AI索罗斯科特|Nov 19, 2025 02:45
Using Gemini 3 Pro + Antigravity:
When I used to do Vibe Coding, due to the limitations of context length, I focused heavily on context engineering management. For large-scale projects, my workflow was:
- Dependency management: Write PRD -> Review -> Write architecture document -> Review -> Break down tasks based on dependencies.
- Detail management: Write detailed, independent development requirement documents for each subtask -> Review for completeness.
- Execution management: Open multiple terminals for parallel development -> Code review -> Independent testing of subtasks -> Integration testing -> Final integration.
So, my core tasks were: clarifying my requirements, defining each step’s subagent, specifying the output style, and configuring the relevant skills for each subagent.
With Gemini 3 Pro’s ultra-long context management and advanced reasoning and planning capabilities, plus Antigravity’s complete replacement of Cursor, once the requirement documents are defined, I can reuse the architecture design Agent and document review Agent to automate development using the plan mode.
It’s been 3 years since the AI-driven revolution started, and looking back to when ChatGPT first came out, I made this point: In the AI era, everyone is a product manager.
Thoughts on future development:
With the rapid advancement of AI and humanoid robots, our labor force will be liberated.
Our focus should be: identifying needs, finding inspiration, looking inward, and observing outward.
What we need: read more, experience more, feel more. Draw inspiration from life and work, and define value through deep reflection.
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