Privacy and data protection

New AI startup enables context across thousands of hours of video

Samsung Next has invested in Memories.ai, a startup specialising in long-duration video analysis capable of processing up to 10 million hours of footage.

The tool uses AI to transform massive video archives into searchable, structured datasets, even across multiple videos spanning hours or days.

The solution employs a layered pipeline: it filters noise, compresses critical segments, indexes content for natural-language queries, segments into meaningful units, and aggregates those insights into digestible reports. This structure enables users to search and analyse complex visual datasets seamlessly.

Memories.ai’s co-founders, Dr Shawn Shen and Enmin (Ben) Zhou, bring backgrounds from Meta’s Reality Labs and machine learning engineering.

The company raised $8 million in seed funding, surpassing its $4 million goal, led by Susa Ventures, including Samsung Next, Fusion Fund, Crane Ventures, Seedcamp, and Creator Ventures.

Samsung is banking on Memories.ai’s edge computing strengths, particularly to enable privacy-conscious applications such as home security analytics without cloud dependency. Its startup focus includes security firms and marketers needing scalable tools to sift through extensive video content.

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Google launches AI feature to reshape how search results appear

Google has introduced a new experimental feature named Web Guide, aimed at reorganising search results by using AI to group information based on the query’s different aspects.

Available through Search Labs, the tool helps users explore topics in a more structured way instead of relying on the standard, linear results page.

Powered by Google’s Gemini AI, Web Guide works particularly well for open-ended or complex queries. For example, searches such as ‘how to solo travel in Japan’ would return results neatly arranged into guides, safety advice, or personal experiences instead of a simple list.

The feature handles multi-sentence questions, offering relevant answers broken into themed sections.

Users who opt in can access Web Guide via the Web tab and toggle it off without exiting the entire experiment. While it works only on that tab, Google plans to expand it to the broader ‘All’ tab in time.

The move follows Google’s broader push to incorporate Gemini into tools like AI Mode, Flow, and other experimental products.

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Microsoft replaces the blue screen of death with a sleek black version in Windows 11

Microsoft has officially removed the infamous Blue Screen of Death (BSOD) from Windows 11 and replaced it with a sleeker, black version.

As part of the update KB5062660, the Black Screen of Death now appears briefly—around two seconds—before a restart, showing only a short error message without the sad face or QR code that became symbolic of Windows crashes.

The update, which brings systems to Build 26100.4770, is optional and must be installed manually through Windows Update or the Microsoft Update Catalogue.

It is available for both x64 and arm64 platforms. Microsoft plans to roll out the update more broadly in August 2025 as part of its Windows 11 24H2 feature preview.

In addition to the screen change, the update introduces ‘Recall’ for EU users, a tool designed to operate locally and allow users to block or turn off tracking across apps and websites. The feature aims to comply with European privacy rules while enhancing user control.

Also included is Quick Machine Recovery, which can identify and fix system-wide failures using the Windows Recovery Environment. If a device becomes unbootable, it can download a repair patch automatically to restore functionality instead of requiring manual intervention.

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LegalOn raises 50 million to expand AI legal tools

LegalOn Technologies has secured 50 million dollars in Series E funding to expand its AI-powered contract review platform.

The Japanese startup, backed by SoftBank and Goldman Sachs, aims to streamline legal work by reducing the time spent reviewing and managing documents.

Its core product, Review, identifies contract risks and suggests edits using expert-built legal playbooks. The company says it improves accuracy while cutting review time by up to 85 percent across 7,000 client organisations in Japan, the US and the UK.

LegalOn plans to develop AI agents to handle tasks before and after the review process, including contract tracking and workflow integration. A new tool, Matter Management, enables teams to efficiently assign contract responsibilities, collaborate, and link documents.

While legal AI adoption grows, CEO Daniel Lewis insists the technology will support rather than replace lawyers. He believes professionals who embrace AI will gain the most leverage, as human oversight remains vital to legal judgement.

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Meta boosts teen safety as it removes hundreds of thousands of harmful accounts

Meta has rolled out new safety tools to protect teenagers on Instagram and Facebook, including alerts about suspicious messages and a one-tap option to block or report harmful accounts.

The company said it is increasing efforts to prevent inappropriate contact from adults and has removed over 635,000 accounts that sexualised or targeted children under 13.

Of those accounts, 135,000 were caught posting sexualised comments, while another 500,000 were flagged for inappropriate interactions.

Meta said teen users blocked over one million accounts and reported another million after receiving in-app warnings encouraging them to stay cautious in private messages.

The company also uses AI to detect users lying about their age on Instagram. If flagged, those accounts are automatically converted to teen accounts with stronger privacy settings and messaging restrictions. Since 2024, all teen accounts are set to private by default.

Meta’s move comes as it faces mounting legal pressure from dozens of US states accusing the company of contributing to the youth mental health crisis by designing addictive features on Instagram and Facebook. Critics argue that more must be done to ensure safety instead of relying on user action alone.

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AI and quantum tech reshape global business

AI and quantum computing are reshaping global industries as investment surges and innovation accelerates across sectors like finance, healthcare and logistics. Microsoft and Amazon are driving a major shift in AI infrastructure, transforming cloud services into profitable platforms.

Quantum computing is moving beyond theory, with real-world applications emerging in pharmaceuticals and e-commerce. Google’s development of quantum-inspired algorithms for virtual shopping and faster analytics demonstrates its potential to revolutionise decision-making.

Sustainability is also gaining ground, with companies adopting AI-powered solutions for renewable energy and eco-friendly manufacturing. At the same time, digital banks are integrating AI to challenge legacy finance systems, offering personalised, accessible services.

Despite rapid progress, ethical concerns and regulatory challenges are mounting. Data privacy, AI bias, and antitrust issues highlight the need for responsible innovation, with industry leaders urged to balance risk and growth for long-term societal benefit.

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Big companies grapple with AI’s legal, security, and reputational threats

A recent Quartz investigation reveals that concerns over AI are increasingly overshadowing corporate enthusiasm, especially among Fortune 500 companies.

More than 69% now reference generative AI in their annual reports as a risk factor, while only about 30% highlight its benefits, a dramatic shift toward caution in corporate discourse.

These risks range from cybersecurity threats, such as AI-generated phishing, model poisoning, and adversarial attacks, to operational and reputational dangers stemming from opaque AI decision-making, including hallucinations and biassed outputs.

Privacy exposure, legal liability, task misalignment, and overpromising AI capabilities, so-called ‘AI washing’, compound corporate exposure, particularly for boards and senior leadership facing directors’ and officers’ liability risks.

Other structural risks include vendor lock-in, disproportionate market influence by dominant AI providers, and supply chain dependencies that constrain flexibility and resilience.

Notably, even cybersecurity experts warn of emerging threats from AI agents, autonomous systems capable of executing actions that complicate legal accountability and oversight.

Companies are advised to adopt comprehensive AI risk-management strategies to navigate this evolving landscape.

Essential elements include establishing formal governance frameworks, conducting bias and privacy audits, documenting risk assessments, ensuring human-in-the-loop oversight, revising vendor contracts, and embedding AI ethics into policy and training, particularly at the board level.

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Starlink suffers widespread outage from a rare software failure

The disruption began around 3 p.m. EDT and was attributed to a failure in Starlink’s core internal software services. The issue affected one of the most resilient satellite systems globally, sparking speculation over whether a botched update or a cyberattack may have been responsible.

Starlink, which serves more than six million users across 140 countries, saw service gradually return after two and a half hours.

Executives from SpaceX, including CEO Elon Musk and Vice President of Starlink Engineering Michael Nicolls, apologised publicly and promised to address the root cause to avoid further interruptions. Experts described it as Starlink’s most extended and severe outage since becoming a major provider.

As SpaceX continues upgrading the network to support greater speed and bandwidth, some experts warned that such technical failures may become more visible. Starlink has rapidly expanded with over 8,000 satellites in orbit and new services like direct-to-cell text messaging in partnership with T-Mobile.

Questions remain over whether Thursday’s failure affected military services like Starshield, which supports high-value US defence contracts.

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DeepSeek and others gain traction in US and EU

A recent survey has found that most US and the EU users are open to using Chinese large language models, even amid ongoing political and cybersecurity scrutiny.

According to the report, 71 percent of respondents in the US and 87 percent in the EU would consider adopting models developed in China.

The findings highlight increasing international curiosity about the capabilities of Chinese AI firms such as DeepSeek, which have recently attracted global attention.

While the technology is gaining credibility, many Western users remain cautious about data privacy and infrastructure control.

More than half of those surveyed said they would only use Chinese AI models if hosted outside China. However, this suggests that while trust in the models’ performance is growing, concerns over data governance remain a significant barrier to adoption.

The results come amid heightened global competition in the AI race, with Chinese developers rapidly advancing to challenge US-based leaders. DeepSeek and similar firms now face balancing global outreach with geopolitical limitations.

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Google’s AI Overviews reach 2 billion users monthly, reshaping the web’s future

Google’s AI Overviews, the generative summaries placed above traditional search results, now serve over 2 billion users monthly, a sharp rise from 1.5 billion just last quarter.

First launched in May 2023 and widely available in the US by mid-2024, the feature has rapidly expanded across more than 200 countries and 40 languages.

The widespread use of AI Overviews transforms how people search and who benefits. Google reports that the feature boosts engagement by over 10% for queries where it appears.

However, a study by Pew Research shows clicks on search results drop significantly when AI Overviews are shown, with just 8% of users clicking any link, and only 1% clicking within the overview itself.

While Google claims AI Overviews monetise at the same rate as regular search, publishers are left out unless users click through, which they rarely do.

Google has started testing ads within the summaries and is reportedly negotiating licensing deals with select publishers, hinting at a possible revenue-sharing shift. Meanwhile, regulators in the US and EU are scrutinising whether the feature violates antitrust laws or misuses content.

Industry experts warn of a looming ‘Google Zero’ future — a web where search traffic dries up and AI-generated answers dominate.

As visibility in search becomes more about entity recognition than page ranking, publishers and marketers must rethink how they maintain relevance in an increasingly post-click environment.

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