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Thoughts and Excerpts on AI-Assisted Programming

Mindset

Tech

Spec-Driven Development

Advice

  • Study with AI
    • GenAI policy in Berkeley CS 189 2025 Fall & jyy OS 2025 Spring
    • For repetitive or formulaic code, like data visualization, you can directly tell the large model what kind of chart you want and let it generate it for you. But for the core model implementation and algorithm logic, it’s best to write it yourself to greatly enhance your understanding. Source
  • (2025.9.19) Use GPT-5-high for more macro-level planning, and GPT-5-Codex for specific technical implementation.
  • Use git worktree for parallel tasks. Related command-line tool xlaude and its workflow sharing.

Prompt

Feed

Status

  • 2025.9
    • At the 2025 ICPC World Finals, OpenAI’s general-purpose reasoning system achieved an unprecedented score of 12/12, defeating all human teams. Source
      • 11 problems were solved on the first attempt, and the final, most difficult problem was solved using GPT-5 + an experimental reasoning model.
      • DeepMind’s Gemini 2.5 Deep Think model also performed well, solving 10 out of 12 problems.
    • “70%, 80%, or even 90% of Anthropic’s code is written by Claude. People think this is false because they think it means firing 70%, 80%, or 90% of software engineers, but what’s really happening is that humans are becoming managers of AI systems.” Source
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对AI辅助编程的思考和摘录

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