Alibaba Cloud Developer

Nov 18, 2024 · Artificial Intelligence

Solving Knowledge Challenges in Retrieval‑Augmented Generation: Practical Optimizations

This article shares a half‑year of hands‑on experience with Retrieval‑Augmented Generation, analyzing why simple RAG setups often feel unintelligent, identifying three core knowledge issues, and presenting concrete optimization strategies—including chunking, knowledge expansion, and tag‑based conflict resolution—to improve retrieval and generation performance in low‑resource environments.