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AtlasRepo

Can we actually build the thing now?

说明与用途

使用 Gemini 和 Claude 实际模型的学习系统,生成最新、可测试的课程,并跟踪费用,提供交互式 CLI。

问题

Build a learning system that generates up‑to‑date, testable courses using real LLM calls and official documentation.

结果

The rebuilt learning system successfully generated a current, testable TypeScript course, demonstrated cost tracking, and allowed interactive learning via the learn CLI.

工作流

  • Install learn tool via uv
  • Run learn with a learning prompt
  • Provide background and project details when prompted
  • System builds course, fetching live docs and generating lessons
  • User runs learn next to navigate lessons
  • Use learn check to run tests on exercises
  • Use learn hint for guidance
  • Use learn solution to view answers
  • Use learn quiz to answer questions
  • Use learn review for spaced repetition

证据

The first iteration built by yours truly Claude Opus 5.5 had 235 tests, and every single one of them passed. But when I started poking ... I realized not one of those tests had ever talked to a real model

来源

When I pointed it at a real model, it failed on the very first call. And when it finally did produce a Terraform course, the quiz answers sat right under the questions and every exercise came with the finished files.

来源

Every course has a spending cap, $5 on Gemini and $10 on Claude by default, and we'll get to how it works in the bill section.

来源

The first time, it asks for a Gemini API key and saves it, so you never set it up again.

来源

  • 记录日期: 2026-10-18T05:56:11.457Z