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The Defining AI Software Development Trends Shaping 2026

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The cost to business when quality management standards are not upheld is potentially fatal to its sustainability.

As we move deeper into the second half of the decade, businesses across every industry are recalibrating their digital strategies around artificial intelligence.

Whether you’re a startup founder, CTO, or part of an AI software development company, the accelerating pace of innovation is reshaping how systems are built, deployed, and maintained. 2026 is proving to be the most transformative year yet, with breakthroughs not only in model capabilities but also in the frameworks, ethics, infrastructure, and methodologies that support them. Below are the defining trends that are shaping this rapidly evolving landscape—and why they matter for the next generation of intelligent software.

Top 10 AI Trends to Watch in 2026

As artificial intelligence matures at an unprecedented rate, 2026 is emerging as a pivotal year for software development innovation. From agentic systems that can autonomously build and optimize applications to multimodal models capable of understanding the world across text, visuals, and sound, AI is reshaping how digital products are conceived and delivered. These trends are not just influencing technical workflows—they’re redefining business strategy, product design, security standards, and user experience across every industry. Below are the ten most significant AI shifts shaping the future of software development and what they mean for organizations preparing for the next era of intelligent systems.

1. The Rise of Agentic AI Systems

Preview: AI shifts from passive assistants to fully autonomous agents capable of handling complex tasks, analyzing workflows, and self-correcting without human intervention.

In 2026, AI is moving toward agentic systems that can independently execute tasks, collaborate with other agents, and optimize their own performance. These agents are capable of generating production-quality code, debugging applications, orchestrating cloud resources, and monitoring system behavior. This transformation is redefining software development by reducing manual involvement and amplifying engineering productivity.

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2. Multimodal AI Becomes a Standard Development Tool

Preview: Models that understand text, images, audio, video, and sensor data simultaneously become foundational to modern apps.

Multimodal AI—once considered experimental—has become essential. Developers now build systems that interpret real-time video, analyze medical imaging, manage robotics, and generate highly creative visual and auditory content. By merging modalities, AI gains near-human perception, unlocking new technical and creative applications across industries.

3. AI-Native Application Architecture

Preview: Software is increasingly designed from the ground up with AI at its core, not as an add-on feature.

Just as cloud-native design transformed development a decade ago, AI-native architecture is now the new gold standard. These applications incorporate continuous learning, real-time inference pipelines, multi-model orchestration, and rigorous model lifecycle management. AI becomes the heart of the system, enabling applications that evolve alongside business needs.

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4. The Maturation of Synthetic Data Pipelines

Preview: Companies turn to fully developed synthetic data ecosystems to overcome privacy, scarcity, and cost challenges.

Synthetic data has become a necessity rather than an optional enhancement. In 2026, hyperrealistic simulations power robotics and autonomous systems, while synthetic tabular data supports finance, healthcare, and government AI. AI-to-AI data generation accelerates training, lowers risk, and boosts accuracy—especially in domains where data collection is limited or regulated.

5. Privacy-Preserving AI and Secure Model Development

Preview: Stricter regulations push companies to adopt secure AI practices like federated learning, encrypted computation, and differential privacy.

AI governance laws worldwide are compelling teams to rethink how data and models are handled. Techniques like encrypted computation (FHE), zero-knowledge proofs, federated learning, and differential privacy have become integral to modern AI development. This ensures that models remain powerful while meeting global compliance standards.

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6. The Expansion of Low-Code / No-Code AI Development

Preview: AI-augmented platforms enable non-engineers to build functional applications using natural language and visual tools.

Low-code platforms have evolved dramatically thanks to agentic AI. Anyone can generate apps through natural language, connect datasets, automate workflows, and deploy AI services without writing extensive code. While traditional development remains essential, low-code dramatically accelerates prototyping and empowers business teams to innovate independently.

7. Micro-Models and Domain-Specific AI

Preview: Specialized lightweight models replace one-size-fits-all giants, enabling faster, cheaper, and more accurate task performance.

Micro-models are optimized for specific industries or tasks—legal work, materials science, edge computing, and embedded robotics. They run faster, require fewer resources, and deliver higher accuracy within their domains. This shift toward modularity is making AI more scalable, efficient, and industry-specific.

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8. Generative UI and Adaptive User Experience

Preview: Software interfaces become dynamic, adjusting in real time based on user behavior, experience level, and preferences.

Generative UI allows applications to rewrite their own interfaces based on user interactions. Dashboards rearrange automatically, workflows adapt to user proficiency, and customized visualizations are generated on demand. This creates ultra-personalized user experiences that enhance productivity and reduce friction.

9. AI-Optimized DevOps and Autonomous CI/CD

Preview: DevOps evolves into a largely automated ecosystem where AI predicts issues, resolves failures, and optimizes deployments.

In 2026, AI-driven DevOps systems detect integration risks before they occur, identify root causes instantly, automate code rollbacks, optimize cloud spending, and manage deployment pipelines without manual oversight. These self-healing systems reduce downtime dramatically and free developers to focus on high-impact work.

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10. Ethical, Transparent, and Responsible AI Becomes Non-Negotiable

Preview: Regulations and public expectations require detailed transparency, explainability, bias detection, and auditability in AI systems.

As AI powers critical systems globally, ethical development is now mandatory. Responsible AI frameworks ensure transparency, explainability, fairness, and accountability. Companies that embed responsible practices gain trust, avoid legal consequences, and ensure long-term sustainability of their AI strategies.

Looking Ahead

2026 marks a defining moment for AI-driven software development. With agentic AI, multimodal intelligence, synthetic data, privacy-preserving methods, and autonomous DevOps, the future of software is adaptive, self-evolving, and deeply integrated with intelligent systems. Organizations that embrace these trends early will lead innovation, deliver superior products, and achieve a competitive advantage in a rapidly shifting digital world.

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Ex-WA chief scientist Peter Klinken says education system ‘under threat’

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Ex-WA chief scientist Peter Klinken says education system ‘under threat’

Former Western Australian chief scientist Peter Klinken has called for more progress in the education sector, calling it “under threat” and slow to adapt.

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A Conversation with Ihab Abou Letaif

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A Conversation with Ihab Abou Letaif

Ihab Abou Letaif is a business professional with experience in retail operations and consumer goods. His work focuses on how businesses operate day-to-day, especially in complex, high-pressure markets. He is known for a practical and disciplined approach to management.

His career has been shaped by hands-on roles in operations, finance, and business development. He has worked closely with store performance, inventory control, and supply chain coordination. This has given him a clear view of how small decisions affect margins, cash flow, and long-term stability.

Operating in Venezuela has required adaptability and strong financial discipline. Ihab has spent years working in environments marked by inflation, supply volatility, and shifting consumer behaviour. His experience in these conditions has strengthened his focus on efficiency, risk control, and realistic planning.

A large part of his work has involved building and managing teams. He believes that clear processes and shared responsibility are essential for scale. He places importance on training, accountability, and steady execution rather than rapid expansion.

Ihab’s leadership style is calm and analytical. He prioritises data, systems, and repeatable results. Instead of chasing trends, he focuses on fundamentals that support sustainable growth.

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His professional interests include retail economics, inventory management, and supply chain resilience in emerging markets. He continues to study how convenience and food retail are evolving across Latin America. Through this work, he is recognised as a knowledgeable operator with a grounded understanding of the retail industry.

Q: You grew up around business. How did that shape your early interest in retail and operations?

From a young age, I was exposed to how businesses actually run. Not just ideas, but responsibility. I saw how daily decisions affected staff, suppliers, and cash flow. That early exposure made me curious about operations. Retail stood out because results are immediate. You see what works and what does not very quickly.

Q: What did your education add to that early experience?

My education focused on business and management, but with a practical angle. It was less about theory and more about application. I learned how to read numbers, understand costs, and think in systems. That helped me later when I moved into operational roles, where decisions need to be fast and grounded in reality.

Q: How did your professional career begin?

I started working in retail and consumer goods in hands-on roles. Early on, I was involved in daily operations. Stock levels, supplier coordination, and staff scheduling. These roles are demanding, but they teach discipline. You learn quickly that small inefficiencies add up.

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Q: What lessons stood out during those early years?

Inventory control was a major one. Having too much stock ties up cash. Having too little loses sales. I remember dealing with supply delays and learning how to plan around uncertainty. That experience shaped how I think about risk and preparation.

Q: You have worked in Venezuela, a challenging environment for retail. How did that influence your approach?

Operating in a high-inflation environment requires precision. Cash flow management becomes central to survival. You cannot rely on assumptions. You need updated data and clear controls. It also teaches humility. External conditions matter, and flexibility is essential.

Q: How did those conditions affect your leadership style?

They pushed me towards clarity and calm. In volatile markets, panic spreads fast. I try to keep processes simple and communication clear. Teams perform better when they understand priorities. My focus has always been on execution rather than ambition.

Q: What role did team management play as your responsibilities grew?

As operations scaled, team structure became critical. Training people to understand why processes matter made a real difference. I learned that leadership is not about control, but alignment. When people understand the system, they make better decisions on their own.

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Q: Can you share an example of a practical challenge you faced?

One recurring issue was balancing supplier reliability with cost. Sometimes cheaper options caused delays or quality issues. Over time, I learned to value consistency. A stable supply chain reduces hidden costs and operational stress, especially in emerging markets.

Q: How do you view the convenience and food retail sector today?

It is becoming more disciplined. Margins are tight, so efficiency matters more than scale. Convenience stores in Latin America are growing, but success depends on understanding local demand and logistics. Copying models without adapting them rarely works.

Q: What topics continue to interest you professionally?

I focus on retail economics, inventory systems, and supply chain resilience. I also study how consumer behaviour changes under economic pressure. These factors shape long-term sustainability more than short-term trends.

Q: How do you define effective leadership in this industry?

Effective leadership is quiet and consistent. It is about building systems that work without constant intervention. Data, discipline, and trust matter more than visibility. Results should speak for themselves.

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Q: Looking back, what has been most important in your career journey?

Staying grounded. Retail teaches you that fundamentals matter. Cash flow, stock control, and people are always at the centre. No matter the market, those principles remain the same.

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Climate Funds Are Out of Favor. Not for These Investors.

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Climate Funds Are Out of Favor. Not for These Investors.

Climate Funds Are Out of Favor. Not for These Investors.

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Madison Moderate Allocation Fund Q4 2025 Investment Strategy Letter

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Madison Moderate Allocation Fund Q4 2025 Investment Strategy Letter

On the red surface there are money symbols, an arrow and a sign with the inscription -

Dzmitry Skazau/iStock via Getty Images

Market Recap

While the final quarter of 2025 resulted in a more modest, +2.7%, gain for the US stock market, as measured by the S&P 500 Index, the year’s +17.9% advance caps a historical 3+ year run that has seen the

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Smith Chad M. sells better home & finance (BETR) shares for $57526

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Smith Chad M. sells better home & finance (BETR) shares for $57526

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Why The ‘Fail Fast’ Mentality Is Actually Failing UK Small Businesses

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Many of the challenges faced by businesses today are complex, multifaceted and interconnected – requiring a combination of human ingenuity and technological capabilities to solve. 

For the better part of a decade, the Silicon Valley mantra of “move fast and break things” has permeated the global business consciousness.

It suggests that speed is the ultimate competitive advantage and that failure is merely a stepping stone to success. While this philosophy might work for venture-backed software unicorns with millions in runway, it is proving to be a dangerous, often fatal, strategy for the average UK small business owner. For the proprietor of a logistics firm in Leeds or a digital agency in Manchester, “breaking things” usually means breaking cash flow, damaging client relationships, and risking insolvency.

Examining Reliability Standards In Competitive Digital Markets

In the digital realm, the “fail fast” methodology is often conflated with releasing buggy software, but in saturated markets, reliability is the primary differentiator. Consumers have become intolerant of friction; if a digital service fails to load or process a transaction, the user moves to a competitor instantly. This is particularly true in high-stakes industries where user trust is paramount and the technical infrastructure must be bulletproof.

Consider the highly competitive sectors where platform stability is directly tied to revenue. For example, operators vying to be the best online casinos UK users can visit must prioritise flawless uptime and security over experimental features. In such a crowded marketplace, a platform that “breaks” during a peak usage time does not just lose a transaction; it loses the customer’s lifetime value to a more reliable competitor. This principle applies across the digital spectrum, from e-commerce checkouts to SaaS dashboards. The user experience must be boringly predictable to be effective.

The Hidden Dangers Of Rapid Iteration Strategies

The concept of rapid iteration encourages businesses to launch minimum viable products (MVPs) and fix issues on the fly. However, this approach often underestimates the reputational damage caused by delivering subpar experiences to early adopters. In tight-knit local economies or niche B2B sectors, word travels fast. A business that gains a reputation for being unreliable or unfinished rarely gets a second chance to make a first impression. When a small business “fails fast,” it often depletes its limited capital reserves before it can rectify the error, leading to premature closure rather than the promised enlightenment.

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Regional data highlights the stark reality of business fragility in the UK. The risks of instability are not distributed evenly across the country, with certain areas seeing alarming closure rates. Recent statistics reveal that 44.6% of new businesses incorporated in Hull since 2020 have closed, marking the highest new business closure rate in the UK for that period. This figure contrasts sharply with more affluent hubs, suggesting that in resource-constrained environments, the “fail fast” approach is simply a fast track to bankruptcy. Without the safety net of deep investor pockets, the cost of experimentation is often terminal.

Prioritising Operational Stability Over Constant Innovation

In the quest for the next big disruption, many founders neglect the operational bedrock that keeps a company alive. Innovation is expensive; stability pays the bills. The obsession with growth hacking often comes at the expense of establishing robust financial controls, supply chain resilience, and consistent customer service protocols. When the market turns volatile, it is the businesses with strong fundamentals, not the most innovative product roadmaps, that weather the storm.

The survival statistics for UK startups paint a sobering picture of the challenges facing new entrants. The drop-off rate after the initial excitement fades is precipitous. According to recent data, only 47% of start-ups registered in 2020 survived to 2023, and the long-term outlook is even starker with a 10-year survival rate of just 10%. These figures indicate that half of all new ventures do not have the operational stamina to last three years. This high attrition rate suggests that too many businesses are launching without a viable long-term model, perhaps encouraged by a culture that prioritises the “start” over the “sustain.”

Stability allows for compounding returns. A business that focuses on retaining existing customers through reliable service will eventually outperform a competitor that is constantly chasing new customer acquisition through flashy, untested initiatives. Operational stability also makes a business more attractive to lenders. In an era where access to finance is tightening, banks are looking for predictable cash flows and proven track records, not wild growth projections based on untested pivots.

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Building A Sustainable Culture Of Measured Growth

The current economic landscape demands a shift in mindset from hyper-growth to sustainable resilience. The post-pandemic era has seen a significant contraction in the overall business population, driven largely by the exit of those who could not adapt to rising costs and operational pressures. The UK small business population fell from 5.94 million in 2020 to 5.64 million in 2025, representing a net loss of 300,000 enterprises. This contraction signals a flight to safety, where only the most operationally sound businesses are managing to keep their doors open.

This trend towards consolidation and caution is also reflected in the rise of non-employing sole traders. Many entrepreneurs are choosing to remain small and agile rather than taking on the risk and overhead of hiring staff and expanding premises. This is a rejection of the “scale at all costs” mentality. By keeping overheads low and focusing on profitability from day one, these micro-businesses are insulating themselves against market shocks. Measured growth allows a business owner to retain control, maintain quality standards, and ensure that every expansion step is funded by actual revenue rather than speculative debt.

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Person Detained for Questioning Hours After FBI Release Photos of Masked Man

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Masked Man Outside Nancy Guthrie's Home
Masked Man Outside Nancy Guthrie's Home
FBI Director Kash Patel / X

A person has reportedly been detained for questioning over the disappearance of Nancy Guthrie, the mother of US “Today” show host Savannah Guthrie.

The 84-year-old was allegedly kidnapped on February 1 after she was last seen on January 31.

Person Detained for Questioning

According to USA Today, the person was detained south of Tucson, Arizona, which is where Guthrie’s home is located.

The Pima County Sheriff’s Department refused to share any information when approached for comment, per The Hollywood Reporter.

As of press time, no update on Nancy Guthrie’s whereabouts have been provided.

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FBI Releases Images, Footage of Masked Man

The new development comes just hours after the FBI released footage and images of a masked man outside Guthrie’s home.

The footage was recorded by her doorbell and security cameras.

“Working with our partners – as of this morning, law enforcement has uncovered these previously inaccessible new images showing an armed individual appearing to have tampered with the camera at Nancy Guthrie’s front door the morning of her disappearance,” FBI Director Kash Patel said in a statement posted on X.

Savannah Guthrie has also shared the images on her Instagram account, saying that “We believe she is still alive. Bring her home.”

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Charles Schwab co-chairman Bettinger sells $7.04m in shares

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Charles Schwab co-chairman Bettinger sells $7.04m in shares

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Thailand’s Manufacturing Sector Struggles with Underutilization as Chinese Competition Intensifies

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Thailand’s Manufacturing Sector Struggles with Underutilization as Chinese Competition Intensifies

Thailand’s once-robust manufacturing sector is facing a protracted slowdown, with factory capacity utilization hovering below 60 percent for the past two years, raising concerns about the country’s economic competitiveness and industrial policy effectiveness.

Key takeaways

  • Thailand’s manufacturing sector is operating at below 60% capacity for two consecutive years, with only one-third of industries recovering to pre-pandemic lockdown levels.
  • Ultra-low priced Chinese imports and the influx of Chinese FDI (21% of total by 2024) are displacing Thai manufacturers, particularly in rubber, plastics, and food production sectors.
  •  Stagnant credit access since 2022 is preventing Thai manufacturers from upgrading technology and innovating, trapping the economy in a low-growth equilibrium that requires long-term financial policy intervention.

The manufacturing sector, which accounts for 24 percent of Thailand’s GDP, 15.7 percent of total employment, and approximately 80 percent of exports, has been operating in the doldrums despite government stimulus measures, according to recent analysis by Professor Archanun Kohpaiboon of Thammasat University.

Pandemic Recovery Remains Elusive

Data from Thailand’s Office of Industrial Economics reveals a troubling trend: in the first ten months of 2025, only one-third of industries achieved capacity utilization rates exceeding levels seen during the strictest COVID-19 lockdown period of April-December 2021. The sectors showing resilience include beverages, leather footwear, processed foods, kitchenware, and vehicle engines.

“The low and declining capacity utilization found in many industries indicate that the demand for locally manufactured products is weak,” Kohpaiboon noted, adding that while export performance has remained stable with Thailand maintaining a 1.3-1.5 percent global market share, domestic-oriented manufacturers face particularly acute challenges.

The China Factor

Analysts point to three primary factors behind the manufacturing malaise, with Chinese economic influence looming large in each.

First, an influx of ultra-low priced Chinese imports appears to have undermined government demand-boosting initiatives. Between October 2020 and October 2023, Thailand implemented its “half-half” subsidy program five times, spending THB234.5 billion (approximately $6.5 billion) to stimulate consumer spending. However, experts suggest these programs may have inadvertently increased demand for cheap Chinese imports rather than domestically produced goods.

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Second, the surge in Chinese foreign direct investment has reshaped Thailand’s industrial landscape. By 2024, Chinese investors accounted for 21 percent of total FDI inflows. While this investment has brought capital, it has also led to displacement of Thai firms in key sectors.

Between January 2021 and October 2025, 3,796 Thai manufacturing firms deregistered while 650 new Chinese firms entered the market, particularly in rubber and plastics, food production, and fabricated metal products. Many of these Chinese-owned operations maintain limited supply chain linkages within Thailand, preferring to import inputs from China and thereby reducing demand for Thai-manufactured components.

Credit Crunch Compounds Problems

The third factor is a stagnation in credit extended to the manufacturing sector. After years of steady growth, lending to manufacturers has remained virtually flat from 2022 to 2025, constraining firms’ ability to upgrade technology, pursue innovation, or explore new market opportunities.

“Businesses experienced great financial strain during the pandemic and were not able to get adequate financial support,” Kohpaiboon observed, noting that government pandemic measures focused primarily on worker relief rather than keeping businesses operational.

Call for Strategic Intervention

To revitalize the sector, experts are calling for a fundamental shift in policy approach. Rather than short-term stimulus measures, Kohpaiboon argues the government needs a comprehensive strategy to improve firms’ access to long-term financial resources.

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“These activities will incur short-term investment costs and need to be carried out continuously,” he said. “They cannot be achieved by relying solely on short-term financing, such as commercial bank lending.”

The analysis warns that the current low-capacity utilization is trapping Thailand in a low-growth equilibrium, representing a critical gap in policymaking that demands urgent attention.

As Thailand navigates increasing regional competition and technological disruption, the health of its manufacturing sector will prove pivotal to the nation’s economic trajectory. With Chinese competition intensifying and domestic industrial capacity languishing, the pressure is mounting on Bangkok to craft more effective, long-term industrial policies.

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CSL Limited (CSLLY) Q2 2026 Earnings Call Transcript

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OneWater Marine Inc. (ONEW) Q1 2026 Earnings Call Transcript

Mark Dehring

Good morning, everyone. Thank you for joining CSL’s results presentation for the first half of the 2026 financial year. I’m Mark Dehring, CSL’s Head of Investor Relations. Please note, this briefing is being webcast.

We have a lot to get through today. But as usual, I’d like to draw your attention to the important disclaimer on your screen. A copy of this, along with our other ASX materials, have been published on the CSL and the ASX websites. You will also have seen announcement we made to the ASX yesterday relating to the appointment of Gordon Naylor as Interim Chief Executive Officer and Managing Director. We’ll hear from Gordon shortly.

But before we do, I’d like to introduce our other speakers today. With me here in Melbourne is Ken Lim. Ken has been our CFO since October last year. Prior to that, he was our Chief Strategy Officer and has previously led our Seqirus business unit. Also here is Chief Commercial Officer, Andy Schmeltz. Andy joined CSL in 2023 as Executive Vice President, CSL Behring. And last year, his role was expanded to include CSL Vifor. And finally, we have Dave

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