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PinSieve: Production Selective VLM Serving and a Governed Memory Flywheel for Enterprise Content-Quality Triage
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
PinSieve presents an architecture for selective VLM serving and governed memory flywheels to optimize enterprise content triage costs.
Open sourceOneBench interpretation
Institutional assessment
So what
Routing ambiguous visual data to VLMs only when cheap upstream classifiers fail provides a direct template for managing multimodal inference costs.
Do what
Ask your document AI engineering leads to benchmark selective routing against current single-model VLM pipelines.