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AI agents pushed GitHub to 275 million commits a week, and Microsoft’s own cloud couldn’t keep up. Microsoft and JetBrains just placed opposite bets on who should own the harness your coding agents run in.
What we learned building a Rust orchestration layer for a real multi-agent AI system — from A2A protocol churn and manual agent loops to Agent Skills and context design.
AI agents fail at system boundaries, not in prompts. Here’s where Scala’s type safety helps when LLM pipelines move from prototype to production.