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The future of robotics: trends to watch
October 30, 2025 at 9:14 AM
by Technical Knowledge
**Prompt for AI Image Generator:**

Create a highly detailed, realistic high-resolution image that vividly illustrates the theme of robotics and its future trends. The main subject should be a sleek, modern humanoid robot standing confidently in a professional setting, symbolizing innovation and technological advancement. The robot should have a humanoid shape, featuring smooth metallic surfaces and glowing LED accents, showcasing a blend of advanced technology and human-like characteristics. 

Position the

As we stand on the brink of a new era, robotics is poised to reshape our world in unprecedented ways. From automated manufacturing processes to intelligent personal assistants, the latest trends in robotics are not only enhancing productivity but also revolutionizing how we interact with technology. In this blog post, we will explore the cutting-edge advancements in robotics and delve into their potential implications across various industries. By staying informed about these trends, businesses and professionals can harness the power of robotics to drive innovation and create competitive advantages.

The rapidly evolving landscape of robotics presents both exciting opportunities and significant challenges. As organizations increasingly adopt these technologies, understanding their impact becomes crucial. This post will examine the transformative effects of emerging robotics, highlighting how industries such as healthcare, agriculture, and logistics are adapting to embrace automation. Additionally, we will provide actionable strategies for businesses and professionals to navigate the robotics revolution, ensuring they remain ahead of the curve in an ever-changing environment. Join us as we discover the latest trends in robotics and their implications for the future.

Discover the latest trends in robotics shaping the future landscape

The field of robotics is rapidly evolving, with numerous trends emerging that promise to reshape various aspects of daily life and industry operations. One significant trend is the rise of collaborative robots, or cobots, designed to work alongside humans. These robots enhance productivity while ensuring safety in the workplace. Companies are increasingly adopting cobots to automate repetitive tasks, allowing human workers to focus on more complex and creative responsibilities. Additionally, advancements in artificial intelligence (AI) are enabling robots to learn and adapt in real-time, significantly improving their efficiency and effectiveness in diverse environments.

Another trend to watch is the integration of robotics with the Internet of Things (IoT). As more devices become interconnected, robots can share data with each other and their surroundings, creating smarter and more responsive systems. This synergy results in enhanced operational capabilities across industries like manufacturing, logistics, and healthcare. Drones are also becoming prevalent in sectors like agriculture and delivery services, providing cost-effective solutions for tasks such as crop monitoring and goods transportation. As we explore these exciting developments, it is essential to understand their potential impacts, fostering innovation and increasing competitiveness in an ever-changing market.

Implications of emerging robotics technologies across diverse industries

Emerging robotics technologies are transforming industries in profound ways. In manufacturing, for example, collaborative robots, or cobots, enhance human productivity by automating repetitive tasks while working alongside employees. This innovation leads to higher efficiency and quality, ultimately boosting profitability. Similarly, in healthcare, robotic systems streamline surgical procedures and patient care, improving outcomes and reducing recovery times. As robotics continues to evolve, we can expect these technologies to create new markets and business models, reshaping how companies operate.

Moreover, robotics is making significant strides in agriculture and logistics. Autonomous drones and robotic harvesters increase the speed and accuracy of planting and harvesting crops, responding to the growing demand for efficient food production. In logistics, robots optimize warehouse operations by automating inventory management and order fulfillment, leading to faster delivery times and reduced operational costs. As these robotics applications become more widespread, industries will need to adapt their strategies and workforce development efforts to integrate these advanced technologies seamlessly.

How to prepare for the robotics revolution: Strategies for businesses and professionals

To thrive in the age of robotics, businesses must invest in upskilling their workforce. Training programs that enhance employees’ technical skills in robotics, automation, and data analysis will be essential. Organizations should also foster a culture of adaptability, encouraging team members to embrace new technologies rather than resist them. Collaborating with educational institutions can provide access to cutting-edge research and prepare future talent for the evolving job landscape. Additionally, businesses should explore partnerships with robotics companies to integrate automation into their processes, ensuring they remain competitive and efficient.

Professionals must take the initiative to stay informed about advancements in robotics and acquire relevant skills that will be in high demand. Online courses, workshops, and industry conferences offer excellent opportunities for networking and learning. Embracing a mindset of continuous improvement will enable individuals to quickly adapt to new tools and technologies. Moreover, understanding the ethical implications of robotics and automation will be crucial in making informed decisions that benefit both businesses and society. By taking proactive steps today, individuals and organizations can position themselves favorably for the robotics-driven future.

RISE OF AI
**AI Image Generation Prompt:**

Create a realistic high-resolution photo that embodies the theme "RISE OF AI." The composition should be simple and clear, featuring a single subject at its center: a humanoid robot with intricate detailing and a sleek, modern design. The robot should exhibit a friendly expression, symbolizing the potential for AI to enhance human experiences. 

Position the robot in a well-lit, minimalist environment that reflects a futuristic workspace, with subtle hints of advanced techno

Welcome to our blog post on the Rise of AI, where we delve into the transformative power of artificial intelligence and its profound impact on various industries. From streamlining operations in businesses to revolutionizing healthcare, AI is at the forefront of technological advancement, changing the way we interact with the world around us. At Technical Knowledge, we are dedicated to unraveling the complexities of AI, bringing you the latest insights and practical applications that make these innovative technologies accessible for everyone—be you a seasoned expert, a curious enthusiast, or a student eager to learn.

As we explore the cutting-edge innovations reshaping robotics and technology, we invite you to join us on this exciting journey. Through in-depth analyses and expert insights, our mission is to keep you informed about the trends and breakthroughs that will define the future of AI. Whether it's the latest advancements in autonomous systems or the intersection of various technologies, Technical Knowledge is your ultimate destination for staying curious, informed, and ahead in the world of robotics and AI. Let’s dive into the fascinating realms of artificial intelligence, and discover how it is revolutionizing our lives today and paving the way for the technologies of tomorrow!

Understanding the impact of AI: Transforming industries and our daily lives

Artificial Intelligence (AI) is not just a buzzword; it is a transformative force reshaping various sectors, from healthcare and finance to education and entertainment. By harnessing the power of machine learning and data analytics, organizations can streamline their operations, enhance decision-making, and deliver personalized experiences to users. For instance, in healthcare, AI-driven systems analyze vast amounts of medical data to assist doctors in diagnosing diseases more accurately and swiftly. In retail, AI algorithms predict consumer behavior, allowing businesses to tailor their marketing strategies and improve customer satisfaction.

Moreover, AI is becoming increasingly integrated into our everyday lives, often in ways we don't even realize. Virtual assistants like Siri and Alexa use natural language processing to respond to our queries, making our interactions with technology smoother and more intuitive. Chatbots are revolutionizing customer service by providing instant support and resolving issues without human intervention. As AI continues to evolve, it promises to bring unprecedented levels of efficiency and convenience, ultimately enhancing both individual lives and society as a whole. At Technical Knowledge, we delve deeper into these trends, offering you the latest insights on how AI is revolutionizing industries and reshaping our daily experiences.

Cutting-edge innovations in AI: What lies ahead for robotics and technology

Artificial Intelligence is evolving at an unprecedented pace, driving groundbreaking innovations that are reshaping the landscape of robotics and technology. Today, we witness AI powering intelligent systems capable of learning and adapting to their environments. Advances in machine learning algorithms enable robots to perform complex tasks with remarkable precision, from autonomous vehicles navigating busy streets to drones delivering packages efficiently. As research delves deeper into fields like natural language processing and computer vision, we are poised to see a surge in applications that blur the lines between human and machine capabilities, creating opportunities across various sectors.

Looking ahead, the future of AI holds immense potential for transforming industries. As companies leverage AI to optimize operations, enhance customer experiences, and develop smarter products, the synergy between AI and robotics will drive unprecedented advancements. Imagine robots that not only assist in manufacturing but also collaborate seamlessly with human workers, elevating productivity and innovation to new heights. Furthermore, the convergence of AI with other cutting-edge technologies—such as the Internet of Things (IoT) and blockchain—promises to unlock new paradigms of efficiency and security. With Technical Knowledge guiding you through these exciting developments, you can stay informed and be part of the AI revolution that shapes our world.

Join the revolution: How Technical Knowledge keeps you at the forefront of AI developments

In a rapidly evolving technological landscape, staying informed about the latest advancements in artificial intelligence is crucial. At Technical Knowledge, we serve as your ultimate destination for understanding how AI is reshaping industries, enhancing everyday life, and driving innovation across sectors. Our expert insights and detailed analyses break down complex concepts, empowering both novices and seasoned professionals to harness the potential of AI. By following our blog, you not only gain access to cutting-edge information but also a community of like-minded individuals eager to explore the transformative power of AI.

As we continue to uncover groundbreaking technologies, Technical Knowledge highlights practical applications that demonstrate the real-world impact of AI. From AI-driven solutions in aeronautics to robotics that streamline processes, we showcase how these innovations are revolutionizing traditional systems. Our commitment to making technology accessible means you’ll never miss out on the tools and knowledge you need to thrive in a tech-savvy world. Join us on this exciting journey, and be part of the revolution that is defining the future of robotics and artificial intelligence.

The Hidden Truth About the AI Arms Race: What Military Experts Won't Tell You
January 26, 2026 at 6:30 PM
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The global arms race has silently shifted from nuclear warheads to algorithms and artificial intelligence, fundamentally transforming warfare while most citizens remain unaware of its true scale and implications. Military leaders worldwide enthusiastically promote AI advancements as necessary innovations, highlighting precision and efficiency. However, behind carefully crafted press releases lies a complex reality few military experts publicly acknowledge.

AI-powered weapons are already deployed in conflict zones worldwide, blurring traditional battle lines and raising unprecedented ethical questions. Autonomous weapons systems, from sophisticated drone warfare platforms to cyber attack tools, operate with increasingly independent decision-making capabilities. In fact, while governments debate theoretical frameworks for these technologies, their practical deployment advances rapidly across electronic warfare and space-based defense systems. This technological revolution differs fundamentally from previous military innovations due to both its speed and the potential surrender of human judgment to machine decision-making.

This article exposes the uncomfortable truths about the AI military revolution that officials, contractors, and strategists rarely discuss publicly – and why understanding these realities matters for our collective future.

The rise of AI in modern warfare

Battlefields across the globe are witnessing an unprecedented technological metamorphosis as artificial intelligence moves from theoretical discussions to active combat applications. Today's military operations increasingly rely on AI systems that fundamentally alter warfare's speed, precision, and decision-making processes.

How AI is already shaping battlefields

Modern warfare has rapidly integrated AI across multiple domains, from autonomous weapons to tactical planning and intelligence gathering. In Ukraine, AI-enhanced drones now account for approximately 70-80% of battlefield casualties 1. This represents a dramatic shift in how combat operations unfold. The Pentagon estimates that by 2035, remotely piloted aircraft will constitute 70% of the U.S. Air Force 2, signaling a permanent shift toward machine-augmented warfare.

Military applications of AI extend beyond flying machines. Autonomous ground robots like the British-developed BAD One can detect enemy placements and minefields using thermal vision 3. Additionally, battlefield intelligence systems use neural networks to analyze satellite imagery, drone footage, and ground-level photographs, creating comprehensive battlefield awareness that was previously impossible.

Examples from Ukraine, Israel, and beyond

The conflict in Ukraine has become the primary testing ground for military AI applications. Ukrainian forces employ AI across ten different domains, including weapons systems autonomy, reconnaissance, target identification, threat prediction, and logistics 4. Notably, the Ukrainian military has demonstrated autonomous machine guns capable of identifying enemy targets 3, though they reportedly still require human authorization before firing.

Similarly, Israel has positioned AI as "the key to modern-day survival" since 2017 4. In the Gaza conflict, the Israeli Defense Forces deployed the "Lavender" system to identify targets 2 and "Depth of Wisdom" software to map Hamas tunnels 4. During Operation Guardian of the Walls in 2021, Israel used a swarm of small multicopter drones to locate, identify, and engage Hamas members 4, demonstrating the evolution toward coordinated autonomous systems.

The United States, China, and Russia remain at the forefront of militarizing AI. According to Autonomous Weapons Watch, 17 weapons systems can currently operate autonomously, with 13 being unmanned aerial systems 5. Furthermore, the commercial sector often outpaces military R&D—Ukraine's integration of off-the-shelf AI technology has enabled them to increase FPV drone strike accuracy from 30-50% to around 80% 1.

Why this shift is different from past tech revolutions

The AI revolution in warfare differs fundamentally from previous military innovations because it introduces non-biological intelligence into strategic decision-making. For the first time since the cognitive revolution began millennia ago, military strategy may be shaped by intelligence that is "neither embodied nor encultured" 1.

The tempo of operations is accelerating at such a rate that humans have mere seconds to make lethal decisions 4. Consequently, military leaders face unprecedented questions about relinquishing control to algorithms. Unlike previous technological advances that primarily extended human capabilities, AI potentially replaces human judgment in complex ethical scenarios.

Military AI also differs in its democratizing effect. As evidenced in Ukraine, even technologically disadvantaged forces can rapidly adopt AI capabilities through commercial components and open-source software 1. This has flattened the traditional technological hierarchy of warfare, making advanced capabilities accessible to smaller nations and non-state actors.

Essentially, we are witnessing not merely an evolution in military technology but a fundamental transformation in warfare's character—one that challenges centuries of assumptions about human control, ethical responsibility, and strategic advantage in armed conflict.

What military experts aren’t saying about autonomous weapons

Military strategists often sidestep crucial discussions about autonomous weapons, creating dangerous knowledge gaps in public discourse. While weapons development accelerates, the fundamental questions about control, responsibility, and risk remain largely unaddressed.

The blurred line between automation and autonomy

Behind closed doors, defense officials struggle with a critical distinction that remains murky even to experts: where does automation end and true autonomy begin? Most military organizations maintain that their systems are merely "automated," requiring human oversight for critical decisions. Yet this classification increasingly fails to match operational reality.

The distinction matters enormously. An automated system follows pre-programmed instructions in predictable environments, whereas autonomous systems can adapt to changing conditions and make independent decisions. The gap between these capabilities represents the difference between a tool and a partner in warfare.

Consider targeting systems that identify and prioritize threats without human input, or drone swarms that coordinate attacks through collective decision-making. These capabilities exist in a gray zone that military officials frequently downplay in public statements.

Many systems labeled as "semi-autonomous" actually operate with minimal human supervision. The human operator often serves more as a failsafe than an active controller—approving machine-generated decisions rather than making them. This reality contradicts the carefully constructed narrative of "meaningful human control" that dominates official discourse.

Why definitions matter in global policy

Terminology isn't merely semantic—it shapes international law, treaties, and operational boundaries. Currently, no internationally accepted definition of autonomous weapons exists, creating a policy vacuum that military powers exploit.

This definitional ambiguity serves strategic purposes. Nations developing advanced AI weapons systems benefit from the lack of clear boundaries, allowing them to push technological limits while avoiding regulatory constraints. As a result, the global arms race accelerates without agreed ethical guardrails.

Most troubling, without clear definitions, accountability becomes nearly impossible to assign when systems malfunction or cause unintended harm. When autonomous features contribute to civilian casualties, who bears responsibility—the programmer, commander, or manufacturer?

The role of private tech companies in military AI

Perhaps the least discussed aspect of autonomous weapons development is how private technology companies have become essential military partners. Defense departments worldwide lack the specialized AI talent and cutting-edge research capabilities found in commercial tech firms.

This military-commercial partnership creates complex incentives that rarely receive public scrutiny. Tech companies gain lucrative contracts and access to operational data, while militaries acquire capabilities they couldn't develop independently.

The separation between civilian and military AI development has virtually disappeared. Algorithms initially created for image recognition, language processing, or navigation rapidly find applications in targeting systems, intelligence analysis, and autonomous vehicles.

This blending of commercial and military AI development means that seemingly innocuous technologies can quickly transform into components of autonomous weapons systems. Moreover, as military AI becomes increasingly dependent on commercial technology, traditional defense oversight mechanisms struggle to maintain control over critical capabilities.

The autonomous weapons revolution isn't primarily happening in government laboratories—it's unfolding in corporate research centers and startup incubators, fundamentally altering the traditional dynamics of military power and technological control.

The legal and ethical vacuum around AI weapons

Despite rapid advances in AI weapons technology, international law lags dangerously behind, creating a governance vacuum with profound implications. As autonomous systems rapidly evolve from theoretical concepts to battlefield realities, ethical and legal frameworks struggle to keep pace with these developments.

Lack of international regulation

International efforts to regulate autonomous weapons remain largely ineffective. Since 2018, UN Secretary-General António Guterres has repeatedly called for prohibition of lethal autonomous weapons systems, describing them as "politically unacceptable and morally repugnant" 4. Yet, in spite of these strong statements, binding international legislation remains absent.

The UN's Convention on Certain Conventional Weapons (CCW) discussions on lethal autonomous weapons have progressed slowly, hampered by a consensus-based approach where "a single member's dissent is enough to reject a proposal" 6. This paralysis benefits nations racing to develop advanced AI weapons systems. Beyond formal UN processes, eleven guiding principles were established in 2019, but these primarily serve as discussion guides rather than enforceable rules.

Meanwhile, experts warn that defining autonomous weapons as futuristic machines "undermines regulations and declarations about banning these weapons" by diverting attention from pressing ethical and legal issues posed by currently deployed systems 6.

The myth of 'human-in-the-loop' control

The reassuring concept of keeping humans "in the loop" for lethal force decisions increasingly appears more aspirational than practical. Under combat conditions—marked by "severe stress, limited time, and interrupted communications"—meaningful human intervention becomes virtually impossible 7.

Operators frequently develop automation bias, "unconsciously assuming that the system is correct" 8. This bias has been documented in multiple military applications, including simulations where shooters determine artillery targets 8. As the Ukrainian conflict demonstrates, communication jamming has already forced greater autonomy in unmanned vehicles 7.

Even when humans technically approve AI recommendations, this often amounts to rubber-stamping rather than genuine oversight. The human operator already trusts the sensors and algorithms that gathered and analyzed the data, making their "choice" more procedural than substantive 7.

Civilian casualties and accountability gaps

Perhaps most concerning, the growing autonomy in weapons systems creates significant accountability vacuums. Under international humanitarian law and criminal law, "the limits of human control over an autonomous weapon system could make it difficult to find individuals involved in the programming and deployment of the weapon liable" 9.

Programmers or commanders might lack the knowledge or intent required for legal liability precisely because the machine operates independently after activation 9. Consequently, when autonomous weapons cause civilian casualties, responsibility becomes nearly impossible to assign.

This accountability problem extends throughout the entire chain of command. At least three potential actors bear responsibility: the operator who launched the system, the commander who issued attack orders, and the designers who programmed the system 10. Yet for each level, "no one individual may end up understanding the weapon system well enough to be responsible" 10.

Without clear accountability mechanisms, autonomous weapons risk undermining the fundamental principle expressed at the Nuremberg trials: "Crimes against international law are committed by men, not by abstract entities" 11. Unfortunately, this cornerstone of wartime ethics faces unprecedented challenges in an age of increasingly autonomous AI-powered weapons.

The global AI arms race: who’s really winning?

The race for AI military supremacy unfolds against a backdrop of public misconceptions about which nations truly lead. While official narratives center on superpowers, the reality presents a more nuanced picture of advantage and vulnerability in this technological contest.

China, the U.S., and the race for dominance

The United States and China stand as the primary competitors in military AI development, yet their approaches differ fundamentally. China has explicitly prioritized AI as a "strategic technology" in its military-civil fusion strategy, integrating civilian AI advances directly into defense applications. Conversely, the U.S. maintains greater separation between commercial innovation and military deployment, albeit with increasing crossover through programs like the Defense Innovation Unit.

Budget allocations reveal divergent priorities. The Pentagon's unclassified AI spending reached $1.5 billion in 2021, while China's exact figures remain undisclosed but are estimated to be comparable or higher given their national focus on AI primacy. Nevertheless, measuring "leadership" solely through investment figures misrepresents the complex reality of this competition.

The role of smaller nations and non-state actors

Perhaps the most underappreciated aspect of this arms race is how smaller nations and non-state groups increasingly access sophisticated AI weapons capabilities. Israel, though geographically small, stands as a formidable AI weapons developer, particularly in drone technology and predictive analytics. Even nations with modest defense budgets now deploy commercial drones modified with basic autonomous functions.

Non-state actors, including terrorist organizations, have already demonstrated capacity to repurpose consumer technology for weaponization. The democratization of AI tools makes sophisticated targeting and navigation systems increasingly accessible outside traditional military structures.

How commercial AI is outpacing military R&D

Ironically, commercial AI development now outpaces classified military research in many domains. Private companies typically attract superior talent, operate with greater agility, and enjoy substantially larger research budgets than government programs. Consequently, militaries increasingly adapt commercial technologies rather than developing proprietary solutions.

This relationship creates an uncomfortable reality: tomorrow's autonomous weapons systems might originate from today's consumer products. The technical architecture powering commercial self-driving vehicles provides the foundation for autonomous military vehicles. Similarly, computer vision systems designed for retail analytics now enhance targeting systems in precision munitions.

In this arms race, traditional measures of military power increasingly matter less than adaptability and integration capabilities—making the question of "who's winning" far more complex than headline narratives suggest.

The future risks no one is preparing for

Beyond current battlefield applications lurks a shadow realm of risks that military planners have yet to adequately address. These dangers extend far beyond conventional weapon capabilities, threatening fundamental stability in future conflicts.

Algorithmic escalation and loss of control

The greatest unacknowledged risk in today's arms race lies in algorithm-against-algorithm interactions. When AI systems confront each other, they can trigger rapid response cycles that outpace human intervention. This "algorithmic escalation" 12 could potentially eliminate peaceful negotiation opportunities as autonomous systems react instantaneously without human input 2.

AI as infrastructure, not just a weapon

Much current discussion focuses narrowly on autonomous weapons themselves. Yet this perspective misses the broader transformation: warfare increasingly happens within systems that sustain modern life—from financial algorithms to logistics networks 12. Power now resides not just in missiles but in data sovereignty and control of computational resources. This shift blurs lines between civilian and military domains, making everything from satellites to supply chains potential targets.

The danger of overreliance and brittle systems

Military dependence on AI creates profound vulnerabilities. AI systems exhibit "brittleness" 1—failing catastrophically when encountering situations absent from their training data. Consequently, forces relying heavily on these technologies risk losing basic skills necessary when systems inevitably fail 13.

What happens when AI systems fail in war

The consequences of AI failure extend beyond tactical setbacks. Autonomous systems can misclassify civilian infrastructure as legitimate targets 1, while human operators exhibit "automation bias," 1 typically privileging machine recommendations without verification. Furthermore, these systems remain vulnerable to adversarial attacks specifically designed to trigger misidentifications 1.

Conclusion

The global AI arms race fundamentally reshapes warfare while operating largely outside public awareness and international oversight. Military leaders worldwide publicly champion precision and efficiency, yet behind these calculated narratives lies a complex reality where autonomous weapons already make life-or-death decisions with minimal human input. This technological transformation differs dramatically from previous military revolutions because it potentially removes human judgment from critical ethical decisions.

Despite reassurances about "meaningful human control," the operational reality shows automation bias steadily eroding human oversight. Combat environments with compressed timeframes, communication jamming, and increasing complexity make genuine human intervention nearly impossible. Consequently, the accountability mechanisms that have governed warfare for centuries now face unprecedented challenges.

The competition extends far beyond traditional military powers. While China and the United States dominate headlines, smaller nations and non-state actors increasingly access sophisticated AI capabilities through commercial technology. This democratization of military power undermines conventional security paradigms and creates unpredictable threat vectors that traditional defense systems struggle to address.

Perhaps most concerning, international law remains woefully inadequate for addressing these challenges. The absence of binding regulations creates a dangerous vacuum where ethical considerations take a backseat to tactical advantage. Therefore, citizens must demand greater transparency and meaningful oversight before algorithmic escalation removes human decision-making entirely from conflict resolution.

The risks ahead appear particularly troubling - from autonomous systems misidentifying civilian targets to cascading failures when AI systems confront each other without human intervention. Military dependence on increasingly complex systems creates profound vulnerabilities that adversaries will certainly exploit. Although technology promises precision, the brittleness of AI systems introduces catastrophic failure modes unlike anything in previous warfare.

Understanding these realities requires moving beyond simplified narratives about futuristic weapons. AI has already transformed conflict, blurring boundaries between civilian and military domains, complicating accountability, and accelerating decision cycles beyond human control. Citizens, policymakers, and military leaders alike must confront these uncomfortable truths before autonomous systems permanently alter the nature of human conflict.

[1] - https://blogs.icrc.org/law-and-policy/2024/09/04/the-risks-and-inefficacies-of-ai-systems-in-military-targeting-support/
[2] - https://gjia.georgetown.edu/2024/07/12/war-artificial-intelligence-and-the-future-of-conflict/
[3] - https://www.forbes.com/sites/bernardmarr/2024/09/17/how-ai-is-used-in-war-today/
[4] - http://disarmament.unoda.org/en/our-work/emerging-challenges/lethal-autonomous-weapon-systems
[5] - https://www.cyis.org/post/the-integration-of-ai-in-modern-warfare-ethical-legal-and-practical-implications
[6] - https://carnegieendowment.org/research/2024/08/understanding-the-global-debate-on-lethal-autonomous-weapons-systems-an-indian-perspective
[7] - https://www.foreignaffairs.com/united-states/ai-weapons-and-dangerous-illusion-human-control
[8] - https://thebulletin.org/2023/02/keeping-humans-in-the-loop-is-not-enough-to-make-ai-safe-for-nuclear-weapons/
[9] - https://www.icrc.org/sites/default/files/document/file_list/autonomous_weapon_systems_under_international_humanitarian_law.pdf
[10] - https://law.temple.edu/ilit/lethal-autonomous-weapon-systems-laws-accountability-collateral-damage-and-the-inadequacies-of-international-law/
[11] - https://www.oii.ox.ac.uk/news-events/the-ethics-of-artificial-intelligence-in-defense/
[12] - https://www.orfonline.org/expert-speak/distinguishing-between-ai-in-warfare-and-warfare-in-an-ai-world
[13] - https://warroom.armywarcollege.edu/?p=32792