1. Role / Business Context: a junior’s first capability
Today’s real capabilities: Understand task requirements / Clarify deliverables / Ask good questions / Communicate risks / Deliver usable work on time.
Pay attention: A work task is not “making homework sound more formal”; it is making it possible for someone else to take the next action.
Possible roles
Marketing Assistant / Project Assistant / Operations Assistant / Product Assistant / Customer Support / Research / Admin.
JD skills
follow instructions, organize information, manage deadlines, prepare summaries, escalate questions when needed.
Today’s passing line
You can explain: who will use it, what decision it supports, what must be delivered, and what must not be invented.
2. Work Order / Manager Request: the workplace version of the same topic
School task
Implicit goal: prove that I understand this topic.
Work task
Implicit goal: help the manager make the next business judgment.
Decision: which one is more like a work task?
3. Workload / Task Path: today’s practice path
| Stage | What you do | Output |
|---|---|---|
| Read | Identify the difference between school tasks and work tasks | difference map |
| Translate | Turn the school task into a role-based task | work-style task |
| Clarify | Have AI ask questions only, not ghostwrite conclusions | questions to confirm |
| Brief | Fill in task/user/purpose/input/output/standard/risk | task_brief.md |
| Export | Export complete process evidence | D01_AI_assisted_Task_Brief_Pack.md |
4. Source Materials: read and classify the materials
Source A: course assignment
Source B: manager brief request
Source C: known materials
Source D: unconfirmed information
5. Core Concept: six dimensions of school tasks vs work tasks
Goal
School: prove understanding. Work: support action/decision/collaboration.
Reader
School: teacher/tutor. Work: manager/client/colleague/vendor.
Standard
School: complete argument. Work: usable, accurate, timely, low-risk.
Output
School: essay/PPT. Work: brief/memo/email/report/task list.
Responsibility
School: learning assessment. Work: affects schedule, budget, clients, and collaboration.
Failure consequence
School: lost points/rework. Work: delays/misleading information/loss/escalation.
Concept Check: After receiving “summarize the event results,” what should you ask first?
6. Traditional Output: minimum structure for task_brief.md
Field matching
Task Brief Mini Note
7. AI-upgraded Workflow: AI is a clarification assistant, not the owner
AI can
- break down fields
- flag missing information
- generate confirmation questions
- turn student-style wording into workplace-style wording
- draft an acceptance checklist
AI should not
- invent business context
- decide the manager’s intent for you
- promise a deadline / budget / result
- write unsourced data as fact
- directly produce the final report for you to submit
AI Boundary Check: What must AI not decide directly?
8. Worked Example: essay topic → marketing brief
Bad prompt
Work-task translation
AI clarification-question diagnosis
Acceptable brief snippet
9. Task Cards: turn learning actions into work actions
Card 1 Translate task
Card 2 Clarify questions
Card 3 Build task brief
Card 4 Prepare D2 handoff
10. Quick Checks: three quick judgments
Q1
Which output is more like a work artifact?
Q2
What should you do when the materials have no budget information?
Q3
Which item in a task brief best prevents misleading others?
11. Guided Practice: student club recruitment-event recap
Work context
Purpose / Input
Questions to Confirm
Risk
12. Independent Practice: choose your own real task
Choose a school task
Work Translation
AI-assisted Workflow
Human Judgment
13. Common Mistakes: detect and repair
Mistake 1
“A work report is just a shorter paper.”
Mistake 2
“I need to summarize the event results.”
Mistake 3
“Ask AI to write the event recap directly.”
Mistake 4
“This event performed well.”
14. Rubric / Redlines: self-check before export
Passing line
≥14/21, and the human judgment score must not be 0.
| Dimension | 3-point standard |
|---|---|
| Work-task translation | Role, reader, and purpose are clear |
| Task goal | Directly related to business action |
| Output format | Format matches the use case |
| AI use | AI is used for breakdown/drafting, with human review |
| Human judgment | Responsibility, risks, and confirmation questions are clear |
Redline Checklist
15. Artifact Builder
Student artifact itself: The Markdown exported here is the work you actually take away, not the Page Receipt. It is an AI-assisted Task Brief Pack, used to organize this page’s judgments, evidence, human confirmations, risks, and next steps into portable work evidence.
How to use it while learning: Use it to check whether you truly understand today’s work action, instead of only completing multiple-choice items. It should explain what judgment you made, what input you used, and what risks you left visible.
How to use it in real work: This kind of artifact can serve as a weekly-report draft, mentor review material, internship recap, project handoff note, or a way to confirm done / risk / blocker / next work with a manager.
How to use it in a portfolio: It is daily evidence. When it later enters the weekly portfolio, show not only the final text but also how you judged, repaired, and handed it off.
How to introduce it to others:“This is my AI-assisted Task Brief Pack. It proves I can translate a school task into a workplace task brief and confirm reader / purpose / input / output / risk. It contains my input, judgment, risks, and next step.”
Structure-check boundary: The front end only checks fields, redlines, and export structure; quality still requires rubric-based self-assessment and human judgment by a teacher / mentor / reviewer.
Export file:D01_AI_assisted_Task_Brief_Pack.md. This is a structure check, not automatic semantic scoring.
Final Task Brief
Reflection
Rubric Self-score
Export actions
16. Handoff
Next-day / Week handoff usage: The artifact exported from this page will go into D2 as the input for workplace task brief. The next user may be you, a teammate, a mentor, or a manager; what they need is not “how polished your writing is,” but which fields are ready to continue and which risks/unknowns/repair items must be handled first.
How it accumulates: This artifact is first saved as daily evidence; by the weekend it will be selected, diagnosed, repaired, and moved into the weekly portfolio evidence pack.
D2 topic: writing a paper vs writing a work report. Today you must leave behind:
- one familiar school writing/presentation task
- one corresponding work context
- today’s task brief
D2 will upgrade it into one_page_work_report.md + ai_report_evidence_pack.md.