Turn videos and documents into interactive language practice
Build a learning prototype that adapts supplied material into exercises for a learner’s current level.
How this works
Build a learning prototype that adapts supplied material into exercises for a learner’s current level. Use this to turn permitted videos or documents into a small language-learning prototype. Exercises should match the learner's level and the source meaning, with checked answers and feedback rather than unchecked generated quizzes.
Extract the available material, select a limited set of language objectives and create varied practice using its vocabulary and ideas. Keep original passages linked to exercises, distinguish transcription uncertainty and have a teacher review level and correctness. The prototype supports practice rather than formal certification.
Before you start
Permitted source material
Confirm access and allowed reuse of the supplied text or transcript.
Learner profile
Obtain current level, learning goal and preferred practice format.
Teacher review
Identify a qualified reviewer for language accuracy and answer keys.
Prepare the inputs
- source_material
- Required
text or timestamped transcript
Record missing sections and uncertain transcription.
- learning_goal
- Required
language, level and target skills
Do not infer proficiency from age or identity.
- exercise_format
- Required
flashcards, gap fills, dialogue or comprehension
Choose formats suited to the stated goal.
- answer_rules
- Required
accepted answers and feedback criteria
Allow valid variants where language permits them.
Implementation, step by step
Prepare the source
- Extract readable text and retain passage or timestamp references.
- Exclude uncertain or incomplete passages from answer-critical items.
Checkpoint: The usable material is identified.
Select learning objectives
- Choose a small set of vocabulary, grammar or comprehension goals.
- Keep difficulty consistent with the learner's stated level.
Checkpoint: The lesson has a focused purpose.
Draft exercises
- Create varied questions and practice prompts grounded in the selected material.
- Avoid copying excessive source passages and do not introduce unsupported factual content.
Checkpoint: A coherent exercise set exists.
Check answers and feedback
- Verify correct answers, acceptable variants and explanations with a teacher.
- Use feedback that explains the language point rather than merely marking failure.
Checkpoint: The practice content is reviewed.
Prototype and test
- Build the simplest available interactive or file-based lesson.
- Test navigation, answer handling and readability with a teacher and learner.
Checkpoint: The prototype is usable within its declared scope.
Decisions along the way
Transcript is incomplete
Use only the available segment and label coverage.
Several answers are valid
List acceptable variants or use teacher review instead of rigid rejection.
Exercise is too advanced
Simplify the language task without changing the source meaning.
What you will produce
language-practice-set.json
JSONA reviewed exercise bank.
Include: objective · prompt · source_ref · answers · feedback · level
lesson-prototype
Interactive page or documentA bounded learner-facing practice experience.
Include: sequence · practice · feedback · limitations
Check the result
- Verify exercises preserve the source meaning.
- Check answer keys and valid alternatives.
- Confirm level and instructions match the learner's goal.
- Test incorrect, empty and alternative answers in the prototype.
When something goes wrong
AI invents a fact absent from the source
Remove or separately source it before use.
Answer checker rejects valid wording
Expand accepted forms or route to human feedback.
Media extraction fails
Use a supplied transcript or a text-only lesson rather than claim full-video analysis.
A worked example
SYNTHETIC EXAMPLE · NOT A REPORTED BUSINESS RESULT
Request
Synthetic: create beginner practice from a short workplace dialogue.
Inputs
Source says a meeting starts at nine and the speaker will bring a report. Goal is future arrangements; one transcript phrase is unreadable.
Expected result
Synthetic result: create checked questions about the meeting time and report, omit the unreadable phrase, and accept equivalent simple wording where appropriate.
Run a small pilot
Start small
Use one short source and a small set of exercises.
Record the baseline
Record preparation time, answer-key corrections and learner confusion.
Agree success criteria
Agree language accuracy and usability criteria before adding more lessons.
Stop or revise
Stop learner use of any item with unresolved answer or source ambiguity.
Keep the scope clear
- Practice material is educational and does not certify proficiency.
- Use source material only within its permitted access and reuse scope.
Check before using
Check language accuracy, source permissions and whether exercises match the intended level.
Business activities
- Build and change software
- Deliver courses and training
FROM A RECIPE TO YOUR WORKFLOW
Bring the company context together.
This workflow needs reliable inputs before it needs a better prompt. Moat8 Vault brings working information into a readable archive for the AI tools you use.
For this recipe: Licensed learning videos or documents · Learner level and goals
Start with one recurring task, agree which sources to use, and review the first result with your team.
Discuss this workflow