Tag: prompting

A Stanford and Baidu study found speech is 3x faster than typing in English with a 20.4% lower error rate. But the bigger finding is what researchers call the context surplus effect: people naturally give longer, richer prompts when speaking because they do not prematurely compress their thoughts. The AI gets better instructions without you trying harder.

Chain-of-thought prompting is debugging for AI decisions. IBM research confirms it boosts performance on complex reasoning by making each logical step visible and auditable before the answer lands.

Bad examples teach AI boundaries better than good ones. Testing hundreds of few-shot prompts in production at Tallyfy reveals why negative examples consistently improve AI performance by showing what not to do. The key is teaching systems what to avoid, not just what to do.