用 6 个开源库把 Astra 变成并行编译流水线
作者用 LangGraph、Serena、tree-sitter、E2B、pytest、Dagger 拆分编码任务，让 Astra 只负责难决策。
GPT 6 Astra + GitHub can become a f...cking parallel compiler 6 open source repos are enough to split one coding task across independent build lanes 01 LangGraph ▸https://github.com/langchain-ai/langgraph → controls parallel workers without collapsing everything into one agent loop 02 Serena ▸ https://github.com/oraios/serena → maps symbols, references and dependencies before work gets split 03 Tree sitter ▸https://github.com/tree-sitter/tree-sitter → gives workers a real syntax tree instead of making them reason over raw text 04 E2B ▸ https://github.com/e2b-dev/E2B → isolates each build lane for commands, installs and generated code 05 pytest ▸https://github.com/pytest-dev/pytest → rejects broken outputs before they reach the final build 06 Dagger ▸ https://github.com/dagger/dagger → packages the passing artifacts into reproducible build jobs The part I’d steal from the video OPT removes wasted passes LINK only combines artifacts that already proved they work GPT 6 Astra stays on the hard decisions the compiler handles the volume
这条是引用着另一条写的：x.com/marlenuii/status/2109673372091126158