2025 July Thought Notes
July 2025 Thought Notes Vibe Coding: Are Human Experiences the Shackles of AI Agents? July 1st, 2025 - 11:39:24 In Agent development, “The Bitter Lesson” remains equally important. Excessive human experience injection might actually limit AI performance and lock in product possibilities. Embrace Agent Patterns: Agent mode is mature; what we need is training agents’ thinking patterns. We can focus more on ideas and design, becoming architects rather than coders. Beware Over-Prescription: Excessive rule-setting (like fixed testing processes) may prevent AI from utilizing the latest model capabilities. We should let AI self-select more often. Context-Dependent Experience: Experience has scenario dependency. Over-reliance on experience constrains LLM performance; moderate injection as “heuristic guidance” is sufficient. This insight challenges traditional software engineering approaches in the AI era. The “bitter lesson” teaches us that general methods leveraging computation ultimately outperform human-designed heuristics. In agent development, this means resisting the urge to over-engineer constraints based on our past experiences. ...