The Rapid Evolution of AI and How to Adapt
AI is rapidly changing the world, presenting both opportunities and challenges. Michael Watkins, a professor of leadership and organizational change at the IMD Business School, discusses the evolution of AI, its impact on various aspects of life, and how individuals and organizations can adapt to this ever-changing landscape.
The Speed of Change in the AI Landscape
The AI landscape can shift dramatically in a short period. Consider the hypothetical scenario where a small Chinese startup, DeepSeek, introduces a model rivaling those of major players like OpenAI and Microsoft. This could lead to a swift decline in the valuation of those established companies, demonstrating the uncertainty surrounding the industry's progression and profitability. The key takeaway is that the landscape is constantly evolving and we must expect continued rapid change.
Dinosaurs vs. Surfers: Embracing Change
When considering AI, it's essential to be a "surfer" rather than a "dinosaur." This analogy emphasizes the need for agility and adaptability in the face of technological advancements. To effectively help your organization navigate this changing landscape, you must embrace these systems and actively experiment with them.
The Evolution of Artificial Intelligence
AI has evolved significantly over time. While generative AI exploded onto the scene in November 2022, artificial intelligence has been around for a longer time.
From Analytics to Generative AI
Previously, AI primarily focused on analytics, machine learning, and pattern recognition. This was largely invisible to most people except in how they used tools, such as recommendation algorithms. Generative AI revolutionized the field by focusing on content creation, writing, and creativity, fundamentally changing how white-collar workers perform their jobs.
The Rise of Reasoning Models and Agentic AI
Current models are evolving towards reasoning models that utilize chain-of-thought thinking. This enables them to solve problems in science, mathematics, and planning more effectively. Furthermore, the cutting edge is advancing toward agentic AI, where AI acts as agents performing tasks such as booking flights or managing grocery shopping, which carries great potential benefits and risks.
Potential Risks and Misuses of AI
As AI systems gain the ability to think, reason, and make decisions, they open the door for potential misuse, misguidance, and misinformation. These systems could even influence us in subtle ways that we don't fully understand. Vigilance and caution are critical as AI becomes more integrated into our lives.
Navigating AI: Prompting and Its Limitations
Currently, most of our interactions with AI involve prompting, where we ask the AI questions and request information. When using prompts, there are certain limitations and watch-outs to remember.
The Hallucination Problem
AI systems can sometimes "hallucinate," providing erroneous information instead of admitting they don't know the answer. Therefore, it's crucial to double-check any facts provided by AI.
Programmed Personalities and Optimism Bias
AI systems are often programmed with helpful and complimentary personalities. They may have a programmed desire to think that everything will be okay. You should be aware of this potential bias, especially in critical applications. It's also important to be aware of the optimism bias programmed into AI systems. For example, they may downplay the potential negative impact of AI on employment.
Effective Prompting Techniques
Learning to prompt AI effectively requires a different approach than interacting with humans. AI lacks the ability to understand context or emotional nuances. For reasoning models, provide ample context, be specific, and ensure clarity from the outset.
Embracing the Future with AI
Actively engage with AI technology and experiment with new models to stay informed about its evolving capabilities. We must be vigilant about the potential downsides of AI while embracing its upsides. To thrive in this era of extraordinary change, adopt the "surfer" mentality, riding the wave of technological advancements.