Choosing the Right Context Architecture for Agent Systems
When building agent systems, it’s tempting to adopt every promising pattern. Here’s how GitHub’s built-in primitives—Issues, PRs, and instruction files—made ...
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
Scaling Agent Instructions: What Changes at 10+ Agents
Once you’ve learned the basics of agent instruction hygiene, what changes when you’re running 10, 20, or 100 agents? Here’s what the research says about mult...
From Agent Workflows to Generative Experiences
Someone asked: ‘If agents are just markdown files, how do you build a mobile card game?’ The answer is ‘you don’t’—but that’s changing faster than most peopl...
Agent Instruction Design: Writing Maintainable Markdown Agents
Most developers write agent instructions like code comments—scattered and inconsistent. Here’s the research-backed pattern that works for maintainable, effec...
GitHub as My Agentic Work Hub: Beyond Git to Full Workflow Orchestration
Git is great for memory, but GitHub adds the primitives that make agentic workflows actually work: Issues for tracking, PRs for review, Actions for automatio...
MCP Joins the Linux Foundation: A Milestone for Open Agent Infrastructure
Today’s announcement of MCP joining the Linux Foundation’s Agentic AI Foundation marks a pivotal moment for open protocol governance. Here’s why this matters...
AI as Confession Booth: Why We Reveal More to Machines
You’re probably more honest with AI than with your manager. Here’s why that changes everything.
Agent Connectors (MCP on Windows) Now in Public Preview
Presenting Windows at Microsoft AI Dev Days: How the On-Device Registry and Agent Workspace provide OS-level infrastructure for agentic workflows
Git Accidentally Became the Perfect Memory System for AI Collaboration
Version control systems weren’t designed for AI collaboration, but they’ve become the ideal format for capturing meta cognitive traces that enable recursive ...
Code Is Being Written Everywhere. You Just Don’t See It Anymore.
The line between coding jobs and non-coding jobs is dissolving in real-time, as code gets generated and executed invisibly across every domain.
