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Learning & careers 7 min read

Turn an AI Workshop into a Two-Week Practice Plan

Plan five practice sessions across two weeks after an AI workshop. Use a learner log, safe task variations and manager check-ins to guide the next step.

Five glass practice stations follow a curved path, holding a book, overlapping cards, a question mark, a page, and a notebook with a pencil.
The short version

Revisit one safe task across five practice sessions, keep a short reflection log and plan how to recover a missed session.

Choose one workflow to revisit

Finish an AI workshop by deciding what participants will try again, when they will have time, and where they can get help. A folder of slides does not answer those practical questions.

This original two-week plan is for adult workplace learners who have already practised one bounded task. Its days, timings, exercises, and workplace situations are hypothetical planning examples. Adapt them with participants and their manager. The plan does not promise a learning gain or demonstrate readiness for consequential work.

Choose one repeatable outcome from the session. In the fictional example used here, the learner turns an event-setup note into a short checklist, checks every task against the note, and flags missing instructions. The material contains no real event details or personal information, and nothing is sent or actioned.

Try the fictional starter task

Use SETUP-A below for a first attempt if you do not have workshop materials. It is a complete, invented practice note. No actual event is being prepared. Read the note, check the deliberately flawed checklist and write a corrected checklist before looking at the key.

Source note SETUP-A version 1

  • S1: The coordinator must confirm the welcome table's position before setup starts.
  • S2: Put four printed guides on the welcome table.
  • S3: Place one empty display stand beside the welcome table.
  • S4: After the session, return unused guides to the storage tray.

No event start time, door-opening time or room capacity is supplied. These omissions are intentional. Do not fill them from general event-planning knowledge.

Deliberately flawed checklist

  1. Start setup without waiting for the coordinator's position check.
  2. Put six printed guides on the welcome table.
  3. Place one empty display stand beside the welcome table.
  4. Open the doors at 9 a.m.

This checklist was written for the exercise; it is not a measured output from an AI product. For every line, identify its evidence or explain the gap. Also look for an instruction the draft omitted.

Checking key

The first line contradicts S1: wait for the coordinator's position confirmation before starting setup. The second contradicts S2: use four guides. The third is supported by S3. The fourth has no supplied evidence, so remove the invented time and record a question for the coordinator. Add the omitted after-session return of unused guides from S4.

A corrected checklist must preserve the before-setup and after-session timing. Equivalent wording is fine. Record assistance received; reading this key first makes the attempt guided practice rather than an independent check.

Make room for the fortnight

Before the first attempt

The manager's first job is to make the agreed practice possible. Confirm the permitted task, source, tool, and time. If tool access is unavailable, use the prepared source and sample draft on paper or in an accessible local document; record that the live-tool step was not practised.

CDC's follow-up support standard recommends support that fits learners' circumstances, including availability and technology access. Although written for CDC training, it provides a useful design reference here. This plan makes no claim to CDC approval or certification.

At the middle and end

At the middle and end of the fortnight, ask: “Which step did you try? Where did you need help? What can we remove or clarify before the next attempt?” Agree one concrete support action. An unavailable approved tool needs an access decision; an unclear source needs an owner to clarify it. Neither is solved by telling the learner to practise harder.

Set a realistic practice rhythm

Reserve several short opportunities across the fortnight rather than assigning one long catch-up session. In Cepeda and colleagues' factual-learning study, the spacing associated with best retention depended on how much later participants were tested. That finding supports taking timing seriously; it does not establish an optimal schedule for an AI workplace skill.

  1. Choose the actual dates

    The five practice days below are an adaptable starting point. Choose actual dates that fit agreed work time, shift patterns, access needs, and the task. If the workshop falls before a holiday break, start the practice window after people return rather than assigning work on leave. A missed session should be rescheduled realistically instead of turning into a pile of compulsory homework.

  2. Start each attempt from recall

    Begin each attempt by recalling the workflow steps before opening the prompt template. Then use the source material and checklist to do and verify the task. Recalling a procedure is useful practice; guessing source facts from memory is not the objective.

The five practice days

The following hypothetical sequence allocates about ten minutes per attempt, with flexibility where the learner needs longer.

Day 1 repeat the task

Use the supplied SETUP-A note or an equivalent checked fictional note from the workshop. Recall the task, evidence, boundaries, and checking steps. Complete a fresh checklist and compare it with the supplied source.

Day 3 vary one feature

Use a new invented note containing the same kinds of instructions in a different order. Keep the workflow constant and record where the earlier template needed adjustment.

Day 6 practise a gap

Use a note that omits one necessary instruction. Leave the missing detail open and explain what would need clarification. Discuss one obstacle with the manager or agreed support person.

Day 10 use a related task

Turn a fictional room-reset note into a checklist. Identify which checks carry across and what is different. Stay within the approved tool and data boundary.

Day 14 try a fresh case

Complete a new invented note without the worked example beside it. Keep the source and normal checking aids available, record assistance received, and choose the next practice need.

Prepare the new notes before the fortnight begins. A facilitator should check each one and its expected facts. Do not make learners depend on an unchecked AI-generated answer key.

Keep a short reflection for each day

Use one short entry per attempt. The learner can keep the full sheet and share only the relevant practice issue with the support person.

Before the attempt

  • Planned and actual date: when practice was intended and when it happened.

  • Task and source: fictional case label and material version.

  • Steps recalled: what the learner planned before opening the template.

During the attempt

  • Assistance used: template, worked example, AI feedback, or another person's help.

  • Source check: what was compared, corrected, or left unresolved.

After the attempt

  • One difficulty: the particular step that needed attention.

  • Next attempt: one adjustment to try and its planned date.

  • Support needed: time, access, clearer materials, or a question for the facilitator.

A hypothetical Day 6 entry might say: “SETUP-C; the note names the display table but gives no layout; I removed a guessed arrangement and recorded a question; next time I will check for missing instructions before drafting.” This is an illustrative log entry, not an observed learner result.

Keep practice evidence separate from private business records. The plan does not require screenshots of customer work or a history of everything an employee asks an AI tool.

Week 12 · interactive local candidate

A fortnight with room for missed practice

Fictional local exercise. This exercise keeps its working inputs in page memory and starts over on reset or reload. It does not automatically submit or save those inputs, call an AI or access accounts. Copies and printouts are outside reset; browser-managed history, extensions and device behaviour are outside this exercise’s control. Use invented examples only; do not enter personal records or credentials. No real transfers or independent verification are performed.

Plan five short opportunities on Days 1, 3, 6, 10 and 14. Dates are editable examples; agree actual work time, material access and support. These authored cases and keys need facilitator review before real training use. No calendar or reminders are created.

Changing the window clears attempt records and makes a new schedule. Opened-key history stays visible. Blank is not today.

Day 1: Repeat the workshop task

SETUP-A v1, complete fictional source

  • S1: Coordinator confirms welcome-table position before setup starts.
  • S2: Put four printed guides on the welcome table.
  • S3: Place one empty display stand beside the welcome table.
  • S4: After the session, return unused guides to the storage tray.

Deliberately flawed checklist

Start without the position check. Put six guides on the table. Place one empty display stand beside it. Open doors at 9 a.m.

Recall the workflow before opening the worked key; check source facts against the source, not memory.

Day 1 attempt record
A skipped session needs an agreed replacement and support action, not compulsory catch-up piling.
Your wording is not automatically graded; compare every instruction, timing and gap with the supplied source.
Record templates, people, feedback and other help. The opened-key flag cannot be removed without resetting the exercise.

Pending: completed or skipped status.

Review pending. Change inputs, then review the current version. Earlier results are cleared after every edit.

Use the text-only exercise

The complete unchanged manuscript remains readable if the controls are unavailable.

Return to Keep a short reflection for each day

After day 14

  1. Review the evidence together

    Review completed attempts, assistance used, recurring difficulties, and missed opportunities together. Separate improved familiarity with the exercise from evidence that the skill transfers to other work. A confident learner may still need help, and a careful learner may take longer while checking thoroughly.

  2. Choose one next step

    Choose a modest next step: repeat one difficult component, try another safe variation, or resolve an operating barrier before further practice. Keep human review in place. Two weeks of rehearsal does not authorise new data use, wider tool permissions, or independent high-consequence decisions.

For a future AI workshop, bring the practice log's recurring questions and the manager's support findings. They give the facilitator something specific to address after the initial session, without relying on enthusiasm as evidence of lasting learning.

Sources & review

Primary sources checked on . The checklists and planning examples are AI-assisted editorial guidance, not source quotations or reported client results.

This AI-assisted guide uses fictional examples for practice. It does not report client results or establish that a live system will behave the same way.

Originally published: .