82What are Reflexion and self-critique loops, and when do they actually improve an agent?▼mediumAnthropicOpenAIGoogle DeepMind1 replies◆ premiumAgents can critique and retry their own work. The signal is knowing how Reflexion's verbal feedback loop works, when self-critique genuinely helps versus when it is theater, and what makes it real.Open full answer →
29Design an AI system for automated code migration (e.g. Python 2→3, framework upgrade, language port).▼hardGoogleMicrosoftCognition2 replies◆ premiumCode migration is a high-value agentic task with an unforgiving correctness bar: the migrated code must still work. The signal is grounding in the real repo, transforming in verifiable chunks, and gating on tests, never one giant LLM rewrite.Open full answer →
56How do you use AI tools in your own workflow, and how do you verify their output?▼mediumNewShopifyMetaAnthropic◆ premiumThe 2025-2026 AI-fluency screen. Interviewers want a concrete daily workflow, a real verification discipline, and a story where the AI was wrong. Vague enthusiasm fails; here is what passes.Open full answer →
