So I've been dealing with a rough few weeks (medical stuff, was out for about 3 weeks) and my grades have been slipping in ways I couldn't fully see or track. A bunch of zeros were piling up across different platforms; my school uses both Google Classroom and a separate gradebook portal. I decided to use an AI assistant (Claude via Cowork) and basically gave it one instruction: audit everything. Here's what it actually did, autonomously, without me lifting a finger: - Logged into Google Classroom, went into the Classwork tab of every single one of my 5 AP/Honors courses, created the full assignment archive for each class - Cross-referenced that with my school's official gradebook, checking every individual grade entry with its point value and status code (AE = Absent Excused calculating as 0, NS = Not Submitted/Missing) - Searched Gmail for emails about my absence, found teacher correspondence with specific makeup dates, and checked the Updates tab for new Classroom posts - Incorporated a recovery plan my tutor had emailed me the day before Then it produced an 11-page PDF report with: current standing, critical discrepancies between gradebook and Classroom, a zero-tolerance list sorted by point impact, a 21-day upcoming-work matrix, grade recovery projections, a 7-day action plan, and draft emails to three teachers ready to send. Biggest finding: a 50-point grade sitting at 0 because of an excused absence nobody had converted to a makeup opportunity — the primary reason for an F in that class. The AI caught it, flagged it, and wrote the teacher email. Would have taken me 3–4 hours manually. Took the AI about 20 minutes.
🔍 研究分析 Reddit
学生用 Cowork 做全面学业审计：跨 Classroom+成绩系统+邮件
病假后成绩混乱，学生让 Cowork 自动审计 5 门 AP 课程的 Google Classroom、成绩系统、Gmail 邮件，20 分钟生成 11 页恢复报告，找到被忽略的 50 分补交机会
★★☆ 中级 15-25 min 2026年4月13日
M
MassiveDoohickey
@u/MassiveDoohickey
Student sharing a Cowork-driven academic recovery workflow
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使用场景
学生因医疗原因缺席 3 周，回来后在 5 门 AP/Honors 课程之间累积了大量零分：有些是已批准的缺席（AE），有些是真正漏交（NS），有些则是尚未转为补交机会的。学校使用 Google Classroom + 独立成绩系统，无法在一个地方看到全貌。
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提示词
Audit everything about my academic status: 1. Open Google Classroom, go into the Classwork tab of each of my 5 AP/Honors courses, and build the full assignment archive for each class. 2. Cross-reference with the school gradebook portal. For every entry, record point value and status code (AE = Absent Excused, NS = Not Submitted, etc.). 3. Search Gmail for anything about my absence — teacher emails with makeup dates, the Updates tab in Classroom, and my tutor's recovery plan email from yesterday. 4. Produce a PDF report with: current standing, gradebook↔Classroom discrepancies, a zero-tolerance list sorted by point impact, a 21-day upcoming-work matrix, grade recovery projections, a 7-day action plan, and draft emails to teachers.
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预期结果
Cowork 20 分钟内自主完成全套审计，输出 11 页 PDF 报告： 1. 当前 5 门课程的实时成绩概览 2. 成绩系统与 Classroom 之间的所有不一致 3. 导师补救计划 + 老师邮件 + 确认的截止日期交叉核对 4. 按分数影响排序的「零分清单」 5. 未来 21 天的 30+ 作业矩阵（按日期 + 优先级） 6. 当日未读老师邮件的情报摘要 7. 解决零分后的 GPA 预测 8. 未来 7 天逐日行动计划 9. 三封可直接发送的老师邮件初稿 **最大发现：** 一门课有一个 50 分作业卡在 0 分，因为「已批准缺席」从未被转为补交机会，这是该课程拿 F 的主因。Cowork 捕获、标记、并写好了沟通邮件。手工要 3-4 小时，AI 用 20 分钟。