FML HUB

User Dashboard

In-depth guide for students and teachers

Use this dashboard to understand how to study with FML apps effectively, how to verify AI-assisted answers, and how to prepare for syllabus-aligned assessments.

Start here

1

Choose route: /3o/ or /4o/

2

Select chapter matching your lesson or revision topic

3

Run formula tool and validate result with worked logic

Learner success depends on using the output as an explanation tool, not only as an answer tool. Every session should end with a short self-check on formula selection and unit consistency.

Daily study workflow

  1. Pick one topic objective for the session.
  2. Open the matching chapter and solve one basic example manually first.
  3. Use the chapter tool to compute the same problem and compare steps.
  4. Solve two variations by changing values and noting output behavior.
  5. Write one summary line: formula used, why it fits, and common mistake risk.

Recommended session duration: 25-40 minutes focused per topic block, then a short break.

AI assist workflow

  • Ask concise prompts with known values and expected unknown variable.
  • Check that AI-selected tool matches chapter context.
  • Confirm units and domain restrictions before trusting final value.
  • For exam prep, rewrite the final process in your own words.

Example prompt pattern: Solve [topic] where [given values], find [unknown], explain steps.

Revision strategy

Week structure

  • Mon-Tue: concept build
  • Wed-Thu: mixed practice
  • Fri: timed drill + correction
  • Weekend: weak-area reinforcement

Error log categories

  • Formula selection error
  • Substitution/calculation error
  • Graph/interpretation error
  • Unit/sign conversion error

Teacher classroom usage

  • Use chapter pages for live worked examples and quick class checks.
  • Assign AI assist comparisons as homework reflection tasks.
  • Use model outputs to discuss method differences, not only final answers.
  • Map local syllabus objectives to chapter tools for lesson planning.

Troubleshooting

Issue

Likely cause

Action

No AI response

Missing API key or service limit

Retry later and confirm deployment key settings

Wrong answer shape

Topic mismatch or malformed prompt

Specify chapter context and all known values

Graph not loading

Browser script restriction

Refresh page and disable strict content blocking

More written detail is also available in: docs/user on GitHub.