Most Engineering Teams Are Building the Wrong Thing
Why your 3-month tool build just got replaced by a Markdown file, and what winning teams do differently.
I'm a Principal Software Engineer at Microsoft, working as an architect on the Windows Developer Platform team responsible for the Windows agentic platform.
Thoughts on AI, MCP, and building platform infrastructure that enables agentic workflows at enterprise scale.
Recent Posts
McpExtract: Static Analysis for MCP Training Data
How static analysis solves the training data extraction problem for Model Context Protocol tools.
MCP Platform Metadata: Schema Convergence with _meta
Platform metadata support in MCPB schema using the _meta property pattern. Bridging MCPB and server.json schemas for a more cohesive MCP ecosystem.
MCPB CLI v0.2.0: Keeping MCP Manifests Synchronized
Keeping MCP manifests synchronized shouldn’t require manual work. MCPB CLI v0.2.0 validates and updates manifests to match your actual server implementation.
MCPB .NET CLI Tool: Enterprise-Grade MCP Packaging
The AI ecosystem has an enterprise problem. Enterprise security and npm dependencies don’t mix well. MCPB CLI rebuilt as .NET global tool solves this.
Building Tools vs Building Context for Agents
Most Engineering Teams Are Building the Wrong Thing - why your 3-month tool build just got replaced by a Markdown file and what it means for AI-first develop...
Faster Horses vs Cars: Agent-First Design
Native app teams are building agent tools, but they’re risking shipping faster horses instead of cars. Why teams fall into this trap and how to avoid it.
McpExtract Release: Now Available as dotnet Global Tool
McpExtract is now live as a dotnet global tool! Training AI models on MCP tool capabilities just got significantly easier for .NET developers.
McpExtract: MCP Metadata Extraction Tool
Training small models on MCP tool capabilities? Static analysis makes it easier - no code execution required.
Building Context for Agents: Getting Started with MCP on .NET
Want to get started with MCP on .NET but don’t know where to begin? Here are the essential resources for developers jumping into Model Context Protocol.