Your REST API Is Already an MCP Server: The Gateway Bridge That Skips the Rewrite (and Where It Breaks)
API gateways can now expose REST operations as MCP tools with no backend rewrite — how Azure APIM's bridge works, what governance comes free, and the five limits that call for a purpose-built MCP server.
60 Million AI Code Reviews Later: The CI Gate Your Self-Hosted PaaS Should Steal
GitHub processed 60M+ AI code reviews in 2026 while AI-written code shipped roughly 1.7x more defects per pull request. Here is the multi-agent review pattern behind the numbers, and how to wire it into a self-hosted PaaS pipeline as a proper CI gate.
Your Agent Wants Deploy Access. GitHub Just Showed What to Ask For First.
GitHub's Copilot app went GA with per-write permission prompts as the default and autopilot as the opt-in. What that validates about gating agent deploy, rollback, and scale calls — plus the 4-rung ladder and earned-autopilot path.
GitHub Copilot's Coding Agent Now Runs on Self-Hosted Runners — But You Have to Turn Off Its Firewall to Get There
GitHub's coding agent can now run on your own Actions Runner Controller fleet to reach internal registries and on-prem services — but doing so requires disabling its managed firewall entirely. Here's what changes, and the three ARC misconfigurations that leave the gap unguarded.
GitHub Copilot's Worktree Isolation Is Not a Sandbox — Why That Matters for Deploy-Authority Agents
GitHub's Copilot app isolates parallel agent sessions with git worktrees, not sandboxes — fine for code edits, but not enough for an MCP server that can deploy and rollback real infrastructure. Here's the concrete difference and what it means for agent-operated PaaS platforms.
OpenAI Codex: Examining its Application and Adoption Across Diverse Sectors
OpenAI Codex is transforming software development by translating natural language into code, enhancing productivity for developers, corporations, and educational institutions. This article examines its diverse applications, adoption trends, and the implications for the future of AI-assisted coding.
Agent System Architectures of GitHub Copilot, Cursor, and Windsurf
An in-depth analysis of the agent system architectures of GitHub Copilot, Cursor, and Windsurf, focusing on their design philosophies, task decomposition, model invocation strategies, and context management to understand their impact on AI-driven programming assistance.