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A communications strategy doesn’t start with publicity. It starts with paying attention, learning what’s happening, listening to people, and documenting the work. The goal is to make sure the organization’s story is being understood from within long ...

When organizations start exploring AI, the hardest part often isn’t the technology—it’s knowing where to begin. More often than not, the real challenges are about alignment, clarity, and timing. In a recent talk, "AI Strategy Implementation – Transfo...

This post isn’t about tools or frameworks. It’s just a word of encouragement—for anyone out there building multi-agent systems and facing that moment where the work starts to feel impossible. I’ve come to believe that’s the line where most people tur...

I’m often asked this question—usually by someone curious about what goes into building a multi-agent system from the architect’s or system designer’s perspective. But the answer isn’t simple. It depends. It depends on experience—but not just surface-...

I’m currently building a Google Drive-triggered multi-agent system designed to analyze citations intuitively. But this blog post isn’t just about the workflow—it’s about a key design decision I faced early on: what happens when your first agent has t...

In this post, I’m sharing a challenge I’ve run into while building a multi-agent system across platforms—and how I worked through it. It’s a real-world example of what happens when intuitive design meets the limits of platform integration. My goal is...

Outside of my work researching, building, and exploring AI and multi-agent systems, one of my biggest joys is teaching. I love mentoring people who are just starting out—helping them understand how I got into this field, how to engage stakeholders, a...

Before building a multi-agent system—before you touch a platform, prototype an agent, or start wiring up automations—there’s a phase most teams skip or misunderstand: scoping. This post kicks off a new series where I walk through the early-phase plan...

We live in a world of complex AI models, advanced agentic frameworks, and machine learning systems that reason through dense, nuanced tasks. But sometimes, simplicity is what it takes to keep entire systems running smoothly. In this blog post, I want...
