"Noise removal" is essential to prevent AI confusion. Hints: Context compression of proper nouns (kent-beck, t_wada), Serena LSP integration, etc. Limited Context Window Size Claude Code: 200k tokens, Gemini 2.5 Pro: 1M tokens Large differences exist between AI models, so give instructions consciously Rather than blindly requesting tasks, understand how current AI models handle context [1] [[1] Serena](https://github.com/oraios/serena)