Forward-Deployed Full-Stack Engineering for Autonomous Cloud MLOps
This work presents an evidence-gated multi-agent framework for transforming a natural-language MLOps cloud engineering task into a verified repository and operational cloud deployment and results show that the framework prevents unsupported lifecycle transitions and drives each run toward either a verified operational deployment or an auditable terminal failure.
Sagar Srinivas Sakhinana, Venkataramana Runkana
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