四个 GitHub 仓库把 GPT-6 Astra 搭成完整 agent 栈
用 LiteLLM 做路由、PydanticAI 管类型化工具、E2B 提供沙箱、Phoenix 做追踪评估，把 GPT-6 Astra 从聊天机器人变成可用的 agent 系统。
AI AGENTS ARE A F*CKING GOLDMINE 4 GitHub repos that turn GPT 6 Astra from a chatbot into a real agent stack trick: stop making one model handle routing logic tools execution and debugging by itself give every job its own layer here’s the setup: → LiteLLM routes model calls and handles fallbacks https://github.com/BerriAI/litellm → PydanticAI gives the agent typed tools and validated outputs https://github.com/pydantic/pydantic-ai → E2B gives it an isolated environment to execute real work https://github.com/e2b-dev/E2B → Phoenix traces evaluates and debugs what the agent actually does https://github.com/Arize-ai/phoenix the useful shift is simple model → router → agent logic → sandbox → evaluation you do not need 20 repos to start these four already separate the jobs that usually make basic agents collapse paste this into Claude Code ↓ “Build a working AI agent using LiteLLM PydanticAI E2B and Phoenix Use LiteLLM for model routing and fallback logic Use PydanticAI for typed tools and validated outputs Run execution inside an E2B sandbox Add Phoenix tracing and evaluation for every run Generate the architecture first Then create the smallest working implementation with error handling and clear setup instructions” bookmark this before building your next agent
这条是引用着另一条写的：x.com/lummox_eth/status/2111100800625787154