InfoQ 中文T2·68 pts
- Abandon role-playing prompts like 'You are an expert'; instead, provide models with professional tools and data interfaces to avoid limiting generalist capabilities.
- Implement 'adversarial review': have multiple Claude instances identify errors independently, then use another instance to validate the findings, enhancing reliability in unfamiliar domains.
- Shift human-AI collaboration: humans should move from being 'conveyor belts' for task distribution to product prototype evaluators and requirement definers, granting AI more autonomy.