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p0 gets $6.5m Seed funding to help stop catastrophic software failures

  • AI startup uses LLMs to save enterprises from code catastrophes.
  • It will use the capital to develop its product and build its team.

Generative AI startup – p0 – which helps prevent data breaches and software failures has raised $6.5 million from Lightspeed Venture Partners with participation from Alchemy Ventures to help stop catastrophic software failures.

The term ‘p0’ in tech language refers to a nuclear-level event that can cause a platform to crash. This startup is helping tech teams find and eliminate these events when developers are writing code.

The startup’s proprietary technology leverages Large Language Models (LLMs) to identify safety and security issues in software before it is ever run in a production environment and provides a single-click solution with no need for additional user configuration.

Security tools

Users can rapidly gain insight beyond what traditional rule-based static analysis tools can provide – with the ability to run code scans in just one-click.

The startup will use the capital to develop its product and build its team.

“Across the world, recent catastrophic software failures have led to real-world impact on human life and poor outcomes for businesses. At p0, we are determined to stop these safety and security issues affecting our society. Leveraging AI, we can go further than traditional software reliability and security tools to ensure society sees the benefits of technology with less risk,” Prakash Sanker, Co-Founder and CTO of p0, said.

As software becomes more intricate and pervasive, he said the importance of robust testing and reliability checks has never been more apparent. p0 is here to fundamentally change how organisations tackle these challenges head-on by harnessing the analytical power of AI.

“Our innovative approach empowers developers to write safer, more secure code thereby pre-empting serious run-time failures and exploits.”

Protecting clients

Kunal Agarwal, Co-Founder and CEO of p0, said that they are building a phenomenal team and product at p0, all focused around protecting the clients and their users the damage that software vulnerabilities and reliability bugs can cause.

Before founding p0, Sanker studied maths and computer science at Stanford University and worked at companies including Palantir.

Agarwal, an economics graduate from Harvard College, has previously founded a company backed by Lightspeed, Priority Vendor Technologies, which was acquired by Kansas-based C2FO in 2019.

A wave of regulatory changes in telecom sector is on the radar

  • Governments may introduce incentives for telecom companies that adopt green technologies and impose penalties on those failing to meet sustainability standards.
  • Striking a balance between fostering innovation through healthy competition and preventing anti-competitive behaviour will be a key challenge for regulators.
  • Authorities are likely to demand more transparent data handling practices from telecom companies, perhaps with stringent penalties for non-compliance and to combat cyber security.
  • Governments are likely to collaborate with the telecom industry to develop standardised frameworks for digital identity.

The telecoms sector finds itself at the forefront of transformative regulatory changes. The landscape is evolving rapidly, driven by a myriad of factors ranging from privacy and security concerns to the rise of artificial intelligence and the imperative for environmental sustainability. 

The sector can expect far-reaching implications for how business is conducted, particularly about consumer rights and competition. 

Global networks in a post-globalisation age

The 1990s saw the Communist Block fall and the rise of a global market supported by international structures for business and directives; market-oriented regulations were dominant and there was huge growth for Media, Telecom, and the early Internet. 

Dario Betti, CEO of Mobile Ecosystem Forum

There became an imbalance between Telecom and Internet regulation: telecom networks were licensed nationally, whereas Internet services were internationally available across national laws, with the large scale and reach of the Internet creating considerable value.

Things changed in the 2020s. 

The pandemic highlighted the importance of controlling physical borders, and political discord between the USA, EU, China and Russia has intensified opinions that the Internet, Telecom and Media sectors are important security aspects that require increased supervision, defence and regulation. 

In 2021, the Chinese government made sweeping changes limiting the power of large national Internet companies, and in 2022, the European Union launched the Digital Markets Act (DMA) and Digital Services Act (DSA), which are designed to address imbalances in a way reminiscent of the Chinese regulations. 

The DMA aims to ensure a level playing field for all digital companies, regardless of their size. The DSA is supposed to protect consumers from harmful and illicit content. 

A more interventionist approach and more local variations will become common in the next few years. 

China and the EU have started a debate and will be busy in 2024 with the full implementation of their plans. Expect regulation to move from market-oriented globalisation to localised and more protective rules.  

Net neutrality 

Net neutrality—all data on the Internet should be treated the same way, without discriminating or charging differently by user, content, website, or application—has been a subject of ongoing discussion for some time, and 2024 will likely see the debate heighten.

Towards the end of 2023, in the UK, Ofcom revised its net neutrality guidance – expect a similar revisitation of the issue internationally. 

Service tiering (offering different levels of service quality or speed based on payment plans) and zero-rating (certain content or applications being made exempt from data usage limits) may find themselves in the spotlight. 

Regulatory changes in 2024 may also address transparency in terms of service agreements, such as offering clearer information about data throttling. Stricter regulations may empower consumers with more robust protections against unfair practices.

5G 

Consumers in the Netherlands, Germany and the US have all seen the switching off of 3G networks, and mobile providers in the UK will be retiring 3G this year to allow them to focus on fourth and fifth-generation technology. 

As the shift in priority to 5G spreads across the world, regulatory bodies will deliberate issues such as spectrum allocation, security standards, and privacy concerns associated with 5G infrastructure.

Ensuring universal access to affordable and reliable telecommunications services will also be a top priority. While 5G expansion will be encouraged, regulatory initiatives will aim to expand connectivity to underserved and rural areas.

AI and emerging technologies 

Artificial intelligence (AI) continues to redefine many industries, and the telecom sector is no exception. 

Regulatory bodies will need to take positions on a variety of challenges posed by AI in areas such as network management, customer service, and data analytics. Concerns about bias in AI algorithms and the ethical use of AI applications may prompt the introduction of guidelines and regulations.

Telecom companies deploying AI solutions may face scrutiny to ensure transparency and accountability in their algorithms. 

Regulators may develop frameworks to govern the use of AI in decision-making processes, particularly where it impacts user experiences and data privacy.

Environmental sustainability 

The Information and Communications Technology (ICT) sector is responsible for about two per cent of all global emissions, about the same as the aviation industry, and it is inevitable that the telecom industry’s environmental footprint will come under increasing scrutiny, leading to calls for more effective sustainable practices. 

In 2024, regulatory changes are likely to focus on reducing the industry’s carbon footprint, minimizing electronic waste, and promoting energy-efficient technologies.

Governments may introduce incentives for telecom companies that adopt green technologies and impose penalties on those failing to meet sustainability standards. 

Collaboration between regulators, industry stakeholders, and environmental organisations will be crucial in developing and enforcing regulations that promote a more sustainable telecom sector.

Consolidation in the sector

Competitive pressures are creating challenges for Telecom and Media players regarding increasing their average revenues, which in turn is depressing profit margins.  

However new and advanced networks are still requiring large cyclical investments. The number of mobile operators is reducing from four to three in most countries, and a similar transition can be seen in broadband networks. 

New technologies have required new approaches and perspectives from policymakers. An example is the ongoing deployment of 5G wireless networks.  

In several jurisdictions, policymakers are moving forward with subsidy programmes and other efforts to encourage the deployment of advanced networks more deeply into unserved and underserved areas.  

Striking a balance between fostering innovation through healthy competition and preventing anti-competitive behaviour will be a key challenge for regulators. 

Telecom companies contemplating mergers will need to navigate regulatory approval processes carefully, considering both national and international implications.

Cybersecurity 

The issue of privacy has become a focal point for regulatory bodies worldwide, with an increasing emphasis on safeguarding user data and communications. 

In 2024, when important elections will take place in the UK and the US, news coverage of cyber security issues will increase. 

Security concerns related to cyber threats and network vulnerabilities will drive regulatory changes. 

Governments and regulatory bodies will likely enforce comprehensive security measures to fortify telecom infrastructure against cyber attacks. This may involve the implementation of advanced encryption protocols, regular security audits, and the establishment of incident response mechanisms to mitigate potential risks.

We can also expect stricter regulations aimed at protecting consumer privacy in the ever-expanding digital ecosystem, and authorities are likely to demand more transparent data-handling practices from telecom companies, perhaps with stringent penalties for non-compliance.

Privacy

Two trends have not yet seen the full impact of regulation: the implementation of personal data protection; and identity. 

While there are multiple regulations in place globally, many have had limited operative impacts. 

The regulation is now mostly in place, and the technology is still developing. The real focus today is on understanding how to deploy and monitor the implementation of these rules.  

The European General Data Protection Regulation (GDPR) was one of the keystones to much of the global debate on personal data, and GDPR implementation and its evolution are crucial topics for the 2024 agenda. 

Personal data is still too often leaked or hacked, and economic models that thrive on the sharing of private data are not fully transparent to their users. The legal implications of these data breaches will be a major concern for 2024.

Identity and internet regulation

Increasingly high levels of identity fraud, protection of minors, business impersonation and counterfeiting mean regulatory bodies will renew and redouble their focus on issues related to online identity verification and authentication. 

Customer identity is still crucial for the Internet—it has been an ‘identity-less’ structure—but anonymity on the Internet is now challenging the protection of minors. 

Age verification is becoming more concerning given the success of online social media and messaging platforms. 

Telecom regulators are also focusing on another form of identity: network and sender identity. This leads to issues that include phishing (on email, SMS and voice calls) as well as spam and unwanted calls.  

The US Federal Communications Commission (FCC) has announced its attempt to roll out an anti-robocall solution for voice calls (known as STIR/SHAKEN), and it announced a new solution for SMS in 2023.  

Other regulators will follow soon; we will see governments collaborating with the telecom industry to develop standardised frameworks for digital identity.

Open debate is vital

The telecoms industry in 2024 is set to witness a wave of regulatory changes that reflect the evolving landscape of technology and society, and industry stakeholder contributions to this debate will be essential as regulators navigate the delicate balance between fostering innovation and safeguarding public interests.

  • Dario Betti is the CEO of the Mobile Ecosystem Forum (MEF),  a global trade body that acts as an impartial and authoritative champion for addressing issues affecting the broadening mobile ecosystem.

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etisalat by e& to drive AI innovation on Oracle Cloud Infrastructure in the UAE

etisalat by e& is incorporating NVIDIA H100 GPU clusters into its dedicated Oracle Cloud Infrastructure (OCI) Dedicated Region, located in the UAE, to enhance its AI capabilities.

The Abu Dhabi-based telecom operator selected OCI Dedicated Region as one of its primary cloud platforms last year to streamline and modernise its operations and business support systems, fostering the growth of its digital services portfolio.

“AI is becoming increasingly integral to the design and differentiation of our services, as well as the management of our business processes. Oracle Cloud Infrastructure equips us with essential AI capabilities, providing on-premises computing resources that enable us to discover and develop new AI use-cases swiftly, cost-effectively, and at scale. Also, it will allow us to fine-tune and train our large language models (LLM),” Khalid Murshed, Chief Technology and Information Officer (CTIO) at etisalat by e&, said.

Etisalat by e& will gain access to flexible, high-performance on-premises computing resources and these resources will be pivotal in the rapid development and integration of new generative AI services into its portfolio over the next two years.

“Telecom companies are redefining their business models in response to changing customer expectations and expanding market landscapes. etisalat by e& is at the forefront of this transformation and we will bring the power and flexibility of OCI’s AI capabilities to support them in building and delivering the next generation of digital services for consumers and businesses,” Nick Redshaw, senior vice president – Tech Cloud, Middle East and Africa, and UAE Country Leader at Oracle, said.

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GenAI will not significantly change the growth of IT spending in near-term

  • IT spending will be driven by more traditional forces, such as profitability, labour, and dragged down by a continued wave of change fatigue.
  • Worldwide IT spending expected to grow by 6.8% to reach $5tr in 2024.
  • Spending on IT services to surpass communications services for the first time this year and become the largest segment of the spending.

Even though generative AI (GenAI) will gain traction in 2024, it won’t impact IT spending significantly, similar to IoT, blockchain and other big trends the world has seen.

GenAI had significant hype in 2023 but it will not significantly change the growth of IT spending in the near-term, John-David Lovelock, Distinguished VP Analyst at Gartner.

“2024 will be the year when organisations actually invest in planning for how to use GenAI, however IT spending will be driven by more traditional forces, such as profitability, labour, and dragged down by a continued wave of change fatigue.”

According to the research firm Gartner, worldwide IT spending is expected to grow by 6.8 per cent to reach $5 trillion in 2024, from $4.7 trillion in 2023.

However, spending on IT services to surpass communications services for the first time this year and become the largest segment of the spending.

Spending on IT services is expected to grow 8.7 per cent in 2024, reaching $1.5 trillion, largely due to enterprises investing in organisational efficiency and optimisation projects.

Economic uncertainty

“These investments will be crucial during this period of economic uncertainty,” Lovelock said.

Moreover, he said that adoption rates among consumers for devices and communications services plateaued over a decade ago.

“Consumer spending levels are primarily driven by price changes and replacement cycles, leaving room for only incremental growths, so being surpassed by software and services was inevitable,” he said.

“Enterprises continue to find more uses for technology – IT has moved out of the back office, through the front office and is now revenue producing, until there is a plateau for how and where technology can be used in an enterprise, there cannot be a plateau in enterprise IT spending.”

Change fatigue

Even with the expected regained momentum in 2024, he said the broader IT spending environment remains slightly constrained by change fatigue. 

“Change fatigue could manifest as change resistance — with CIOs hesitating to sign new contracts, commit to long-term initiatives or take on new technology partners. For the new initiatives that do get launched, CIOs require higher levels of risk mitigation and greater certainty of outcomes.”

Tech trends to shape Indian logistics landscape in 2024

  • The surge in e-commerce, driven by increased internet penetration and smartphone usage has altered logistics requirements.
  • Companies are investing in innovative last-mile connectivity solutions tailored to bridge the urban-rural divide.
  • Companies are implementing localised approaches, factoring in regional nuances in communication, strategy design, and customer engagement.

The Indian logistics sector is currently experiencing a transformative phase, marked by technological advancements and government-driven initiatives.

The sector’s growth is closely intertwined with the rise of e-commerce, globalisation, and increasing consumer demands.

Projections estimate that the India Freight and Logistics Market to reach $484.43 billion by 2029, indicating its pivotal role in supporting the Indian economy and supply chains across various industries.

Amidst India’s diverse logistics landscape, unique challenges and opportunities are shaping the technological solutions of 2024. One notable challenge is the last-mile connectivity divide between urban and rural areas.

Geographical diversity

While urban regions boast well-established transportation networks, rural areas face infrastructural inadequacies, underscoring the necessity to bridge these gaps to serve both consumer bases effectively.

The surge in e-commerce, driven by increased internet penetration and smartphone usage has altered logistics requirements.

The sector is evolving to meet the unique demands of e-commerce, including efficient handling of Cash on Delivery (COD) transactions and returns.

Furthermore, India’s geographical diversity demands seamless integration of multiple transport modes, such as road, rail, air, and maritime to enhance efficiency.

Infrastructure development projects such as the Bharatmala Project and the Sagarmala Programme aim to address these challenges by improving connectivity and reducing transit times.

Cultural and linguistic diversity further complicates effective logistics management in India. Successful supply chain management necessitates providers to consider local nuances in communication, strategy design, inventory management, marketing, and customer engagement.

Real-time visibility

Government initiatives like the PM Gati Shakti National Master Plan and the NLP aim to enhance economic growth, infrastructure development, and logistics sector reforms.

These initiatives focus on process reforms, improvement in logistics services, digitisation, and human resource development.

In 2024, several distinctive technology trends are shaping the logistics landscape in India:

  1. Internet of Things (IoT): The integration of IoT and telematics is gaining prominence, providing real-time data on the condition and location of shipments. This technology optimises routes, predicts maintenance needs, and safeguards perishable goods, leading to substantial cost reductions and heightened operational efficiency.
  2. Blockchain Technology: Positioned as a transformative force, blockchain technology has the potential to revolutionise operations in the logistics sector. Its decentralised and transparent attributes streamline supply chain processes, enhance traceability, and reduce instances of fraud. Real-time visibility into the movement of goods ensures secure tracking, fostering trust and efficiency in cross-border trade.
  3. Artificial Intelligence (AI): AI and machine learning are increasingly applied in logistics for route planning and demand pattern predictions. Intelligent systems powered by AI enhance decision-making processes, reducing delays and refining overall supply chain management, positioning Indian logistics companies to stay competitive in evolving markets.
  4. Localised Technology Solutions and Rural Logistics Solutions: The diverse linguistic and cultural landscape in India has given rise to logistics management software and apps tailored to regional languages, making technology more accessible and user-friendly across the country. In addition to this, tailored technology solutions to address challenges in rural logistics are also gaining prominence. Optimising routes, utilising alternative transportation modes suitable for rural terrain, and leveraging digital platforms to bridge the urban-rural logistics gap will witness a surge in 2024.
  5. Hyperlocal Delivery Models: Urban logistics will continue to witness the rise of hyperlocal delivery models, optimising routes for efficient service within specific neighbourhoods through technology-driven solutions. This trend reflects a strategic approach to address the challenges of congested urban areas, ensuring swift and precise deliveries through advanced logistics solutions tailored to localities.
  6. Collaborative Logistics Platforms: These are transforming supply chain dynamics by fostering seamless coordination among manufacturers, suppliers, logistics providers, and retailers. These platforms enhance visibility and efficiency through integrated communication and shared information. By providing a unified space for stakeholders, collaborative logistics platforms optimise processes, reduce delays, and improve overall supply chain management, ensuring a synchronised and responsive approach to the complexities of the logistics industry.

In response to the dynamic shifts in the logistics landscape, companies are strategically positioning themselves for success in 2024.

Aligning with the evolving demands

Recognising the imperative of overcoming last-mile connectivity challenges, companies are investing in innovative solutions tailored to bridge the urban-rural divide.

Embracing the surge in e-commerce, logistics providers are adapting their services to efficiently manage Cash on Delivery (COD) transactions and returns, aligning with the evolving demands of online retail.

Furthermore, as India’s diverse cultural and linguistic landscape poses unique management hurdles, companies are implementing localised approaches, factoring in regional nuances in communication, strategy design, and customer engagement.

By aligning with these trends, businesses can thrive in the tech-driven growth reshaping the Indian logistics sector.

  • Rahul Mehra, Co-Founder at Roadcast, shares his insights on the tech trends of the logistics sector in India in 2024. Rahul has worked with some of the leading advertising agencies including Ogilvy & Mather where he designed applications for brands like Vodafone and BMW. Rahul’s strengths lie in strategy, product design and communication.

Samsung has several advantages to take lead in on-device AI on Galaxy S24

  • Demonstrating interesting out-of-the-box AI capabilities in the flagship S24 launch will attract early adopters and showcase innovation leadership. 
  • Samsung must seek a new way to compete with Apple and extend its market leadership in the Android ecosystem through product innovation and business models beyond just hardware
  • Gen AI is integral to Samsung’s long-term strategy, especially in premium and flagship segments.

With Samsung’s Galaxy S24 series launch expected on January 17th, last-minute leaks are still rolling in on the Internet.

The spotlight of the event is expected to shine on three variants – Galaxy S24, Galaxy S24 Plus and Galaxy S24 Ultra. 

Meanwhile, German publication WinFuture.de has leaked the full specifications for the devices which run on an Exynos 2400 chipset in European regions and a Snapdragon 8 Gen 3 SoC in other markets.

The Galaxy S24,  to be available in 128GB and 256GB storage options, is said to feature a 6.2-inch full-HD+ (1,080×2,340 pixels) dynamic AMOLED display with up to 120Hz refresh rate.

In the camera department, the Galaxy S24 is expected to sport a triple rear camera unit, comprising a 50-megapixel primary sensor, a 12-megapixel ultra wide-angle lens, and a 10-megapixel telephoto sensor with 3x optical zoom.

The S24 Ultra, which could come in 256GB, 512GB and 1TB storage options with 12GB of RAM, gets a 6.8-inch QHD+ dynamic AMOLED display and sport a quad rear camera setup, comprising a 200-megapixel primary camera, a 12-megapixel ultra-wide sensor, a 50-megapixel telephoto shooter with 5x optical zoom, and an additional 10-megapixel telephoto lens with support for 3x optical zoom.

The Galaxy S24 Ultra is likely to get a Titanium frame, popularised by the iPhone 15 pro models, and could pack a 5,000mAh battery.

Seeks differentiation

However, research firm Canalys said that Gen AI is integral to Samsung’s long-term strategy, especially in the premium and flagship segments.

“Samsung must seek a new way to compete with Apple and extend its market leadership in the Android ecosystem through product innovation and business models beyond just hardware,” Canalys said.

Samsung announced its entry into the on-device AI in November by introducing the Galaxy AI. They offered a glimpse of what to expect with a Live Transcribe feature integrated directly into the phone call function without the need for using third-party apps.

The importance of succeeding in on-device AI cannot be understated. It is an opportunity to reshape not just the smartphone but the entire consumer electronics lineup.

Sheng Win, an analyst at Canalys, said that Samsung has several strategic advantages to take the lead in on-device AI.

“The ability to leverage its unique position to successfully navigate the future AI landscape will have huge implications for its long-term position as the leader in the smartphone and consumer electronics category.”

Samsung’s mass-market smartphone portfolio is especially at risk. In 2023 its market share of devices priced below $150 dropped to an all-time low of 9 per cent, below Xiaomi and TRANSSION at 23 per cent and 30 per cent respectively.

In the premium segment, it is not any easier for Samsung. Its market share of devices priced above $600 dropped to 19 per cent in 2023 from 25 per cent in 2019 with Apple gaining 8 per cent in the same period. 

Intelligent software experience

Foldables offer growth potential in this segment and Samsung was a first mover in this category in 2020. However, the space has become crowded and Samsung’s market share of global foldable shipments has dropped to 65% as of Q3 2023 from a high of 86% in 2021.

He said that on-device AI is the opening Samsung needs to galvanise its smartphone category.

“Intelligent software experiences powered by on-device AI offer an opportunity to create truly personalized and unique value propositions for customers. Stand-out features can unlock new revenue streams through subscriptions and enterprise licensing, reinforcing Samsung’s market dominance.”

However, Canalys does not expect the Galaxy S24 to have a full suite of groundbreaking Gen AI features and solutions ready to use at this launch.

Samsung will instead focus on demonstrating the Galaxy AI’s potential to provide a robust AI ecosystem to support the development of AI solutions at a foundational level. 

Showcasing its innovation capability

Canalys expects there will be some on-device AI features like Live-Transcribe, but most new AI features and solutions will be rolled out in the future using software updates. 

The research firm expects that five per cent of the smartphones shipped in 2024 will be AI-capable to reach 635 million units and 45 per cent of the total smartphone market in 2027

In 2024, the smartphone market seeks fresh avenues for growth, with vendors leveraging GenAI integration as a strategic imperative for personalization and innovating through experiences.

In addition to Samsung and Google, Chinese vendors are accelerating their AI strategy with major product and OS launches in the first half of 2024.

Samsung must showcase its innovation capability and market leadership through the Galaxy S24 series launch, boasting the essential on-device AI hardware at scale and the appetite to develop AI solutions for global smartphone users. 

Smart home integration

Win said that Samsung’s position as the market leader in many home appliances product categories is another strategic advantage. 

“Samsung SmartThings already provides the capability to connect various Samsung devices under one app and gives a strong foundation to build personalised AI solutions in the smart home category. 

“Samsung has unique assets that it must swiftly take advantage of. Apple has a limited product range in the home appliance category. Xiaomi has been growing its home IOT offerings in recent years but does not have the financial muscle to compete with Samsung in R&D investment.”

In the cybersecurity and enterprise space, Win said that Samsung Knox will also likely play a vital role in the company’s future AI plans.

Almost all Samsung smartphones are pre-installed with Samsung Knox, giving it a strong foundation to build on. Samsung’s Knox currently struggles to leverage its position as the device manufacturer to create clear competitive advantages over other software solution providers.

“The integration of on-device AI solutions with Samsung devices could potentially change the dynamics and give Samsung Knox a clear edge in this space,” Win said.

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