Forward-Deployed Full-Stack Engineering for Autonomous Cloud MLOps
3.60T1 sourcearXiv cs.MA
arXiv cs.MAoriginal source ↗
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2608.29615.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryA multi-agent framework that converts natural-language MLOps cloud engineering tasks into a verified repository and operational cloud deployment, using a stateful graph orchestrator with evidence-gated transitions, bounded reflection, repair, and rollback, evaluated on Google Cloud Platform.
Why it mattersConcrete evidence-gated multi-agent architecture with documented failure handling, useful as a reference pattern for teams orchestrating cloud ML workflows.
Cited by
No citations on record.