RPRajat Pednekarinclindocassistant.hashnode.dev·Jan 18 · 7 min readFrom Audio to Auditable Clinical NotesBeyond Generation: Engineering a Verifiable Clinical AI Pipeline The most difficult part of applied artificial intelligence is not model selection, prompt design, or fine-tuning. It is engineering a system that understands its own uncertainty. Clinic...00
RPRajat Pednekarinorchestrating-multi-modal-ai.hashnode.dev·Sep 5, 2025 · 3 min readThe Path to MCP Server: Lessons from Building a Multi-Modal Emergency Detection System(Part 2 of the MCP Blog Series) 🔄 Recap: Why CrisisAssist Wasn’t Enough In Part 1, we built CrisisAssist, a lightweight, offline-first AI system that detects emergencies across modalities like audio, images, video, and text. It ran entirely on edge...00
RPRajat Pednekarinorchestrating-multi-modal-ai.hashnode.dev·Aug 28, 2025 · 6 min readThe Path to MCP Server: Lessons from Building a Multi-Modal Emergency Detection SystemFrom Theory to Practice: Building an MCP Server from the Learnings of a Multi-Modal System Architecture Part 1: Designing CrisisAssist — A Real-World Multi-Modal AI System “In AI, building one smart model is easy. Making many models work together? T...00
