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Amazon Science

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04:42
2026-08-21
superml.dev
artificial-intelligence

Do You Still Need a Vector Database for RAG?

A paper from Amazon Science presented at AAAI 2026 found that agentic keyword search achieves 94.5% of RAG's faithfulness score without a vector database, suggesting retrieval quality increasingly com…

17:00
2026-06-08
amazon.science
ai-agents

Bridging intent and execution in agentic systems

Amazon researchers have identified a fundamental performance bottleneck in AI agent systems, formalizing it as the "intent-execution gap" — the mismatch between what an AI model intends to do and what…

15:17
2026-05-26
amazon.science
large-language-models

Diverse reasoning traces teach LLMs to make better decisions

Researchers at Amazon have developed a method to train large language models to generate multiple, diverse reasoning paths for the same problem, improving their decision-making accuracy. The team intr…

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