Posts

All my thoughts and insights on technology, productivity, and life.

• MCP Servers: Why Read-Only is the Only Way

  Published: Aug 26, 2025

  Toronto, Canada

  MCP servers are plagued by a 43% critical vulnerability rate. The solution isn't better security—it's architectural constraint. Through the lens of MVC and Event Sourcing, we see why read-only is the only viable path to enterprise trust.

• Chain of Agents: How Single Models Can Replace Expensive Multi-Agent Systems

  Published: Aug 25, 2025

  Toronto, Canada

  Chain-of-Agents trains single models to simulate multi-agent collaboration, achieving 84.6% cost reduction while beating traditional multi-agent systems. Here's what this breakthrough means for how you build with AI.

• Thoughts on Grok 2.5: xAI's Strategic Open-Source Play

  Published: Aug 25, 2025

  Toronto, Canada

  An analysis of xAI's Grok 2.5 open-source release, its competitive benchmarks, licensing strategy, and what it means for the future of enterprise AI adoption and reasoning models.

• Agentic Directives: Ten Commands for an Agentic Company

  Published: Aug 24, 2025

  Updated: Aug 25, 2025

  Toronto, Canada

  AI agents are the new workforce. Companies now need directives, not principles. Here are ten commands that will define the most successful agentic organizations.