8 个开源仓库把 GPT-6 Astra 拼成完整编码系统
用 LangGraph、Docling、Crawl4AI、Qdrant、Graphiti、FastMCP、smolagents、Phoenix 分别负责循环、文档、抓取、检索、记忆、工具与追踪，让 Astra 只花 token 做判断。
GPT 6 Astra + GitHub is getting ridiculous 8 open source repos turn it into a real coding system 01 LangGraph ▸ https://github.com/langchain-ai/langgraph → stateful loops for long coding jobs 02 Docling ▸ https://github.com/docling-project/docling → turns PDFs and office docs into text 03 Crawl4AI ▸ https://github.com/unclecode/crawl4ai → scrapes live docs into markdown 04 Qdrant ▸ https://github.com/qdrant/qdrant → retrieves the right repo chunks 05 Graphiti ▸ https://github.com/getzep/graphiti → keeps project knowledge over time 06 FastMCP ▸ https://github.com/PrefectHQ/fastmcp → turns local tools into MCP servers 07 smolagents ▸ https://github.com/huggingface/smolagents → agents that write actions as code 08 Phoenix ▸ https://github.com/Arize-ai/phoenix → shows what broke in a failed run Astra should spend tokens on the hard judgment calls Docs, retrieval, memory, tools and traces stay in dedicated layers bookmart the list of paper right now
这条是引用着另一条写的：x.com/promixyz/status/2102424036416348494