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 »
AI Features in Mahindra XUV 7XO: Luxury Tech Made Affordable The AI features in Mahindra XUV 7XO mark an important moment for the Indian auto industry. Not because they are flashy. But because they are finally practical. I’ve spent the last 15 years building AI-driven products, watching technology move from theory to reality. And one
AI Features in Mahindra XUV 7XO: Luxury Tech Made Affordable 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 »
The Death of the Dead Pixel: How AI Is Replacing Dashboards (And Why Your Data Is Lying to You) Most dashboards don’t fail because of bad data.They fail because no one wants to look at them anymore. After 15 years working across product, data, and enterprise systems, I’ve seen the same pattern repeat itself in
Why AI Is Replacing Dashboards in Modern Companies 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 »
The Hailuo AI Video Generator is not the first AI video tool I’ve tested this year—but it’s the first one that made me pause mid-render and rewatch the output twice. Most AI video generators promise cinematic quality and deliver uncanny motion, broken physics, or scenes that fall apart frame by frame. So when I started
Hailuo AI Video Generator Review: This Actually Surprised Me Read More »
