Posts
All the articles I've posted.
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Agentic Workflows Need Guardrails, Not Vibes
How to put real constraints around an agent that touches money or production: bounded tools, approval gates on irreversible actions, dry-run modes, spend limits, and a tool-call audit trail you can actually read.
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Building an MCP Server Fabric for Financial Operations
Instead of one large agent wired to every financial system, a fabric of small MCP servers, each wrapping one system with tightly scoped tools and an approval gate on anything that writes.
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MCP Is the USB-C of AI Tools. Here's Why I'm Betting on It.
The Model Context Protocol standardizes how models reach tools and data, the way a connector standard kills a drawer full of adapters. The ecosystem is thin. I'm betting on the protocol anyway.
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Shipping ML to Twenty Teams: The Platform Bet That Paid Off
Two years of running a self-service ML platform across twenty-odd product teams. What the paved paths got right, what we built too early, and the only success metric that turned out to matter.