बिल्ड गाइड

从独立密钥、仓库说明到测试门禁，用七个步骤搭建可复现、可审查的助手工作环境，让新工程师先理解代码，再安全提交第一个改动。

A practical walkthrough of prepaid API balances, usage accounting, refund eligibility, and safe shutdown checks.

A numbered walkthrough for building useful AI lint checks with narrow rules, structured findings, bounded costs, and reliable CI behavior.

A numbered engineering walkthrough for controlling agent costs with bounded context, targeted tool output, checkpoints, and explicit stop conditions.

A numbered engineering walkthrough of weekly capacity ceilings, reset windows, accounting, retries, and safe fallback behavior.

A numbered engineering walkthrough for comparing usage billing with capacity commitments, including workload mix, overflow, and operational costs.

从补全边界、上下文组织到延迟测量与分级路由，逐步判断自动补全任务何时适合小模型，何时值得调用大模型。

从整理中文业务术语到验证补丁，用统一任务比较 Hunyuan 4 与 MiMo V2.6 Pro，并建立可回滚、可审计的代码修改流程。

用真实慢查询比较模型：准备脱敏上下文，检查执行计划、语义与索引建议，再按验证成本、延迟和调用费用选择适合的调优助手。