Cost saving, quality optimizing AI to serve production ERP intelligence. Small open-source LLMs are often dismissed as “not production-ready.” That’s simply not true. When used correctly, they can be incredibly effective—especially for tasks like document validation and attachment analysis—while saving significant costs compared to large proprietary models. In my case, I’m leveraging open-source models to: Validate structured and unstructured documents Analyze Odoo data Provide controlled, task-specific intelligence Are they production-ready? Yes—if you treat them like any other serious system: Testing → Review → Production No shortcuts. From an infrastructure perspective, running these models on a GPU-backed server is essential. CPU-only setups won’t deliver the performance needed for real-world use. On top of that, I’ve built a flexible MCP-based architecture that supports: Multiple users Multiple Odoo instances Custom Odoo models This makes the solution highly adaptable...
Please help my family in Gaza, please support us. To Whom It May Concern, We live in Gaza with our family, surrounded by fear and uncertainty every single day. Our situation is getting worse - there is no steady income, no safety, and even the most basic necessities like food, clean water, and medicine are running out fast. We are raising donations to help our family survive this difficult time. Your support will help us buy food, clean water, and essential medical care that we urgently need. Even a small contribution can bring real relief. Please, stand with us in this moment of need. Your kindness can keep hope alive for our family Please Stand With Us I am Aisha from Gaza. I write to you with a heart filled with hope, yet also with sadness and worry. Our family lived a happy and stable life before the war turned everything upside down. Here, among the ruins of our home, completely destroyed. Here we are now, living in a camp in the central Gaza Strip, under extremely ...