The Next Bottleneck in AI-Assisted Engineering Isn’t Code

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AI coding agents need more than local shells. Shared pools, reservations, and project definitions make enterprise-scale orchestration possible.
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In this discussion I layout the case for managed pools and reservations as a way to manage these new resources and be able to measure the impacts of AI tools on the SDLC and throughput of teams.