How YPipe by iunera unites Alibaba Qwen (800M–32B), MariaDB Vector & Relational SQL, and AMD Ryzen CPUs into a deterministic on-premise AI platform.
Watch an 800M Qwen 3.5 model governed by the ypipe Manifold Engine run 7-step chained SQL tool calls, clinical drug safety checks, and live rule learning.
Every model in this series reached some kind of resolution. A 9B model called the tool […]
Every model card claims strong function calling. Almost none of them show what “strong” actually means […]
Meta Description: The complete 2026 guide to running LLMs locally. We compare all 20 tools including […]
Receipt processing is one of those problems that looks simple on the surface but becomes increasingly […]
Extracting structured data from real-world enterprise receipts sounds simple at first, but it quickly turns into […]
Even after applying model optimization and output cleaning, one critical issue remained in the ReceiptFlow pipeline: […]