PinSieve: Production Selective VLM Serving and a Governed Memory Flywheel for Enterprise Content-Quality Triage

• 类型：arxiv
• 标识：2608.24040
• 链接：http://arxiv.org/abs/2608.24040v1
• 主分类：multimodal
• 形态：application
• TLDR：Enterprise 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 (VLM) Serving Agent that operates only on the grey-zone slice left unresolved by lightweight upstream models, exposes a scalar routing score online, and preserves controlled human escalation. On this slice, the deployed system filters 2.05x more non-actionable items than the previous production module while slightly reduci
• 副分类：llm-infra
• 待LLM分类：否
• 来源文件：
• /inbox/tom/_candidates/2026-08-26-agent-rag-longcontext-candidates.json