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

This story was originally published on HackerNoon at: https://hackernoon.com/the-next-bottleneck-in-ai-assisted-engineering-isnt-code. AI coding agents need more than local shells. Shared pools, reservations, and project definitions make enterprise-scale orchestration possible. Check more stories related to machine-learning at: https://hackernoon.com/c/machine-learning. You can also check exclusive content about #ai, #software-development, #software-engineering, #project-management, #vibe-coding, #kubernetes-agents, #agent-scheduling, #sdlc-automation, and more. This story was written by: @bzimbelman. Learn more about this writer by checking @bzimbelman's about page, and for more stories, please visit hackernoon.com. 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.