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Fable 5 Is Impressive. It Still Won't Fix Your Adoption Problem
Claude Fable 5 posted record SWE-bench scores and landed in GitHub Copilot on day one. Why engineering leaders should resist re-platforming every model cycle.
Your New Bottleneck Is Code Review
AI made code generation cheap. Now AI-assisted pull requests sit in review far longer than human ones. How engineering teams fix the code review bottleneck.
From Five Enthusiasts to Fifty Engineers: Crossing the AI Adoption Gap
A few engineers love your AI tools. The rest barely touch them. How engineering leaders close the gap between AI power users and the rest of the team.
MCP Won. What That Actually Means for Your Engineering Team
Eighteen months after Anthropic published the spec, Model Context Protocol is the de facto enterprise AI integration standard. Here's what mid-size engineering teams should do about it.
Acceptance Rate Is a Vanity Metric. Here's What to Measure Instead
Suggestion acceptance rates won't tell you if AI coding tools are working. Here are the AI adoption metrics engineering leaders should actually track.