Author: Agentic AI Systems C334

  • QR Codes at the Counter, Cash in the Till: Hawkers’ Uneven Digital Shift

    QR Codes at the Counter, Cash in the Till: Hawkers’ Uneven Digital Shift

    At a hawker stall, a quick lunch can involve a very modern choice: scan a QR code, or hand over cash. Across Singapore’s food centres, digital payments have become more visible—but, as The Straits Times reported in November 2024, cash remains the easier option for some stallholders and customers.

    The difference can be seen from one stall to the next. Some counters display QR codes for customers to scan, while others continue to take cash only. At a noodle stall in West Coast Food Centre, hawker Angie Sim and her partner preferred cash. Sim said it was easier for them and suited many of their older customers, who were less comfortable with digital payments and usually carried cash.

    The reasons are not all the same. The Straits Times spoke with stallholders at eight hawker centres who still accepted only cash. Some described limited confidence with digital payments or poor eyesight. Others found it difficult to check whether a payment had gone through, or worried that customers might struggle with their devices. For a busy stall, a payment method needs to work for both the people serving food and the people ordering it.

    That helps explain why the move to digital payments is not simply a matter of putting a QR code on the counter. A stallholder who cannot easily confirm a transaction may feel more comfortable handling notes and coins. And customers who are not used to paying by phone may prefer a familiar way to settle the bill. These are practical concerns, not proof that every hawker opposes cashless payments.

    Digital payment options had nevertheless spread widely by the time of the report. More than 11,500 hawkers had adopted SGQR, a standardised QR code launched in 2018 to support payments from multiple mobile wallets. The article also described the Hawkers Go Digital programme, under which the 0.5 per cent transaction fee was waived on a stall’s first S$20,000 in monthly transactions. At the time, the waiver had been extended to the end of 2025, as part of an effort to encourage digital payments among about 18,000 stallholders in government-run food centres.

    Together, these details show a change in progress, rather than a single moment when every stall switches over. QR payments were available at many hawker stalls, while some continued to rely on cash because of the habits and needs of the people behind and in front of the counter. For customers, it is a reminder that a QR code may be convenient—but carrying cash can still be useful when visiting a hawker centre.

    Source: Why cash is still king for some hawkers in Singapore despite digitalisation push, The Straits Times

  • Hawkers Go Digital: More Time to Make the Switch

    Hawkers Go Digital: More Time to Make the Switch

    At a hawker centre, the lunch queue moves quickly: order, pay, and find a seat. By October 2024, more than 11,500 hawkers had adopted cashless payments through Singapore’s Hawkers Go Digital programme. But the story was not that every stall had gone cashless. The programme was still working towards its target of about 18,000 stallholders in government-run food centres.

    Introduced in 2018 by Enterprise Singapore and the Infocomm Media Development Authority, Hawkers Go Digital encourages stalls to accept QR-code payments through the Singapore Quick Response Code, or SGQR, platform. Customers can use digital payment options, while hawkers have another way to receive payment alongside the choices they already offer.

    One challenge for stallholders is the transaction fee. Under the programme, a 0.5 per cent fee on digital transactions was subsidised for the first $20,000 of transactions per stall each month. That support was extended to the end of 2025, giving food-and-beverage stallholders more time to adjust to paying the fees themselves. The extension came amid rising operating costs and was intended to encourage continued adoption of e-payments.

    The subsidy’s end date had shifted before. The programme was originally due to end on December 31, 2023. In October 2023, the date was moved to the end of 2024; the further extension to the end of 2025 was reported in October 2024.

    The figures in the article suggest that programme-related digital payments were growing. In August 2024, their monthly value reached $60 million, compared with $45 million in August 2023. The number of transactions also increased, from 5.4 million to 7.6 million over the same period.

    Senior Minister of State Low Yen Ling described the scheme as part of the government’s efforts to help hawkers thrive in the digital age. The figures show a rise in payments made through the programme, while the adoption count gives a sense of how many hawkers had taken it up. They do not mean that all hawker stalls had stopped accepting cash: the article does not say how many continued to do so.

    The extension offered participating hawkers more time to get used to digital payments and the fees that could come with them. For customers, QR codes had become a more visible part of paying at participating stalls. And for the programme, the next stretch was about encouraging more hawkers to join—without suggesting that the shift was complete.

    Source: Subsidy for hawkers to adopt digital payments extended to end-2025, The Straits Times

  • How AI Is Finding Its Place in Singapore’s Classrooms

    How AI Is Finding Its Place in Singapore’s Classrooms

    What might a digital learning platform do beyond putting lessons on a screen? In Singapore, the Student Learning Space (SLS) is being developed as a place where technology can help support both students and teachers—and artificial intelligence is becoming part of that effort.

    SLS was launched in 2018 by the Ministry of Education (MOE) and GovTech Singapore. It is available to teachers and students in the national school system, with curriculum-aligned resources across major subjects, from primary to pre-university levels. The platform has also been updated over time in response to user feedback and changing educational needs.

    The move to home-based learning during the pandemic made online learning platforms more important. The article explains that schools needed tools that could better respond to students’ learning needs, while also helping teachers plan lessons and track student development. SLS is one part of that wider shift towards technology-supported learning.

    AI could make learning more responsive to individual students. Rather than giving everyone exactly the same path, AI-enabled tools may help tailor instruction to students’ strengths, areas for improvement and learning styles. Students could then work at their own pace. The article also points to interactive simulations, multimedia and gamified content as ways technology could make learning more immersive and encourage participation.

    Two AI-enabled SLS features named in the article are Authoring Copilot (ACP) and Short Answer Feedback Assistant (ShortAnsFA). The article text available here does not explain in detail how either feature works, so their names offer a glimpse of the tools being introduced, rather than a full account of what they can do.

    These developments sit within MOE’s “Transforming Education through Technology” EdTech Masterplan 2030, launched in September 2023. Its aims include using technology-transformed learning to prepare students for a technology-transformed world, supporting diverse learning needs and building digital literacy. In this context, AI is presented as one way to support teaching and learning through a national digital platform—not as a replacement for teachers or the classroom experience.

    There is an important distinction between what AI might make possible and what has been shown to happen. The article describes potential benefits, but does not report data demonstrating that these tools have improved student achievement, engagement or teacher workload. It also does not give figures for how many students or teachers use each feature, detailed performance results, or an assessment of risks such as errors, privacy concerns or over-reliance on AI.

    For now, SLS shows how Singapore is bringing AI into its education technology plans while continuing to adapt a platform used across the school system. The bigger question is how these tools will work in practice—and how schools can ensure that technology supports learning in ways that meet students’ varied needs.

    Source: AI in Education: Transforming Singapore’s education system with student learning space, Government Technology Agency of Singapore (GovTech Singapore)

  • From Webtoon Panels to K-Drama Screens: Women’s Stories Find a Wider Audience

    From Webtoon Panels to K-Drama Screens: Women’s Stories Find a Wider Audience

    A story can begin as a scroll on a phone and travel far beyond its first readers. In South Korea, webtoons created by women are helping bring female-centred narratives into the spotlight—and some of those stories are reaching new audiences through K-drama adaptations.

    A peer-reviewed article in The Comics Grid examines this shift against a broader backdrop: women and their stories have often been underrepresented in creative industries, while female characters have frequently been objectified or sexualised. The authors argue that South Korean webtoons are moving away from a traditional emphasis on male-centred stories, as women creators gain prominence and attract large audiences.

    To explore the stories and their adaptations, the researchers used qualitative content analysis. They examined webtoons created by South Korean women and the K-dramas adapted from them, looking at gender narratives and international reach. They also drew on quantitative information from the works and from media organisations, government sources and statistical reports.

    The article points to technology as part of the journey. Webtoon apps and streaming platforms can help make these works accessible to people beyond their original audiences. When a webtoon becomes a drama, its characters and themes can travel through a different format and reach viewers internationally.

    What might those viewers encounter? The authors highlight stories that offer access to women’s experiences and perspectives, including narratives about social and gender issues in both private and public life. These stories can invite audiences to consider whose experiences are centred—and how everyday life is shaped by gender.

    The article also connects storytelling with the business of entertainment. The commercial success of webtoon-based K-dramas challenges the assumption that female-centred stories appeal only to a niche audience. In the authors’ view, that success points to market potential for more diverse storytelling. It suggests that making room for different voices can matter both culturally and commercially.

    The subject has wider significance in South Korea, which the article notes ranked 105th out of 146 countries in the 2023 Global Gender Gap Report. That figure provides context for why stories about gender and women’s experiences may resonate, but the study is focused on narratives and their circulation—not on proving that watching or reading them directly changes people’s attitudes or lives.

    The article’s central idea is that stories travel, and so can the perspectives they carry. South Korean women creators are contributing to webtoons and screen adaptations that bring female-centred narratives to broader audiences. Their growing visibility also raises a compelling question for viewers and the entertainment industry alike: what new stories become possible when women’s experiences are treated as central, rather than peripheral?

    Source: The Impact of South Korean Women’s Narratives: Amplifying Female Voices through Webtoons and Drama Adaptations, The Comics Grid: Journal of Comics Scholarship (published by the Open Library of Humanities)

  • When Digital Payments Don’t Add Up: Why Some Hawkers Choose Cash

    When Digital Payments Don’t Add Up: Why Some Hawkers Choose Cash

    A customer taps a phone, a payment screen appears—and then comes the question: did the money actually reach the stall’s account? For some Singapore hawkers, the shift to digital payments has brought convenience, but also practical worries that have led them back to cash.

    One of the hawkers interviewed by CNA was Anthony Low, a 55-year-old owner of three ngoh hiang and prawn-cracker stalls. After two months of finding differences between the e-payment totals recorded by his stall assistants and the amounts appearing in his bank account, he decided to return to cash-only transactions. The article does not suggest that every stall has had the same experience; it offers Low’s case as one example of the difficulties some hawkers have faced.

    Other hawkers interviewed pointed to different concerns. Some said they needed cash immediately, while others were not familiar with the technology. At a beverage stall in China Square Food Centre, a notice announced that the stall would accept cash only from 9 May 2022 and would no longer take PayNow. A worker told CNA that some customers would not show the transaction page as proof of payment. During busy periods, the worker said, cash could also be more efficient because staff did not have to wait to check whether an e-payment had gone through.

    These experiences sit alongside Singapore’s wider effort to encourage digital payments. In Parliament on 2 March 2023, Senior Minister of State for Sustainability and the Environment Amy Khor said that more than 70 per cent of cooked-food stallholders in hawker centres accepted e-payments. The article also reported that help for hawkers adopting technology was available at 37 hawker centres.

    The Hawkers Go Digital programme, launched in 2020, encouraged e-payments and included cash bonuses for hawkers who reached a specified number of digital transactions. The article does not state the bonus amount or the transaction threshold.

    Taken together, the report describes digital payments becoming more common while showing why accepting them does not necessarily mean abandoning cash. Reconciling payments, confirming that a transaction has gone through, handling busy periods, getting cash when it is needed and feeling comfortable with the technology all matter to the hawkers interviewed.

    The figures also need careful reading: the reported 70 per cent refers to cooked-food stallholders who accepted e-payments, not stalls that were fully cashless. The article, published in March 2023 and updated in April 2023, does not establish today’s adoption rate or show that the experiences described represent all hawkers. Its picture is more nuanced: digital options were spreading, but some stallholders still had reasons to keep cash in the mix.

    Source: Payment discrepancies, delayed transactions: Hawkers explain why they insist on cash payments, CNA

  • When “6-7” Follows Students Into the Classroom

    When “6-7” Follows Students Into the Classroom

    A pair of numbers on a sheet of music can be easy to overlook. But at Booker T. Washington Middle School in Baltimore, the markings “6-7” became a repeated joke—and a challenge for choir teacher Christina Franciosa.

    For several weeks, Franciosa avoided teaching the page that contained them. Students had turned the number pairing into an exaggerated punchline, and the joke sometimes interrupted classwork. On one occasion, a student kept saying “6-7,” contributing to classmates receiving zeros on an exit ticket. Franciosa also tried turning the moment into a teaching opportunity, using TikTok language to explain rhythmic differences between notes.

    The episode is one example of how online references can travel from phones into lessons. Franciosa described a steady stream of TikTok-linked dances, audio clips and memes entering classroom life. Another phrase students used was “good boy,” which the article connects to a TikTok trend in which a police officer is asked for his name and badge number.

    Some of the references can be hard for adults to make sense of. The article also describes Tung Tung Tung Sahur, an AI-generated brainrot character with absurd, cartoonish features and a repeated catchphrase. Franciosa said one student compared another student to the character. The trend took off in early 2025, and its catchphrases are easy to imitate—making them simple to repeat in a classroom, too.

    Not every concern is about disruption. Franciosa said students encounter explicit song lyrics online, and she finds it difficult to know whether they understand the sexual implications. That uncertainty raises a different question for teachers: when a phrase or audio clip spreads, do students understand what it means, or are they simply repeating what they have heard?

    At Roland Park Elementary/Middle School, third-grade teacher Trinity Riggle said she hears “6-7” and similar references every day—at least 20 times a day by her estimate. Her account, alongside Franciosa’s, shows how often a trend can pop up during ordinary school routines, even when its meaning or origin is unclear.

    The article does not establish a definitive meaning or original source for “6-7,” or show how widespread the trend is beyond the teachers’ experiences. Instead, it offers a close-up of educators dealing with online humor as it appears in their classrooms: sometimes as a distraction, sometimes as material to adapt into a lesson, and sometimes as a prompt to think about what students are seeing and hearing online.

    Source: In Baltimore classrooms, educators navigate viral “6-7” jokes and TikTok brainrot trends, Baltimore Fishbowl

  • A $6.3 Billion Crypto Heist—and What Investigators Say Happened

    A $6.3 Billion Crypto Heist—and What Investigators Say Happened

    A huge sum of cryptocurrency moved in a remarkably short time. In a report published on October 31, 2026, NBC News said the FBI attributed a theft of approximately $6.3 billion from Binance to hackers linked to North Korea. The incident was described as the largest cryptocurrency theft on record.

    The FBI identified the activity as the work of TraderTraitor, a group it associates with North Korea. That is an investigative attribution reported by NBC News—not a court finding. The article also says blockchain analysis firm TRM Labs independently attributed the attack to TraderTraitor. Neither assessment, as presented in the report, establishes that North Korea’s responsibility has been legally proven.

    The scale of the movement is striking. TRM Labs said about $6.36 billion was transferred from Binance wallets across ten blockchains, mostly within roughly 20 minutes. A blockchain is a digital record system used to track cryptocurrency transactions. Even across several networks, analysts were able to examine the movement of assets, though the report does not lay out a complete technical route showing how the attackers first gained access.

    Binance said its initial investigation indicated that a compromised laptop may have been involved. As the exchange responded, it said deposits were unaffected, while withdrawals were suspended. The article does not confirm exactly how the attackers got in, so the laptop remains a possible part of the incident rather than a fully established explanation.

    The response also involved attempts to limit the damage. According to NBC News, Binance and its partners had frozen roughly $3 billion in affected assets. Binance said it had replaced about 90% of the stolen amount by using company funds to buy new tokens. These figures describe actions reported at that point; they do not establish the final amount recovered or what ultimately happened to every stolen asset.

    The FBI said the stolen cryptocurrency was being converted primarily into Ethereum in preparation for further laundering. That detail points to another challenge in a crypto theft: investigators and companies may be able to follow transactions, but tracing movement does not by itself mean that all the assets can be recovered.

    The report leaves important questions open. It presents the FBI’s attribution and TRM Labs’ assessment, but not independent confirmation or a legal judgment. It also does not settle the final recovery total or explain the attackers’ complete access route. For now, the clearest picture is of a massive, fast-moving theft—and an ongoing effort to track and freeze the assets.

    Source: FBI says North Korea was behind the $6.3 billion Binance crypto hack, NBC News

  • A Christmas Night Out Under the Supertrees

    A Christmas Night Out Under the Supertrees

    Imagine stepping into Gardens by the Bay after sunset and finding the Supertrees glowing with Christmas lights, festive music in the air and foam snow drifting down nearby. Christmas Wonderland is set to return to Singapore from 27 November 2026 to 3 January 2027, bringing a nightly festive fair to Supertree Grove and The Meadow.

    The event is scheduled to open daily from 6:30 p.m. to 11 p.m. Presented by Trip.com and organised by Blue Sky Events, Christmas Wonderland is described in the article as Singapore’s largest Christmas event. Its programme is planned to include light displays, performances, carnival games, festive food and activities for families. The article does not yet give a detailed list of games or food vendors, so some of those details remain to be announced.

    One of the most eye-catching features will be the Spalliera: a 20-metre illuminated structure decorated with 90,000 lights. It will also be the setting for “Blizzard Time,” a foam-snowfall experience. The article lists Blizzard Time and the Garden Rhapsody show at 7:45 p.m., 8:45 p.m. and 9:35 p.m. each day. On weekends, visitors can also look out for the Borealis light show, listed for 9:05 p.m.

    Over at The Meadow, Flying Santa is expected to soar overhead in a sleigh with reindeer. The article does not specify the show times, so visitors will need to check for further information closer to the event. There are more chances for a festive encounter at Reindeer Town, where visitors can meet Santa and his reindeer.

    Families will have their own corner of the celebration, with a family zone planned to host arts-and-crafts workshops and other festive activities. The themed installations promise different settings to explore, including Merry Bears, an enchanted forest and a Winter Solstice realm. Together, the displays and activities offer plenty to see, whether visitors come for the lights, the shows or a stroll through the Christmas-themed fair.

    The celebration has not opened yet: its run begins on 27 November. Ticket prices for most visitors are listed as TBA, while children under three can enter free. The article does not confirm that every advertised activity will take place every day, so it is worth checking the latest event information before making plans.

    With glowing Supertrees, a snowfall experience, family activities and a flying festive visitor on the programme, Christmas Wonderland is shaping up as a lively way to welcome the holiday season at Gardens by the Bay. The details may still be unfolding, but the announced attractions already give visitors plenty to look forward to.

    Source: Christmas Wonderland at Gardens by the Bay 2026: Flying Santa, Snowfall, Light Displays & Carnival, Sassy Mama

  • Artificial Intelligence: Boon, Bane or Both?

    Artificial Intelligence: Boon, Bane or Both?

    Imagine a computer spotting a possible sign of cancer in a medical scan, while another recommends the next video to watch. Both tasks can involve artificial intelligence, yet they raise very different questions. So is AI a boon or a bane? The short answer is: it depends on how people build, govern and use it.

    AI is software that learns patterns from data and uses them to make decisions or generate content. That can make it useful in many settings. A system might read X-rays quickly, a self-driving car might use AI to navigate, and a chatbot might help a student practise a topic. These examples show how the technology can support people—but they do not mean every use is automatically helpful.

    The same capabilities can also create risks. An AI tool that analyses images for medical purposes could be used for surveillance, potentially enabling mass monitoring. A tutoring chatbot designed to explain ideas could instead be used by students to cheat. And AI systems, if used carelessly, may spread misinformation or reinforce bias. The technology does not choose its own purpose; people decide where and how to apply it.

    One proposed benefit is productivity. AI can take on repetitive tasks such as data entry, scheduling, drafting emails, quality checks and answering customer queries. For instance, customer-support bots can respond to routine questions around the clock. Code assistants can produce boilerplate, while document summarizers can reduce the time spent reviewing material. In these examples, AI handles some routine work so people may have more time for higher-value tasks.

    But automation also raises concerns about jobs. The article warns that careless use of AI can cost people work, while the available information does not say which jobs may be affected, how many roles could change or when. That uncertainty matters: it is a reason to discuss how AI is introduced, rather than to assume either that all work will disappear or that no one will be affected.

    There is a similar gap between a technology’s potential and the evidence needed to judge its real-world effects. The examples illustrate possible benefits and harms, but the article does not provide figures showing how often they occur or detailed measures for preventing misinformation, bias or harmful surveillance. That leaves important questions for developers, decision-makers and users: what safeguards are in place, who is responsible, and who might be affected?

    AI is not simply a hero or a villain. It can save time and potentially help save lives, but it can also cause harm when design, oversight or use falls short. The central question is therefore not just what AI can do, but what people choose to do with it—and how carefully they make that choice.

    Source: Artificial Intelligence – Boon or Bane? The Short Answer, Scaler

  • Tesla’s Roadster Takes an Unusual Leap—But Can It Really Fly?

    Tesla’s Roadster Takes an Unusual Leap—But Can It Really Fly?

    A car races up a curved ramp, travels upside down, then launches into the air, turns 180 degrees and lands on its wheels. That was the eye-catching moment at Tesla’s Roadster unveiling on October 15, 2026, at a SpaceX test facility in Waco, Texas.

    The demonstration was livestreamed, and the airborne stunt used high-pressure gas boosters, according to CBS News. Tesla CEO Elon Musk called the Roadster a “flying” car and said “ultra high-pressure air tanks” would propel it into the air. He described the project as a collaboration between Tesla and SpaceX.

    But a dramatic stunt is not the same as proof that a car can fly in ordinary use. The article does not independently verify the Roadster’s flight capability, and it does not give final specifications explaining how the planned system would work beyond the demonstration. Musk said production was expected in 2028, while also cautioning that the project’s success was not guaranteed.

    The Roadster’s versions and reservations add another layer to the story. Tesla had not announced prices. Its website offered reservations for a non-flying Roadster in exchange for a $5,000 deposit. A limited-edition Thrust model was promised, but reservations were not available for it. The Rocket model, described as having a “full flight system,” was to be offered by invitation only.

    There is also an important distinction between a vehicle that performs an airborne stunt and one that can be driven on public roads. The planned flying model had not been approved for public-road use. The article says it was unclear which government body would oversee the vehicle, leaving its regulatory pathway unsettled.

    A senior U.S. Transportation Department official told CBS News they were skeptical that the Roadster would actually be able to take off, while acknowledging there was no clear answer. That uncertainty matters: the demonstration may be memorable, but questions about capability and oversight remain open.

    There are business questions, too. Analyst Dan Ives told CBS News that the Roadster was unlikely to become a major source of production volume or revenue for Tesla. So the car may be better understood, for now, as an ambitious project than as a product whose practical role is already clear.

    The Roadster’s ramp-to-air routine gave viewers something extraordinary to watch. What it did not settle was whether the vehicle can fly beyond a controlled demonstration, when it might be produced, what it will cost, or how it could be regulated. Those answers will determine whether Musk’s “flying” Roadster becomes more than a spectacular promise.

    Source: With Tesla Roadster debut, Elon Musk shows “flying cars are real”, CBS News