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Spec-Driven Development: The Missing Operating Discipline in AI-Enhanced Engineering

The problem isn’t that AI makes bad code. The problem is that we’re giving it vague business terms and calling them requirements. The same pattern of failure is showing up in businesses all over the place. Teams copy a user story into an AI coding assistant and tell it to “build this.” The AI then […]

How to Lead an AI “Team Member”: What Leadership Skill Boards Will Look For

Think about how your team just got a new coworker. They work all the time. They never take time off. They can turn around research in seconds and drafts in minutes. And here’s the catch: they will sometimes make up facts with complete confidence, unless you design the work so they can’t. This isn’t a […]

Fraud In The Age Of GenAI And Agentic AI: When “Who Did It?” Becomes A Systems Question

The main goal of fraud investigations has always been to put the pieces of reality back together. Who did what. What has changed? When it happened. Where it came from. Why it was done. How it was done. The “five W’s and one H” framework is still important, but GenAI and agentic AI are bending […]

Scaling GenAI Agents? Here’s How to Keep Security in Control

The Hardest Question in AI Security Right Now Isn’t About the Model As enterprises rush to adopt GenAI agents, most security conversations start with: “Is the model safe?” But that’s not the most urgent risk. The better question is: “What systems can this agent reach—and what sensitive data might it move, misuse, or expose at […]

Top Trends in Data, Analytics & Governance for 2026–2028

Data is entering a new phase inside the enterprise—not because we found a better place to store it, but because the way it is created, consumed, and governed has changed. A decade ago, software ate the world. Now, workflows are eating data. Data used to be something you analyzed after the fact. Today it is […]

GenAI + Agentic AI 2026–2028: The Work Layer Is Shifting—Control Planes, Process Layers, and Trust Will Decide the Winners

AI can already sound convincing. The harder test is: can it get work done—safely—across systems, across modalities, and increasingly in the real world? That changes the unit of value from answers to outcomes, and it forces a different set of enterprise choices: platform architecture, operating discipline, and responsible deployment. Two research signals clarify the moment. […]

When Not to Use Generative AI: A Strategic Playbook for the Enterprise AI Leader

Focusing exclusively on GenAI creates unnecessary risk. That’s not just a warning from Gartner — it’s something I’ve witnessed first-hand across enterprise AI journeys. As a technology leader, I’ve seen the allure of GenAI transform from breakthrough excitement to boardroom pressure. But if we chase GenAI without strategy, we risk undermining its very potential. This […]

Microsoft Purview Data Security for Generative AI Apps – Controls & Best Practices

Governance Takes Center Stage Microsoft brought the conversation on AI from innovation to accountability. Among the biggest announcements was the launch of Microsoft Purview Data Security for Generative AI Apps — a blueprint for responsible AI governance. As copilots and AI agents embed themselves across every workflow, enterprises are asking a new kind of question: […]

Riding Two S-Curves: Services-as-Software Meets Exponential AI

Technology markets rarely offer a convergence this profound. On one curve, Services-as-Software (SaaS) is reshaping how enterprises consume consulting, IP, and transformation. Services are no longer delivered as bodies on projects are engineered, codified, and packaged like products. The “services firm” is becoming the “software firm,” and that S-curve is only beginning. SaaS vs Services […]

Introduction to Microsoft Security Copilot

Today cybersecurity professionals fight an asymmetric battle against relentless, and sophisticated attackers. To protect an organization, defenders must respond to threats that are often hidden among the noise. Not to mention the #securitytalentwar global shortage of ~3.4M million openings in the security field. Security professionals are scarce, and we must empower them to disrupt attackers’ traditional advantages […]

Seven Years, Five Continents, Global Impact, One Journey: Unveiling 24 Pearls of My Executive Odyssey

As I stand on the threshold of a new chapter, my seven-year journey at Avanade is coming to an end. It’s a moment to reflect on the wisdom gained from successes and challenges that have shaped me as a leader. In October 2016, I embarked on a transformative shift, leaving behind a 13-year tenure at […]

Generative AI in the Crosshairs: CISOs’ Battle for Cybersecurity

ChatGPT and large language models (LLM) are the early signs of how generative AI will shape many business processes. Security and risk management leaders, specifically CISOs, and their teams need to secure how their organization builds and consumes generative AI, and navigate its impacts on cybersecurity. The level of hype, scale and speed of adoption […]

Impact of AI on Software Development And Testing – Ethical and Productivity Implications of Intelligent Code Creation (ICC)

AI technology is changing the working process of software engineers and test engineers. It is promoting productivity, quality, and speed. Businesses use AI algorithms to improve everything from project planning and estimation to quality testing and the user experience. Application development continues to evolve in its sophistication, while the business increasingly expects solutions to be […]