# Large Language Models Give Better Answers to Experts

New analysis suggests that LLMs produce higher-quality responses when the user demonstrates domain expertise, tailoring outputs to advanced knowledge. This affects researchers and professionals who rely on AI for specialized work, as naive prompting may yield less useful results. The finding highlights the importance of skilled prompt formulation in AI interactions.

**Importance:** 3/5

## Sources

### Technology
- [Hacker News](https://www.seangoedecke.com/llms-reward-expertise/) — Mon, 03 Aug 2026 21:13:53 +0000
- [Hacker News](https://arxiv.org/abs/2608.02412) — Tue, 04 Aug 2026 10:07:06 +0000