Tech to Transform

Exploring Zero-Shot, One-Shot, and Few-Shot Prompting Strategies with Real-World Banking Risk Examples In the previous post, we explored the components and characteristics of good prompts — how elements like instruction, context, tone, and format come together to shape the quality of AI responses. Today, we’ll dive deeper into three foundational prompt strategies : Zero- Shot, One- Shot, and Few- Shot Prompting — and understand when, why, and how to use each of them effectively. But before we do that, let’s understand a key concept that powers all three strategies: In- Context Learning . When working with large language models (LLMs), there are typically two major approaches to make them perform well on specific tasks: fine-tuning and in-context learning . Fine-tuning involves modifying the internal weights of a pre-trained model using task-specific data. This process requires large datasets, considerable computing power, and time. It’s a more permanent and resource-intens...

Risks, Ethics & Governance in the Age of GenAI With great power comes even greater responsibility. We’ve explored the tremendous promise of Generative AI — how it’s reshaping business models, accelerating innovation, and amplifying human creativity in ways once unimaginable. But as with any powerful technology, GenAI brings with it a shadow side — a complex web of risks, ethical dilemmas, and governance challenges that can no longer be considered optional side notes. They must move to the center of the conversation. These challenges aren’t just hypothetical or futuristic. They are real, growing, and already impacting society in subtle and sometimes profound ways. While much has been written and discussed about the legal, regulatory, and economic frameworks surrounding AI, this post aims to zoom in on something more fundamental and immediate : The ethical and social consequences of widespread GenAI adoption — and our collective responsibility in shaping how this technol...

How Business Ecosystems Are Transforming with GenAI The rise of Generative AI isn’t just another wave of digital transformation. It’s a paradigm shift — one that is redefining not only what technology can do, but how businesses think, operate, and evolve. From strategic boardroom discussions to real-time customer interactions, GenAI is reshaping every layer of the enterprise. It’s enabling organizations to: Invent new products that were previously unimaginable Reimagine services with unprecedented levels of personalization     Redesign experiences that feel natural, responsive, and intelligent In essence, GenAI is becoming the co-pilot of business innovation — augmenting creativity, accelerating decision-making, and unlocking efficiencies across the value chain. But Transformation Isn’t One-Size-Fits-All Despite the rapid momentum, adopting GenAI meaningfully isn't about blindly deploying the latest tools. Success depends on thoughtful alignment with bu...