Chinese Brief
中文案例导读
EricSun0218 公开的代码代理与软件工程案例，来源为 公开代码库，复核于 2026-06-26T16:00:00Z。 Model Atlas 将它标记为 A 类证据，因为它同时具备具体使用者、具体任务、公开原始证据和可访问产物。 Model Atlas 不把 benchmark、教程、发布说明或集合页包装成真实案例。
厂商MiniMax
模型MiniMax M2.7
任务类型代码代理与软件工程
审核状态auto_approved
CASE EVIDENCE / A RECORD
EricSun0218 使用 MiniMax M2.7 处理软件工程任务执行
EricSun0218 公开的代码代理与软件工程案例，来源为 公开代码库，复核于 2026-06-26T16:00:00Z。
原始记录：qq-codememory-bot: QQ Group AI Bot with Local Code Search and Long-Term Memory Powered by MiniMax M2
任务
真实任务背景
这是一个围绕软件工程任务执行的真实任务，公开材料可以回溯到具体使用者和具体产物。 原始资料写作：A QQ group AI assistant bot that uses MiniMax M2 (M2.7 family) as its brain, combined with local code repository search (via ripgrep) and SQLite/FTS5 long-term memory. When mentioned in a QQ group, the bot answers code …
公开产物
A production QQ group bot with: (1) agentic code search using ripgrep with sandbox-locked repo access, (2) automatic memory extraction from conversations with deduplication, (3) manual memory management (remember/forget/list commands), (4) FTS5 Chinese bigram fuzzy recall for memory search, (5) multi-key rotation for rate limit resilience. Supports commands like '@bot 鉴权在哪实现的？' for code search and '@bot 记住：部署统一用 fly deploy' for memory storage.
模型作用
MiniMax M2.7 在该案例中承担软件工程任务执行相关的生成、分析、编排或实现角色。 原始资料写作：MiniMax M2 (M2.7 family) acts as the reasoning brain with tool-calling capabilities: the model iteratively invokes rg_search, read_file, and list_dir tools to explore local codebases, synthesizes findings with long-term…
风险边界
当前判断基于公开材料；若产物下线、仓库变更或模型参与比例仅来自作者自述，需要在引用前重新复核。 原始资料写作：Uses NapCatQQ unofficial protocol bridge which violates Tencent ToS (repo warns to use alt account only). README references 'MiniMax M2' family rather than explicitly M2.7, but M2.7 is the latest model in the M2 family …