Sandbox First: Why Free Servers Beat Token Grants for Agent Evaluation

说明与用途

使用免费沙箱服务器可提供可重复的环境，可靠评估编码代理的真实表现，而非仅关注令牌数量。

问题

Evaluating coding agents with token grants often fails because the environment is not reproducible; a model that passes locally may crash in a fresh checkout.

结果

Using a free sandbox server ensures that agent patches are tested in a clean, reproducible environment, filtering out hallucinated paths and environment‑dependent fixes, and providing a realistic token consumption metric.

工作流

• Provision a disposable sandbox through the free server option
• Clone the target repository inside the sandbox
• Run the agent with the task prompt and capture the patch
• Apply the patch and execute the test suite
• Read the token meter and tear the sandbox down

证据

The tokens were never the bottleneck; the missing reproducible runtime was.

来源

MonkeyCode is an open‑source project that pairs free model access with a free server option, and the operator currently offers ten million tokens as part of that availability.

来源