“I affect now now not think you. I affect now now not think you in any respect. And also you are one of many folks that is laying other than my lawful victims,” says one of many case investigators to Mannion.
“You’re the utilize of the specter of rape to secure what you want,” one other detective says to a survivor.
Documenting an imbalance of vitality
The bettering choices of Sufferer/Suspect, which presents colossal time to de Leon’s non-public life, demonstrate an affection in direction of those telling their stories and de Leon’s investigative crew, juxtaposed with a resounding disappointment in the offered lack of due diligence of police investigators and other journalists.
The documentary dives into techniques police departments utilize to stress confessions, sowing seeds of inconsistency and doubt amongst those reporting assault. It hints at a desire to make utilize of particular circumstances as “lessons” for other survivors, moreover as a violently-skewed idea of consent apparently held by the investigators themselves, employed in a methodology that makes the frequent evocation of the term in interrogation photos feel love a blow.
Across the movie, de Leon situates herself subsequent to, but as adversarial to, the investigators and her fellow crime newshounds, love an attentive victim imply working to originate up for an absence of balance throughout these circumstances. “As a journalist I basically must withhold an open mind that they’ll be mendacity,” she says in a cautious voiceover, “but additionally that they’ll be telling the real fact.”
“Sufferer/Suspect” prompts viewers to lengthen on requires reform inside regulation enforcement and the felony justice system, to reassess the vitality held by those telling the memoir, and to request whether or now now not doubt is ever a neutral stance.
“Rae used to be the first person that I spoke to that mentioned, ‘There is no stress. I’m merely taking a look into this self-discipline, and I’m looking out for more about it.’ I felt the probably affect. Perhaps this is able to possibly encourage somebody. Perhaps it goes to also merely be tutorial,” Mannion mentioned about her willingness to rob half in the movie, no matter the lawful uncertainty of her possess case. “Or now now not it is unruffled daunting… The movie industrial is now now not my world. I’m a tiny-town industrial owner. I dance. That is my world. But it used to be a extremely sizable fragment of me working via therapeutic in the final few years.”
As de Leon suggested Mashable, and as is depicted by Mannion and other voices in the final 20 minutes of the movie, Sufferer/Suspect is now now not proffering these stories to request viewers to strategy up with recommendations. The tail live of the movie displays Mannion and Bermeo attending a detective practicing, led by Hershman, so as to fragment their stories of being led into recanting as an effort to encourage perspective and calling out the need for this approach to practicing in any respect.
“I went into it hoping for therapeutic for myself, attributable to I wished to secure my converse out and feel heard,” Mannion mentioned. “Over the past a lot of years, and especially in the final 18 months, I’ve realized there may possibly be merely so unprecedented training that desires to happen. I manufacture now now not merely must discuss me. I’m now now not right here to discuss my trauma. I’m right here to discuss the true systemic blueprint back that goes on.”
In a call with Mashable, de Leon mentioned that the Sufferer/Suspect crew envisions the movie as a ingredient of a public training instrument, elaborating on a increased draw to cowl hide the documentary on college campuses with the encourage of advocates, love Mannion at the University of Alabama, and to pair the movie with a data or toolkit for survivors of sexual assault, all in a uncover to secure the memoir in entrance of lawmakers. The movie has partnered in these efforts with Red Owl(opens in a new tab), a technique company that helps filmmakers join with local, national, and global changemakers.
Amplifying requires reform via a lawful crime lens
Despite this push for advocacy, one can with out complications anticipate the urge to silo this movie into the lawful crime vogue, given its somewhat of obvious truth-discovering account, highlight-framed talking heads, and suspense-building get hold of. And, in many techniques, the documentary will be learn as a life like addition there, amplifying a response to the lawful crime pushback of the final few years — a warranted questioning of who gets to divulge the stories of assault, trauma, and anguish, the ethics of profiting off of a victim’s memoir, and what the media’s characteristic is in assigning guilt.
The dual carriageway between the spectacle of lawful crime and an investigative journalistic feat is certainly blurred right here, but per chance that is intentional, one step away from the vogue’s animated fame but shut to ample to power intrigue.
“I hope that it invitations folks in after which, whether or now now not unintentionally or now now not, they live up strolling away with a profound skills of if fact be told studying via somebody else’s memoir,” mentioned de Leon.
With de Leon leading the price, providing non-public parts of her possess life and the reporting choices that led her right here, viewers are dropped appropriate into the reporter’s mind, on the hunt for her first sizable memoir and dumped appropriate into the route of of making her first characteristic movie. But as the survivors originate their methodology to the fore, and as you peek Mannion and Bermeo slowly have up their very possess confidence in talking out, the movie’s creators work to lead it into a audacious shout from the subjects themselves.
In providing survivor-led stories at the abet of so-referred to as false stories, the filmmakers counsel that to survey Sufferer/Suspect as simplest a lawful crime thriller may possibly be to play into the identical pitfalls that led authority figures to unjustly frame sexual assault stories as ego journeys — the identical propensity to re-envision girls’s diligence in looking out for accountability as dramatics, or, worse, malice. As both file and opinion exercise, Sufferer/Suspect prompts viewers to lengthen on requires reform inside regulation enforcement and the felony justice system, to reassess the vitality held by those telling the memoir, and to request whether or now now not doubt is ever a neutral stance.
Sufferer/Suspect premieres on Netflix Could 23.(opens in a new tab)
Skedaddle joined Mashable’s Social Upright crew in 2020, covering online stories about digital activism, climate justice, accessibility, and media illustration. Her work additionally touches on how these conversations manifest in politics, celebrated custom, and fandom. Usually she’s very humorous.
Sahil Sachdeva is the CEO of Level Up Holdings, a Personal Branding agency. He creates elite personal brands through social media growth and top tier press features.
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Tech
The AI race is reviving an old workplace debate: just how many hours constitute too many
Published
2 weeks agoon
February 9, 2026
In the tech world, especially AI startups, 70+ hour workweeks (and sometimes more) have shifted from quiet norms to proudly advertised requirements. Job postings and company sites now openly state that only those thrilled by intense, extended hours should apply. The appeal includes sky-high pay, exciting perks, rapid career growth, and the opportunity to help shape groundbreaking technology. The cost? Significant sacrifices in personal time, energy, and overall health.
This intense approach echoes China’s infamous “996” culture (9 a.m. to 9 p.m., six days a week, totaling around 72 hours), which exploded during its tech surge. Prominent figures once hailed it as a “blessing” for ambitious young people, but fierce public criticism over burnout, unpaid extra hours, and serious health dangers soon followed. Authorities eventually stepped in, compelling companies to at least tone down public endorsements.
Today, a similar philosophy is gaining ground in Western tech hubs, driven by the frantic competition to dominate AI. Venture-backed startups believe blistering speed is essential for outpacing competitors and securing survival. Many founders view marathon hours as simply inevitable in such a high-stakes environment.
Proponents insist that team members who flourish here do so voluntarily, they see the work as deeply engaging and mission-driven, almost like a calling rather than a conventional job. Some leaders liken their teams to top-tier athletes: fueled by passion, focus, and collective purpose instead of fixed timetables.
Skeptics push back hard, arguing that more hours don’t automatically mean more output. Studies and experts repeatedly show that productivity often peaks and then plummets beyond a certain point, frequently, a 70-hour week yields results comparable to (or worse than) a well-managed 50-hour one due to fatigue and diminishing returns.
The health toll is even more alarming: global research ties chronic overwork to elevated chances of cardiovascular problems, strokes, chronic stress, and mental health crises. In the most severe instances, it has been linked to tragic fatalities, something already documented in cultures with entrenched long-hour traditions.
Underlying these dynamics is a real imbalance of power. Not every employee who signs up truly chooses it freely. Factors like economic instability, visa restrictions, scarce alternative opportunities, or the fear of missing out on the AI boom can coerce people into accepting grueling conditions, even when framed as “optional.”
While other sectors increasingly experiment with four-day weeks, remote flexibility, and results-oriented models, the tech/AI space remains split between two competing visions: grinding longer versus working smarter. Reform advocates point out that improved planning, sharper focus, streamlined processes and yes, leveraging AI tools themselves, could accelerate real progress without grinding people down.
The core issue is far from settled. As artificial intelligence continues transforming entire industries at warp speed, the biggest test ahead may not be raw technical prowess, but whether meaningful advancement can happen without stretching human endurance to unsustainable extremes.
Tech
Italy Thwarts Suspected Russian-Linked Cyberattacks Ahead of Winter Olympics
Published
2 weeks agoon
February 8, 2026
Just days before the opening ceremony of the Milan–Cortina Winter Olympics, Italian authorities revealed they had successfully neutralized a series of cyberattacks targeting key government infrastructure and Olympic-related digital platforms. The attempted breaches, which officials say were linked to Russian actors, were aimed at foreign ministry offices and websites connected to the Games, raising concerns over cybersecurity threats surrounding major global events.
Italy’s Foreign Minister, Antonio Tajani, confirmed the incidents on Wednesday while speaking to reporters during an official visit to Washington, D.C. According to Tajani, the cyberattacks targeted several foreign ministry systems, including Italy’s diplomatic office in the U.S. capital, as well as websites associated with the Winter Olympics. Some hotels in Cortina d’Ampezzo, one of the Games’ main host locations, were also reportedly among the intended targets.
While Tajani described the attacks as being “of Russian origin,” he did not disclose technical details or identify the specific groups believed to be responsible. “We prevented a series of cyberattacks against foreign ministry sites, starting with Washington, and also involving some Winter Olympics sites, including hotels in Cortina,” he said. The comments came just two days before the official opening ceremony, scheduled to take place at Milan’s iconic San Siro stadium.
The Winter Olympics officially began earlier this week with the first curling matches held in Cortina, marking the start of what Italian authorities expect to be one of the most heavily secured sporting events in the country’s history. The Games span a wide geographic area, stretching from Milan in northern Italy to the Dolomite mountain range, presenting unique logistical and security challenges.
Italy’s Interior Minister, Matteo Piantedosi, addressed parliament on the same day, outlining the scale of security preparations underway. He announced that approximately 6,000 security personnel have been deployed across Olympic venues. These forces include specialized units such as bomb disposal teams, anti-terrorism squads, snipers, and cybersecurity experts, all tasked with ensuring the safety of athletes, officials, and spectators.
The thwarted cyberattacks highlight the growing role of digital warfare in international tensions, particularly during high-profile global events. Major sporting competitions have increasingly become attractive targets for cyber operations due to their visibility, symbolic value, and reliance on digital infrastructure.
Although the Italian government has sought to reassure the public that the situation is under control, the incidents underscore the evolving nature of security threats in the modern era. As nations invest heavily in physical security, cyber defenses have become equally critical in protecting national interests and global events from disruption.
With the Games now underway, Italian officials say they remain on high alert, emphasizing that both physical and digital security measures will continue to be reinforced throughout the Olympic period.
Business
Amazon’s $200bn AI Bet Shakes Investor Confidence
Published
3 weeks agoon
February 6, 2026
Amazon has joined the ranks of America’s biggest technology firms making unprecedented bets on artificial intelligence — and the market response has been swift and unforgiving.
In its latest annual financial disclosure, the e-commerce and cloud computing giant revealed plans to spend $200bn (£147.7bn) this year on expanding its business, with a significant portion earmarked for artificial intelligence. The figure marks a sharp rise from last year’s $125bn investment, making Amazon the most aggressive spender on AI among Big Tech peers.
Yet instead of applause, the announcement triggered concern. Amazon’s shares fell by more than 11% in after-hours trading, reflecting growing investor unease over the escalating costs of AI development and the lack of immediate returns.
Chief executive Andy Jassy was candid about the company’s priorities during a call with analysts. While Amazon cited spending across AI, chips, robotics and low-Earth-orbit satellites, Jassy made it clear that artificial intelligence sits at the centre of its long-term strategy.
“This is an unusual opportunity,” he said, describing AI as a force that will fundamentally reshape Amazon’s products and services. “Every customer experience we have today will be reinvented by AI.”
Amazon’s push mirrors a broader industry trend. Meta, Google and Microsoft are collectively expected to invest around $650bn in AI and related infrastructure this year. Meta’s chief executive Mark Zuckerberg recently announced spending of up to $135bn, nearly double the company’s investment from the previous year. Google, meanwhile, plans to more than double its capital expenditure to $185bn, focusing heavily on data centres and AI-driven infrastructure.
Despite rising revenues and profits across the sector, investors appear increasingly cautious. Analysts are pressing technology firms for clearer paths to monetisation as development costs soar. The recent dip in the S&P 500, which includes all major US tech players, underscores a wider sense of market fatigue following years of rapid growth.
At Amazon, the financial balancing act has had human consequences. Chief financial officer Brian Olsavsky acknowledged that cost-cutting measures are being implemented elsewhere in the business. Over the past few months, the company has laid off 30,000 employees, signalling that efficiency and automation may increasingly replace human labour.
Zuckerberg echoed this sentiment, noting that AI tools are already reducing the need for large technical teams. He predicted that 2026 will mark a turning point, when artificial intelligence dramatically alters the way people work.
Microsoft has so far avoided specifying its total AI spending, though it has already invested over $72bn in talent acquisition and infrastructure, with no signs of slowing down.
As technology giants race to dominate the AI future, they face a growing challenge: convincing investors that today’s massive expenditures will translate into tomorrow’s sustainable profits. For now, Amazon’s bold gamble highlights a defining tension of the AI era — innovation at unprecedented scale, paired with unprecedented scrutiny.
Tech
Crushon AI Emerges as 2026 Top Choice for NSFW AI Chat Users
Published
4 weeks agoon
January 27, 2026
LOS ANGELES, January 2026 — In the past year, the environment around mature-themed AI has undergone some significant changes. With many people being disenchanted with the heavily censored chat services, one player stands out in this community: Crushon AI.
Beginning as an alternative, it has become the platform of choice for many people who wish to use their creativity, participating in NSFW AI chat without necessarily creating an account.
What Makes This NSFW AI Platform Different
Most of the popular chatbot platforms use strict content moderation that essentially prohibits the discussion of mature themes on their platforms. As a result, writers, role-players, and adults are left with very few options on such platforms. However, Crushon provides an uncensored platform that values creativity.
The platform supports over twenty language models, which include:
- Claude Opus 4.5 and Claude Sonnet Series for in-depth discussion
- Gemini 3 Flash – for fast and creative answers
- Deepseek R1 For in-depth narration
- Kimi K2 for multilingual role-playing.
A user picks a model, builds a character, and starts chatting with it. The time taken for the computer’s responses is usually between near-instant and four seconds.
Key Features for Free NSFW AI Chat
Nonetheless, one must consider that the resources created by Crushon are beyond mere functionality. Model Development allows one to create their NSFW AI persona on their own, which includes their traits in terms of both personality, emotions, and even appearance, all of which are achieved without the need to code. The Group Chat feature allows multiple conversations to happen at the same time between five different personas, which is quite apt for storytelling.
NSFW AI Image Generation That Matches the Moment
One of the interesting things about Crushon’s platform is its free NSFW AI mage feature. Unlike other models, this platform does not offer static images but rather dynamic images based on the conversation being had. Whenever the scene changes, the AI changes the NSFW images accordingly.
This dynamic method allows characters to transmit images that match the developing story, whether of a cozy setting or a more adventurous one. According to users, the development of images that match the context significantly improves immersion when compared to text-based options.
Why Users Are Making the Switch
The NSFW AI chat community is quite saturated, but many platforms require a subscription or limit how much you can use on a daily basis. Crushon allows access to its entire feature set without needing to log in.
This long-term memory holds a capacity of up to sixteen thousand tokens and allows the characters to recall past dialogue and developments. This serves as the foundation for the development of relationships that are based on casual dialogue and have grown over time.
For the creative adult frustrated with the limitations of content found on other platforms, the level of flexibility and functionality found here has made it hard to ignore.
Tech
OpenAI Introduces ChatGPT Health, Sparking Excitement and Data Privacy Worries
Published
1 month agoon
January 11, 2026
OpenAI has rolled out ChatGPT Health, a specialized feature enabling U.S. users to upload medical records and sync data from health apps, delivering more tailored responses from the chatbot. The company positions it as a tool to enhance health understanding, though experts and advocates have voiced significant concerns over privacy, data security, and AI’s role in healthcare.
Per OpenAI, the feature integrates data from platforms like Apple Health, Peloton, and MyFitnessPal, as well as user-provided medical documents. It aims to offer contextualized answers on health and wellness topics. Importantly, OpenAI emphasizes that this is not for diagnosing conditions or prescribing treatments and cannot substitute professional medical care.
The firm assures users that Health conversations are isolated from standard chats and excluded from AI model training. It also touts “enhanced privacy measures” to protect highly sensitive health information. Initial rollout is limited to select early testers, with a waitlist for wider availability.
Privacy campaigners, however, caution that health data demands the highest level of protection. Andrew Crawford from the Center for Democracy and Technology stressed the need for impermeable barriers separating health data from other user details, especially amid AI firms pursuing new monetization strategies, such as targeted advertising.
“Emerging AI health features hold potential to empower individuals,” Crawford noted, “yet weak safeguards could expose highly personal data to serious risks.”
This debut aligns with generative AI’s growing influence in daily life. OpenAI reports over 230 million weekly health-related queries on ChatGPT. Proponents highlight AI’s ability to clarify symptoms, explain medical jargon, and guide lifestyle decisions, particularly in overburdened healthcare systems.
Nevertheless, doubts linger about AI accuracy. Large language models can generate erroneous or misleading outputs, often with unwarranted certainty. Detractors fear users might over-rely on such guidance, despite explicit warnings.
Max Sinclair, CEO of AI marketing firm Azoma, hailed it as a “pivotal milestone” for OpenAI, suggesting the company is establishing ChatGPT as a go-to health advisor, which could transform how people research conditions and choose wellness products or therapies.
The tool is not yet available in the UK, Switzerland, or European Economic Area nations due to rigorous data privacy regulations. Analysts predict regulatory challenges could slow or restrict international expansion.
Amid heightened global oversight of AI ethics and safety, following issues like manipulated images and deepfakes—this launch underscores the dual-edged nature of AI in personalized healthcare. Its success as a reliable aid or a new ethical minefield will hinge on striking a balance between technological advancement and accountability.
Tech
UK Government Criticizes X for Limiting Grok AI Image Editing to Paid Subscribers, Labeling It ‘Insulting’ to Victims of Abuse
Published
2 months agoon
January 10, 2026
The UK government has strongly condemned Elon Musk’s platform X for restricting Grok AI’s image editing and generation features to premium subscribers, describing the change as “insulting” to victims of misogyny and sexual violence. The criticism follows widespread outrage over the AI tool’s role in producing non-consensual sexualized deepfake images, including those depicting women and children.
A spokesperson for Prime Minister Sir Keir Starmer stated that the restriction fails to resolve the underlying problem and effectively monetizes a harmful feature by turning it into a “premium service.” They noted that the swift implementation shows X is capable of quick action when motivated, and called for more responsible measures to prevent abuse entirely.
The issue arose after reports that Grok complied with prompts to digitally alter photos, such as removing clothing from images of individuals without consent. Although the feature is now limited on X to paid users (requiring verified payment details), concerns persist that it may still be available via Grok’s standalone app or website.
Prime Minister Starmer called the generation of sexualized AI images of adults and children “disgraceful” and “disgusting,” vowing intolerance for such unlawful content. He pledged full backing for regulator Ofcom to enforce the Online Safety Act, with options including fines, access restrictions, or even an effective ban on X in the UK if the platform fails to comply.
Ofcom has initiated urgent inquiries and contacted X and xAI, but has not yet issued a public response on next steps. X has not commented on the latest developments.
Experts and campaigners have echoed the government’s stance. Professor Clare McGlynn highlighted the lack of proper ethical safeguards, arguing that the paywall does not eliminate risks and prioritizes profit over safety. The Internet Watch Foundation reported identifying criminal child abuse imagery apparently created by Grok, stressing that the restriction cannot reverse existing harm.
Victims, including those personally targeted, have dismissed the change as inadequate, urging a full overhaul with robust built-in protections.
This incident intensifies debates over generative AI accountability, positioning the Grok case as a critical challenge for regulating online safety in the AI era.
Health
Get Featured in TechCrunch: A Practical Guide for Startups and Technology Companies
Published
2 months agoon
January 5, 2026
For startups and technology-driven businesses, media visibility can play a decisive role in growth and credibility. Among technology publications, TechCrunch stands out as one of the most trusted sources for startup news, funding updates, and innovation trends. Many founders aim to Get Featured in TechCrunch because of its ability to influence investors, customers, and the broader tech ecosystem.
This guide explains how TechCrunch operates, what journalists look for, and how companies can responsibly prepare for editorial coverage.
Why TechCrunch Coverage Is Highly Valued
TechCrunch has built its reputation through independent reporting and in-depth analysis of emerging technologies and startup ecosystems. Its readership includes venture capitalists, founders, product leaders, and industry analysts.
A feature on TechCrunch can help companies:
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Establish authority and trust
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Attract investor and partner interest
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Increase qualified website traffic
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Strengthen brand perception within the tech community
Because of this reach and credibility, many early-stage and scaling companies strategically work toward the goal to Get Featured in TechCrunch at key moments in their growth journey.
Understanding TechCrunch’s Editorial Focu
TechCrunch is an editorial platform, not a promotional directory. Its journalists prioritize factual, timely, and industry-relevant stories that offer value to readers.
Primary Topics Covered
TechCrunch commonly reports on:
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Startup funding rounds and acquisitions
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Product launches with market impact
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Artificial intelligence and deep technology
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SaaS, fintech, Web3, and enterprise tools
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Venture capital trends and startup ecosystems
To Get Featured in TechCrunch, your announcement must align with these topics and present clear relevance to current industry developments.
What Makes a Story Newsworthy
One of the most common mistakes companies make is pitching content that lacks a genuine news angle. TechCrunch evaluates whether a story contributes meaningful insight or signals a shift in the market.
Examples of strong news angles include:
-
A confirmed funding round or acquisition
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A product launch addressing a clear market gap
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Proprietary technology or original research
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Verified traction, revenue growth, or adoption metrics
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Industry disruption or operational innovation
Without a timely and factual story, it becomes difficult to Get Featured in TechCrunch, regardless of product quality.
Preparing Your Company Before Outreach
Before contacting any journalist, your company must be ready for public scrutiny. Editors frequently research brands before responding to pitches.
Essential Preparation Checklist
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A clear and informative website
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Transparent company and founder information
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Supporting data or performance metrics
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Press-ready product descriptions
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Consistent online presence
Preparation demonstrates professionalism and credibility, which significantly improves your chances to Get Featured in TechCrunch.
How to Pitch TechCrunch the Right Way
An effective pitch is concise, factual, and respectful of a journalist’s time. Editors receive a high volume of emails daily, so clarity is critical.
Key Elements of a Strong Pitch
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A precise subject line referencing the news
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A brief summary of what is happening
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Explanation of why it matters to the industry
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Verified facts, numbers, and timelines
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Optional quotes from founders or executives
Avoid exaggerated claims or marketing language. A clear, information-driven pitch is essential if you want to Get Featured in TechCrunch.
The Role of Timing in Media Coverage
Timing plays a major role in editorial decisions. Even strong stories may be declined if they are poorly timed.
Best practices include:
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Pitching before public announcements
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Coordinating with funding or launch embargoes
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Aligning with trending industry discussions
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Avoiding periods of low editorial activity
Strategic timing increases relevance and improves the likelihood to Get Featured in TechCrunch when editors are actively covering similar topics.
Direct Outreach vs. Professional PR Support
While founders can pitch independently, many companies choose to work with experienced PR professionals. Media specialists understand how to position stories and communicate with journalists effectively.
PR support can help with:
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Story framing and narrative development
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Identifying the right TechCrunch reporters
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Managing follow-ups professionally
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Reducing common pitching errors
For companies unfamiliar with media outreach, professional guidance can improve the chances to Get Featured in TechCrunch without damaging long-term media relationships.
Common Reasons TechCrunch Declines Pitche
Rejection is common and does not necessarily reflect a weak product. Most rejections are based on editorial fit and timing.
Common reasons include:
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Lack of a clear news angle
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Overly promotional messaging
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Insufficient data or validation
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Story not relevant to current coverage priorities
Understanding these factors helps companies refine their approach and prepare better for future attempts to Get Featured in TechCrunch.
Maximizing Impact After Publication
Securing coverage is only the first step. How you use that coverage determines its long-term value.
Recommended actions after publication:
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Share the article across professional networks
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Add TechCrunch mentions to your website
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Include coverage in investor and sales materials
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Reference the feature in future media outreach
Effective amplification extends the benefits of being able to Get Featured in TechCrunch beyond the initial article.
Conclusion
TechCrunch coverage is earned through relevance, preparation, and responsible storytelling. Companies that understand editorial standards and focus on real industry impact are far more likely to succeed.
By approaching media outreach strategically and maintaining realistic expectations, the goal to Get Featured in TechCrunch becomes achievable for startups and technology brands committed to long-term growth and credibility.
Tech
Top 8 Powerful Types of Technology Transforming Our World in 2025
Published
3 months agoon
November 19, 2025
Introduction
Technology is evolving faster than ever, and 2025 is shaping up to be a breakthrough year across multiple industries. Understanding the different types of technology is no longer optional—it’s essential for businesses, creators, students, and professionals who want to stay ahead.
Whether it’s artificial intelligence powering your daily apps or robotics revolutionizing healthcare, the types of technology emerging today are driving massive shifts in how we work, live, and connect.
This blog by Level Up Mag breaks down the most impactful types of technology in 2025, how they’re shaping the world, and why staying informed gives you a competitive advantage.
What Are the Top Types of Technology in 2025?
Here are the leading types of technology dominating the global landscape in 2025:
1. Artificial Intelligence & Machine Learning
AI is no longer futuristic—it’s everywhere. Among all types of technology, AI stands out as the most transformative.
AI impacts:
- Automation
- Personalized experiences
- Business decision-making
- Predictive analytics
- Creativity & content generation
Tools like ChatGPT, Midjourney, and various enterprise AI models prove that AI will continue reshaping industries. The rise of Generative AI, which is now used in marketing, design, research, and customer service, is defining the next wave of innovation.
2. Blockchain & Web3 Technology
Blockchain isn’t just for crypto anymore. It is becoming the backbone of trust-based digital systems.
This type of technology is used in:
- Supply chain tracking
- Smart contracts
- Identity verification
- Decentralized apps (dApps)
- Secure payments
Web3 introduces ownership, privacy, and transparency—making it one of the most important types of technology reshaping digital ecosystems.
3. Robotics & Automation
Robotics is evolving beyond manufacturing. In 2025, robots are in:
- Healthcare
- Agriculture
- Warehousing
- Retail
- Defense
From humanoid robots to delivery drones, this type of technology is leading the automation revolution.
Robots now assist in surgeries, pick warehouse orders, and even help with customer service. The combination of robotics + AI is unlocking new levels of productivity.
4. Biotechnology & HealthTech
Biotechnology is one of the fastest-growing types of technology, especially post-pandemic. It includes:
- Genetic engineering
- Vaccine development
- Wearable health devices
- AI-powered medical diagnostics
Breakthroughs in personalized medicine, DNA editing, and regenerative treatments are giving humanity tools to prevent diseases early and increase life expectancy.
HealthTech apps and devices are also enabling people to monitor their health in real time.
5. Cybersecurity & Digital Safety
As technology grows, so does cybercrime. That’s why cybersecurity has become one of the essential types of technology in 2025.
It includes:
- Threat detection systems
- Data protection tools
- Network security
- Zero-trust architecture
- AI-powered security systems
Businesses of every size rely on advanced cybersecurity to protect digital assets, customers, and operations.
6. Internet of Things (IoT) & Smart Technology
IoT connects physical devices to the internet, allowing them to communicate and function intelligently.
Popular IoT examples:
- Smart homes
- Connected cars
- Wearable devices
- Smart manufacturing
- Smart city infrastructure
This type of technology improves convenience, safety, and operational efficiency across industries.
7. Extended Reality (AR, VR & MR)
Extended Reality is becoming mainstream, especially in education, gaming, real estate, and corporate training.
This type of technology offers:
- Immersive learning
- 3D virtual experiences
- Virtual events
- Real-time simulation training
In 2025, AR glasses, VR training modules, and mixed reality environments are widely used for both entertainment and productivity.
8. Cloud Computing & Edge Computing
Cloud computing powers almost every major platform today. But edge computing is emerging as an important complement.
They support:
- Streaming services
- SaaS platforms
- Real-time data processing
- Remote work
These types of technology are crucial for storing data securely, improving speed, and enabling large-scale digital operations.

Why Understanding These Types of Technology Matters
Knowing the top types of technology helps you:
- Stay competitive in your industry
- Make informed business decisions
- Upskill for future careers
- Innovate faster
- Adapt to digital transformation
Technology is not slowing down—those who understand it will always stay ahead.
The Future of Technology in 2025 and Beyond
2025 marks a turning point in human innovation. The main types of technology discussed above are converging, amplifying each other’s potential.
AI + robotics will redefine labor.
Blockchain + IoT will enhance global transparency.
AR + 5G will reshape digital experiences.
Biotech + data analytics will transform healthcare.
The world is entering an era where technology doesn’t just support life—it enhances it.
Conclusion
From AI to biotechnology, the top types of technology in 2025 are opening the door to smarter, safer, and more efficient ways of living. Understanding these technologies empowers individuals and businesses to grow, innovate, and stay future-ready.
Level Up Mag will continue delivering powerful insights into the evolving tech landscape—because in this fast-changing world, staying informed is your biggest advantage.
🚀 Introduction
The tech landscape in 2025 is evolving at an unprecedented pace. From artificial intelligence (AI) breakthroughs to the rise of quantum computing, businesses and consumers alike are witnessing transformative changes. In this article, we delve into the top 10 tech trends that are set to redefine industries and daily life.
1. Agentic AI: Autonomous Decision-Making
Agentic AI refers to systems that can make independent decisions to achieve specific goals. Unlike traditional AI, which requires human oversight, agentic AI can operate autonomously, learning from its environment and experiences. This advancement is revolutionizing sectors like logistics, healthcare, and customer service, where real-time decision-making is crucial.
2. Quantum Computing: The Next Frontier
Quantum computing harnesses the principles of quantum mechanics to process information in ways classical computers cannot. In 2025, significant strides have been made in developing stable qubits and error-correction techniques. Industries such as pharmaceuticals, finance, and cybersecurity are poised to benefit from the immense computational power quantum computers offer.
3. Extended Reality (XR): Blurring the Lines Between Physical and Digital
Extended Reality encompasses virtual reality (VR), augmented reality (AR), and mixed reality (MR). In 2025, XR technologies are becoming more immersive and accessible, enhancing experiences in gaming, education, and remote work. Companies are leveraging XR for virtual training programs, interactive product demonstrations, and collaborative meetings.
4. 5G and Beyond: The Evolution of Connectivity
The rollout of 5G networks continues to accelerate, providing faster and more reliable internet connections. Looking ahead, research into 6G technologies is underway, promising even higher speeds and lower latency. Among the top tech trends, these advancements are set to enable innovations in autonomous vehicles, smart cities, and the Internet of Things (IoT).
5. AI-Driven Cybersecurity: Proactive Threat Detection
As cyber threats become more sophisticated, traditional security measures are no longer sufficient. AI-driven cybersecurity solutions are emerging to detect and respond to threats in real-time. By analyzing patterns and anomalies, these systems can identify potential breaches before they occur, safeguarding sensitive data and infrastructure.
6. Sustainable Tech: Green Innovations for a Better Future
With growing concerns over climate change, there is a push towards sustainable technologies. In 2025, innovations like renewable energy solutions, electric vehicles, and energy-efficient appliances are gaining traction. Companies are investing in green technologies to reduce their carbon footprint and promote environmental responsibility.
7. Edge Computing: Processing Data Closer to the Source
Edge computing involves processing data near its source rather than relying on centralized data centers. This approach reduces latency and bandwidth usage, making it ideal for applications like autonomous vehicles and real-time analytics. As IoT devices proliferate, edge computing is becoming increasingly important.
8. Blockchain Beyond Cryptocurrency: Decentralized Applications
While blockchain is best known for powering cryptocurrencies, its applications extend far beyond digital currencies. In 2025, industries such as supply chain management, healthcare, and finance are exploring blockchain for secure and transparent transactions. Decentralized applications (dApps) are being developed to streamline processes and enhance trust.
9. Robotics and Automation: Transforming Industries
Advancements in robotics and automation are reshaping industries like manufacturing, healthcare, and logistics. In 2025, robots are performing complex tasks with greater precision and efficiency. Collaborative robots (cobots) working alongside humans are among the leading tech trends, enhancing productivity and safety in various work environments.
10. Biotechnology: Merging Biology with Technology
Biotechnology is making significant strides in 2025, with innovations in gene editing, personalized medicine, and synthetic biology. These advancements are leading to new treatments for diseases, improved agricultural practices, and sustainable bio-manufacturing processes. The convergence of biology and technology holds promise for addressing global challenges.
For more insights on media strategy and PR success, check out Gerry Gadoury’s profile to see how industry experts leverage innovative approaches to boost visibility and brand authority. Learning from leaders like him can inspire your own tech journey and growth.
🔍 Conclusion
The tech trends of 2025 are not just shaping the future—they’re actively transforming the present. From autonomous AI systems to breakthroughs in quantum computing, these innovations are creating new opportunities and challenges across industries. Staying informed and adaptable is crucial for individuals and businesses aiming to thrive in this rapidly evolving landscape.
Tech
Apple Breaks Tradition: Touchscreen MacBooks Set to Revolutionize Laptops in 2026
Published
4 months agoon
October 19, 2025
A Bold Shift from Steve Jobs’ Legacy
After over a decade of staunch resistance, Apple is poised to launch touchscreen MacBook Pros, marking a dramatic pivot in its design philosophy. Bloomberg reporter Mark Gurman reveals that these innovative devices will debut in late 2026 or early 2027. This move challenges the foundational beliefs of co-founder Steve Jobs, who in 2010 dismissed vertical touchscreens as ergonomically flawed. “Touch surfaces don’t want to be vertical. It gives a great demo, but after a short period of time, you start to fatigue,” Jobs argued. Even under Tim Cook’s leadership in 2012, Apple likened merging a laptop and tablet to combining a toaster with a refrigerator.
The touchscreen laptop market’s explosive growth has forced this evolution. Generating $50 billion globally this year, it’s projected to surge to $120 billion by 2033. Apple’s entry acknowledges shifting consumer demands for versatile devices that blend laptop power with tablet intuitiveness. No longer just a demo gimmick, touch functionality now promises real-world utility, driven by advanced hardware that mitigates fatigue through smarter ergonomics.
Cutting-Edge Tech Meets Everyday Usability
The new MacBook Pros will dazzle with OLED displays, the same vibrant panels powering iPhones and iPad Pros, in 14- and 16-inch sizes. Thinner and lighter than ever, they’ll be fueled by the M6 processor, succeeding the recently launched M5 in current models. Pricing will command a premium: expect the 14-inch to start above $1,799 (versus $1,599 today) and the 16-inch over $2,799 (from $2,499). A sleek hole-punch camera cutout replaces the notch, offering a cleaner aesthetic.
Crucially, touch complements rather than replaces the keyboard and trackpad, preserving MacBook’s intuitive workflow. Upgraded hinges and a reinforced display eliminate screen wobble during interactions, addressing Jobs’ core concerns. This hybrid approach enhances creative tasks like sketching in design apps or annotating documents, while AI-boosted M6 chips accelerate graphics and machine learning.
Complementing this, the MacBook Air gets an M5 refresh in spring 2026, holding its $999 price as Apple’s top seller for students and pros. Together, these updates position Apple to dominate a $194 billion laptop market, forecasted to exceed $334 billion by 2030.
Unlocking Entrepreneurial Goldmines in Apple’s Ecosystem
For startups and innovators, Apple’s touchscreen leap is a treasure trove. The hybrid interface demands fresh apps optimized for touch-keyboard synergy—think stylus-enabled drawing tools, interactive educational platforms, or productivity suites for media editors. Creative pros, students, and tech enthusiasts will drive demand, expanding beyond traditional Mac users.
Accessory makers can thrive with ergonomic stands, precision styluses, and protective cases tailored for touch durability. Software developers should target niches like augmented reality overlays for design workflows or AI-assisted note-taking. Early movers could capture market share as adoption spikes post-launch.
Challenges loom: high prices may deter budget buyers, and devs must master dual-input optimization to avoid clunky experiences. Yet Apple’s polish—seamless integration with iOS apps and ecosystem lock-in—mitigates risks. Analysts predict touchscreen Macs will boost productivity by 20-30% in creative fields, fueling a startup boom.
Entrepreneurs: scout partnerships via Apple’s developer program. Launch beta apps now to ride the hype wave. From indie devs crafting touch-first games to firms building enterprise training tools, opportunities abound in this $120 billion frontier.
A New Dawn for Versatile Computing
Apple’s touchscreen MacBooks herald a versatile computing era, fusing powerhouse performance with intuitive touch. This isn’t mere capitulation—it’s strategic mastery, blending legacy ergonomics with modern demands. Consumers gain fluid workflows for everything from coding marathons to casual sketching, while pros unlock unprecedented efficiency.
As 2026 nears, excitement builds. Will prices curb mass appeal? Can software evolve fast enough? Apple’s track record suggests triumph. For entrepreneurs, it’s launchpad time: innovate boldly within this ecosystem, and reap rewards from a paradigm shift. The laptop isn’t dying, it’s evolving, and Apple’s at the helm. Watch this space; the future feels tantalizingly touchable.
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