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内测反馈课堂助手视频与音频识别异常，定位为三个独立缺陷： - 视觉 prompt 未排除浏览器 UI，模型忠实 OCR 了 B 站标题/播放量/URL → auto/full prompt 增加忽略清单，无教学内容时 text 返回空串 - Path A 音频链无 VAD（Path B 有），静音段直送 ASR 触发幻觉输出 重复语气词与脏话 → 新增 asrFilters：RMS 0.008 静音门控 + 输出端 幻觉过滤（纯标点/重复灌水/短句脏话，宁放过不误杀） - 模型输出被 max_tokens 截断后，_parse_response 兜底把原始 JSON 整段当 text 返回并渲染进时间线 → 改为正则抢救 text 字段， 抢救不到返回空文本 新增 vitest 10 例 + pytest 6 例，用例取自内测截图真实幻觉文本
内测用户点击 QQ 邮箱验证链接后落到 localhost:3000 死页面，误以为 验证失败（实际已验证成功），进而反馈'不用验证也能登录'。 - signUp 补 emailRedirectTo 指向官网新增 /verified 落地页，该页兼顾 成功与链接过期（hash 含 error）两种结果，用 useSyncExternalStore 读取 hash 以规避静态导出的 hydration 不匹配 - ResetPassword 改为应用内验证码（OTP）流程：桌面端 file:// 协议无法 作为 redirectTo，链接回跳结构性不可用；顺带移除原 token_hash 分支 从未调用 verifyOtp 的死代码 - 修复登录循环：AuthGuard 与'跳过登录'的模式降级缺口 + session-expired 事件风暴 需配合 Supabase Dashboard：Site URL、Redirect URLs 白名单、Recovery 邮件模板加 Token 占位符（均已配置）
close 事件走确认对话框分支前未确保窗口可见，任务栏右键「关闭窗口」 时对话框弹在最小化窗口内、用户不可见，表现为命令无效。发送 window:closing 前先 restore/show/focus。
无重置路径的周期计数 + 跨模式状态残留 + store/hook 副作用双重执行 导致番茄钟计数统计异常。
Tailwind v3 对 var() 形式的令牌色应用 /透明度 修饰符时静默丢弃， 明亮主题下 ContextMenu 背景变为全透明。改用 color-mix 方案。
新增新手引导流程（onboarding feature + OnboardingOverlay），并调整 侧边栏/布局与 3D 导航实体以适配新手期双标签导航策略。
- 知识卡片：番茄钟计数、Tailwind var 透明度修饰符两则踩坑记录 + 索引更新 - 内测运营：协议、招募公告与playbook、分层管理、内测者简介 - Foresight：AI 时代竞争力策略、新手引导与番茄钟自定义头脑风暴、SOP 设计
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- #5: Gemini generate_stream iteration moved into thread pool via asyncio.to_thread, unblocking the event loop during streaming - #6: providers return real input/output token split; fallback cost tracking prefers it and falls back to 60/40 estimate instead of the misleading 50/50 split (output priced 2-3x higher) - #7: balance queries use Key pool primary key (plural env vars), DeepSeek balance no longer silently skipped - #8: JWKS fetch distinguishes network failures (stale cache reuse with 60s retry backoff) from HTTP/key errors (fail-closed), preventing whole-site 401 on transient Supabase hiccups - #9: import_concept registered in TIMEOUT_CONFIG/RATE_LIMITS plus startup validation warning for unregistered features - #10: error_pattern cache key includes user_id and hashes full content, preventing cross-user result reuse
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本批为内测反馈驱动的集中修复，共 7 笔提交。
修复
新增
验证
发布注意
ai-gateway 有改动（vision prompt + JSON 解析兜底），合入后需触发服务端部署——部署完对全部存量客户端立即生效，不必等客户端发版。
沉淀
新增 4 则知识卡片（课堂助手三症状、登录循环、番茄钟计数、Tailwind 透明度修饰符）+ 内测运营文档。