AI governance is no longer a future topic. It is a present-day responsibility. I’ve spent over 15 years building and scaling digital products. I’ve seen platforms grow from simple tools into systems that quietly shape human behavior. Today, AI systems are doing something even bigger: They are making decisions that change lives. That is exactly […]
AI Governance in 2026: Why Algorithms Now Need Human Rules Read More »
If you are a manager, director, or product leader, here is a hard truth most AI decks will never tell you: Most AI projects do not fail because the model is weak.They fail because leaders choose the wrong way to add “expertise.” After spending the last 15 years in Product Management, I’ve seen technology cycles
RAG vs Fine-Tuning: How Smart Teams Build Trust in AI Read More »
AI Terminology in Practice (For All Leaders/ Managers Who Still Need to Decide) If you’ve sat in a planning meeting lately, you’ve heard something like: ( The AI Buzzword) “We need an LLM agent, powered by GenAI, deployed on the cloud, with a vector database… by next sprint.” Everyone nods. Meanwhile, half the room is
AI Terms Explained: A Simple Guide for Business Leaders Read More »
Agentic Systems Blueprint: Safe Workflows + Agents (Without the Chaos) If you’re building with AI or Agentic Systems in 2026, you’ve probably felt it: the pressure to ship agents—not chatbots, but systems that take actions, call tools, and move real work forward. After 15 years in product leadership, here’s the uncomfortable truth I keep seeing
Agentic Systems: How to Combine Workflows + Agents Safely Read More »
RAG 2.0: A Product Leader’s Guide to Reliable Intelligence Building products for over 15 years has taught me one hard lesson: trust is your most expensive asset. It takes years to earn—and seconds to lose. Early in my career, I watched a legacy support bot confidently tell a high-value client that our premium software was
By 2026, the industry has shifted from the excitement of “building” to the high-stakes reality of operating AI agents at scale. We’ve moved past simple chatbots into autonomous workflows that triage support tickets, reconcile complex financial data, and trigger supply chain actions without a human in the loop. But as these systems have grown more
AI Agents Fail Silently: The Hidden Risk No One Monitors Read More »
Assam Earthquake: Can AI Predict It? A Product Leader’s Reality Check (2026) In my 15 years of building and scaling technology products, I’ve seen many problems once labeled “impossible” become routine. Cloud outages became predictable. Fraud became detectable in real time. Generative AI reshaped how we create. Yet today’s Assam Earthquake reminds us of one
Assam Earthquake & AI: How Technology Can Predict Disasters? Read More »
AI Hallucination Protection: Build Trusted Systems in 2026 In my 15 years of leading product and platform teams, I’ve watched countless “next big things” rise and fall. Cloud. Mobile. Big data. Crypto. AI is different, and AI hallucination is the reason. Not because it is smarter—but because it is already making decisions. In 2026, we’ve
AI Hallucination: How to Build Trusted AI Systems in 2026 Read More »
By 2026, most enterprise resilience will no longer come from a single “central AI brain,” but from decentralized AI swarms working together.That shift isn’t theoretical. It’s already underway. In scenarios security teams now see regularly, coordinated cyberattacks begin probing thousands of enterprise networks during the early morning hours—when human response is slow and automation matters
AI Swarms: The Silent 2026 Tech Shift You Can’t Ignore Read More »
EU AI Act Phase Two: What Startups Must Change Before 2026 If you’re building or using AI in Europe, EU AI Act Phase Two is where regulation becomes unavoidable. What once sounded like distant policy is now turning into enforceable rules—with deadlines, audits, and serious penalties attached. From AI-powered hiring tools to large language models,
EU AI Act Phase Two: 5 Simplified Rules for AI Businesses Read More »
