Why Supervised Fine-Tuning Fails Against Prompt Injection: Co-Evolving LLM Defenses with Multi-Agent RL (MAPPO)The Problem: Static Defenses Lose to Adaptive Attackers Most teams defend Large Language Models (LLMs) against prompt-injection and jailbreak attacks using Supervised Fine-Tuning (SFT) on a static dat1d ago · 3 min readsubhojeetchanda.hashnode.dev
Architecting CareLink: Combining DenseNet121, FAISS RAG, and WebSockets for Real-Time Medical AIThe Problem: Accuracy Without Explainability Fails Patients Medical AI often fails in real-world clinical settings for two reasons: doctors don't trust "black-box" image predictions without visual pro1d ago · 4 min readsubhojeetchanda.hashnode.dev
Stop Duplicating Pages: How I Built a JSON-Driven Content Pipeline in Next.js and Cut Load Times by 20%The Problem: Static Page Sprawl When scaling content-heavy developer platforms, hardcoding individual routes or duplicating layout logic across dozens of chapters quickly becomes a maintenance nightma1d ago · 4 min readsubhojeetchanda.hashnode.dev
