SPsharansh pandeyinresearch-orchestration-system-r-os.hashnode.dev·Feb 11 · 1 min readResearch-OS: Building a Recovery Engine for Dependency HellDependency drift is the silent killer of ML reproducibility. Here’s how I turned a system meltdown into a robust environment management strategy. The Technical Breakdown: My "Canon Event" happened when a PDF parser install conflicted with my FAISS ve...00
SPsharansh pandeyinresearch-orchestration-system-r-os.hashnode.dev·Feb 10 · 1 min readIntroducing Research Orchestration System (R-OS)Building a "chat with your PDF" tool is a common entry point into AI, but the real challenge lies in making it reliable under hardware constraints. I’ve spent the last few months developing Research-OS (R-OS), a retrieval-augmented generation (RAG) s...00