AI’s Evolution: From Next Token to Insight Generation
We’re at the inflection point where AI stops being a tool and starts being a colleague. Here’s the 5-stage evolution most teams are missing.
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
MCP Turns One: Reflecting on a Transformative Year for Agent Infrastructure
The Model Context Protocol celebrates its first anniversary with a major spec release. Here’s what the past year taught us about building agent infrastructur...
Joining the MCPB Working Group: Standardizing the Future of MCP
The MCPB Working Group has been formalized under the modelcontextprotocol organization to standardize MCP packaging, distribution, and security across the ec...
Microsoft Ignite 2025: Enabling Agentic Workflows on Windows
After months of development, we unveiled how Windows enables secure agentic workflows at the platform level at Microsoft Ignite 2025. Here’s what that means ...
MCPB Localization and Theming: Building for a Global MCP Ecosystem
How we added localization and theme-aware icons to MCPB without bloating the manifest - and why this matters for the broader MCP ecosystem.
LinkedIn Banner Creation with Claude: Orchestrating Digital Workers
Created my LinkedIn banner through conversation, not design software. No Figma. No Canva. This is what ‘orchestrating digital workers’ looks like.
See You at Microsoft Ignite: The Future of Agentic Windows
Join us at Microsoft Ignite to explore how Windows is evolving into an agentic operating system with MCP integration and platform-level security.
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.
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.