JPJeeval Patilinjeeval.hashnode.dev·Aug 29 · 8 min readProvisioning Bare Metal the K8s WayEvery time I tell someone I run Kubernetes on physical servers, I get the same look. The one that says "why would you do that to yourself." Fair. But there are good reasons. Cloud bills get ugly fast 00
JPJeeval Patilinjeeval.hashnode.dev·Aug 27 · 3 min readA gRPC Transport for the Model Context ProtocolAI agents are moving out of demos and into real enterprise systems. That shift changes the requirements. When an agent is calling tools that touch production data, "it works on my laptop" isn't good e00
JPJeeval Patilinjeeval.hashnode.dev·Aug 25 · 6 min readOne Tap in a Delivery App Fires Three Different ProtocolsOpen a delivery app and tap once. The restaurant list loads. A driver icon starts moving in real time. Somewhere you never see, a payment service tells an order service that a charge went through. Thr20
JPJeeval Patilinjeeval.hashnode.dev·Aug 4 · 3 min readUnderstanding Vector SearchHow Data Becomes Searchable: The Embedding Pipeline Before vector search can work, raw data needs to be converted into a numerical format that machines can compare. This process is called embedding ge10
JPJeeval Patilinjeeval.hashnode.dev·Jul 28 · 3 min readTaming Document Chaos: Building Resilient Cloud-Native Processing PipelinesBuilding a document processing pipeline isn't just about extracting information from PDFs or images. The real challenge lies in designing systems that can process massive volumes of unstructured data 10
