The agentic engineering lanscape is largely fragmented. There are tools that write your code, others that review it, and others that deploy it. Each has its own context, its own model, its own subscription. The promise of AI-accelerated development gets eaten alive by the friction of stitching it all together.

Standalone AI code review tools like CodeRabbit bolt onto your workflow rather than living inside it. They lock you into a single vendor’s model choices. T…

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