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Demystifying AI: Understanding weak and strong AI

June 28, 2024
in Business
Demystifying AI: Understanding weak and strong AI
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Artificial Intelligence (AI) is one of the most transformative technologies of our time, yet it remains widely misunderstood. Whether that stems from science fiction portrayals of sentient robots, or the mystique surrounding the term itself, AI has become one of the most divisive emerging technologies in recent history. To ensure a positive trajectory for the future of AI innovation and public perception around it, it is important to clarify the distinctions between weak AI and strong AI, illustrate their capabilities and limitations, and explore their impact on customer and employee experiences, particularly in customer service.

What is Artificial Intelligence?

At its core, AI is the technology that powers machines and systems to mimic certain aspects of human intelligence. AI systems learn, make decisions, solve problems and so on in ways that are comparable to the way humans learn and make decisions. However, given the enormous complexity of human intelligence, which includes our capacity for self-awareness and feelings, conceiving of AI as the artificial counterpart to human intelligence can make further defining – and understanding – AI quite challenging. To navigate this, one can carve up the space of AI into two main types: Weak AI and Strong AI.

Weak AI: The powerhouses of specific tasks

Weak AI, also known as Narrow AI, is designed to perform specific tasks without possessing consciousness or self-awareness. These systems are incredibly powerful within their designated domains but lack general intelligence. Here are a few examples of systems that exhibit Weak AI: 

Self-driving cars: Modern self-driving cars are marvels of Weak AI. They can navigate urban environments, recognize traffic signs and patterns, and make real-time decisions to ensure passenger safety. However, if you place a self-driving car in an off-road scenario, such as a sandy desert, it would struggle. This limitation highlights the domain-specific nature of Weak AI.

Virtual assistants: Siri, Alexa, and other virtual assistants are ubiquitous examples of Weak AI. These virtual assistants can set reminders, answer questions, and even control smart home devices. Yet, their understanding and responses are limited, confined to pre-programmed capabilities and data that make them adept at certain tasks but not others. Moreover, though they may be designed with text-to-speech technologies that create emotive and compelling voice interactions, these systems do not have self-awareness or feelings. 

Chess AI: Classic chess AI systems are another prime example of Weak AI and rules-based AI. These programs can defeat grandmaster, human chess players by evaluating countless possible moves and outcomes. These systems always follow the same highly complex set of rules (an algorithm) when faced by an opponent’s move (an input). Whereas modern Machine Learning (ML) powered chess AI systems are trainable to improve their completion of a given task (winning chess), classic chess AI can only improve with direct (human) intervention from the programmer. However, whether it’s rules-based or ML-powered AI, outside the realm of chess these winning systems do not exhibit any semblance of intelligence.

Despite their name, weak AI systems are anything but weak. They often surpass human capabilities within their specific areas, delivering results with speed and precision that are unattainable for humans.

Strong AI: The holy grail of AI research

Strong AI refers to machines that possess the ability to understand, learn, and apply intelligence across a broad range of tasks. Weak AI can exhibit intelligence in certain specific scenarios, but Strong AI systems are designed to closely mimic the broad spectrum of human intelligence; they can take their intelligent insights in one context and easily transfer it to another. This domain-generality is a cornerstone of human intelligence and is the stated goal of research programs pursuing ‘Artificial General Intelligence’ (such as OpenAI). However, Strong AI is theorized to exhibit the other, more puzzling, cornerstone of human intelligence: consciousness. Strong AI systems are thought to exhibit self-awareness, to have feelings and conscious experiences. In tandem with cross-contextual learning, these systems would be able to perform any intellectual task that a human can, in theory.

Currently, Strong AI exists only in the realm of science fiction. Characters like Data from Star Trek or the humanoid robots in Westworld are imaginative portrayals of what Strong AI could look like. These fictional AI beings can think, feel, and interact with the world in ways that are indistinguishable from humans. 

The journey from Weak to Strong AI

While Strong AI remains a theoretical concept, the progress in Weak AI is paving the way for potential advancements toward Strong AI. Machine Learning (ML), a subset of Weak AI, has revolutionized how AI systems operate. Unlike the early days of AI, where systems relied on predefined rules and symbolic representations, ML enables AI to learn from data and improve its performance of predefined tasks iteratively over time, without the need for human intervention.

For example, image classification systems can be trained on thousands of images to recognize patterns and classify new images accurately. Generative AI, another subset of ML, can create new content, such as images or text, based on the data it has learned from. Tools like DALL-E generate unique images from textual descriptions, showcasing the creative potential of AI. By combining multiple ML systems, the world may inch closer to successful Artificial General Intelligence – this may, in turn, be the first step to unlocking true AI self-awareness and Strong AI.

Enhancing customer and employee experiences

AI’s impact is particularly profound in enhancing customer and employee experiences, especially within contact centers and customer service.

Customer service agents: AI-powered tools such as chatbots and virtual assistants have revolutionized the customer service landscape. These tools can handle routine inquiries, provide instant responses, and operate 24/7, significantly reducing wait times and improving customer satisfaction. For instance, chatbots can address common questions about account balances or service issues, freeing up human agents to tackle more complex problems that require empathy and nuanced understanding.

Personalized customer interactions: AI systems analyze vast amounts of customer data to provide personalized recommendations and solutions. This level of personalization helps to build stronger customer relationships and brand loyalty. For example, an AI system might suggest relevant products based on a customer’s purchase history and preferences, enhancing the shopping experience and increasing sales.

Employee efficiency and satisfaction: For customer service agents, AI tools can automate repetitive tasks, allowing them to focus on more engaging and rewarding aspects of their jobs. AI can assist agents by providing real-time information, suggesting responses, and even analyzing customer sentiment during interactions. This not only improves the efficiency of service but also enhances employee satisfaction by reducing the monotony of repetitive tasks.

Real-world impact of Weak AI in customer service

The practical applications of Weak AI in customer service are vast and growing:

Automated call routing: AI can efficiently route customer calls to the appropriate departments or agents based on the nature of the inquiry, reducing wait times and improving resolution rates.

Sentiment analysis: AI-driven sentiment analysis tools can gauge customer emotions during interactions, enabling agents to adjust their responses accordingly and improve customer experience.

Predictive analytics: AI can predict customer needs and behaviors, allowing businesses to proactively address issues and offer tailored solutions, thereby enhancing customer loyalty and retention.

Understanding the distinctions between Weak and Strong AI is crucial in demystifying this transformative but polarizing technology. While Weak AI excels in specific tasks, Strong AI remains a distant goal that inspires ongoing research and imagination. As AI technology continues to evolve, it is vital to appreciate both its current capabilities and future potential. In doing so, we can harness the power of AI responsibly and effectively, shaping a future where humans and machines collaborate in unprecedented but meaningful ways.

To learn more about Avaya’s AI capabilities across its solutions portfolio, click here. 

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Copyright for syndicated content belongs to the linked Source : CIO – https://www.cio.com/article/2507819/demystifying-ai-understanding-weak-and-strong-ai.html

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