I explore why multimodal evaluation is essential for building reliable, Physical AI systems such as .Humanoid Robots, AIoT, or any AI that engages with the physical world. via @LinkedIn.

Check out my latest article: The Last AI Frontier - Neural Data, Data / AI Governance, Responsible AI and Nuerorights. via @LinkedIn.

Check out my latest article: The Silent Crisis: Impact of Shadow AI and Hidden Technical Debt in Enterprises via @LinkedIn.

Check out my latest article: The dawn of Vibe Data Creatives - How Gen AI is being leveraged for Synthetic multimodal data creation via @LinkedIn.

Check out my latest article: Build vs. Buy vs. Vibe: The New Decision Dilemma for Product Leaders via @LinkedIn.

Check out my latest article: Review of Successful AI Product Creation: A 9-Step Framework by Shub Agarwal via @LinkedIn.

Check out my latest article: The need for Agentic AI Workflow Product Managers - Intersection of AI Agents, automation, and processes. via @LinkedIn.

Check out my latest article: The next wave of AI Product Management - The Physical AI PM via @LinkedIn.

Check out my latest article: How I Leveraged Generative AI to Strengthen My Product Sense for PM Interviews via @LinkedIn.

Check out my latest article: Why AI Product Leaders Should Include Information Decay as Part of Their AI Technical Strategy via @LinkedIn.

If you're building anything with LangChain, CrewAI or similar frameworks - or just want to understand where AI is headed beyond foundation models - this book is invaluable. Clarified my thinking on agent memory, tool use, planning algorithms, and safety mechanisms. 📚 #AgenticAI.

Biggest Aha! moment: The Coordinator-Worker-Delegator pattern for multi-agent systems. Having specialized agents with clear roles (strategy, execution, resource allocation) creates far more powerful systems than monolithic designs. Game-changing for complex workflows. #AIAgent.

Just finished "Building Agentic AI Systems" from @Packt . It's the guide I've been waiting for. TL;DR: shows how to build AI systems that can truly reason, plan, and act autonomously. Practical wisdom + theoretical clarity. #AIAgents #BookReview

Check out my latest article: The SaaS to AI Agent Evolution: A Comprehensive Transformation Playbook for AI Product Leaders via @LinkedIn.

Check out my latest article: Thriving in the AI Era: AI Product Leader's Guide to Red Fishes, Blue Fishes, Neutral Fishes and the new Ocean Dynamics via @LinkedIn.

Check out my latest article: A Decision Tree for Responsible AI Implementation Using the Harmless - Helpful - Honest Framework via @LinkedIn.

Check out my latest article: Goodbye MVP, Welcome MAP: The New Gold Prototyping Standard for Generative AI Products via @LinkedIn.

Check out my latest article: Why Progressive Systems Design is a Superpower for AI Innovation—and How to Master It via @LinkedIn.

Check out my latest article: Beyond the Beep: Why Voice AI Agents are the Next Strategic Imperative for AI Product Leaders via @LinkedIn.

Check out my latest article: Responsible AI in AI Agent Applications: A Systems Risk Thinking Approach via @LinkedIn.