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Free course template · Global

Building reliable RAG and LLM applications: Grounding, evaluation and data leakage

A ready-made course, live deck and two surveys for developers. AhaSlides tracks progress, completion and scores for you. 45 minutes, 7 lessons, 10-question final check. Last reviewed 21 October 2026; not legal advice.

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Building reliable RAG and LLM applications: Grounding, evaluation and data leakage: try 3 questions

Three questions from this course. Pick an answer, then see why.

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Three pieces that work together

Learners prepare on their own, you answer questions live, and the surveys tell you what stuck. 6 fields to fill in with your own policy, contacts and locations; each one is highlighted inside the course.

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The Building reliable RAG and LLM applications: Grounding, evaluation and data leakage course as a learner first sees it

Completion is tracked for you

Learners sign in to take the course, so every start, finish and score is recorded in AhaSlides. No spreadsheet to keep.

  • Who has finished

    See who has not started, who is in progress and who has completed the course.

  • Every score

    Each learner's result on the 10-question final check, against the 80% pass mark.

  • What landed

    Survey results show what people took away, and the 30-day check-in shows whether they use it.

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7 lessons, about 45 minutes

What learners can do at the end of each lesson. Minutes are an estimate.

  • Lesson 1: Outdated answers and exposed documents: a real failure · 7 min

    Before you begin · The policy assistant · What went wrong

  • Lesson 2: Tokens, context windows, embeddings and retrieval basics · 7 min

    Tokens and context · Embeddings and retrieval · Match the term

  • Lesson 3: Choosing a pattern and building the RAG pipeline · 7 min

    Which pattern? · Order the pipeline · Design choice

  • Lesson 4: Respecting document permissions during retrieval · 7 min

    Where permissions break · Enforce at retrieval · Check

  • Lesson 5: Resisting hidden instructions in retrieved content · 7 min

    Indirect prompt injection · Defences · Spot the injection

  • Lesson 6: Evaluation checklist and design review route · 5 min

    Evaluation · Ungrounded or grounded?

  • Lesson 7: Final assessment · 5 min

    10 questions, 80% to pass. The result is saved to the learner's record.

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Often taught together

Courses teams often run alongside this one.

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Common questions

Yes. The course, the live deck and both surveys are free. Claiming the template into your AhaSlides account is free too.

Yes. The course is self-paced and online, and the live deck lets you add a live session in the room or online.

Before a team starts a first RAG or LLM project, and at each design review cycle.

Developers, data scientists and solution architects building LLM-based applications; run by engineering leads, data governance or L&D.

Record completion in your own LMS or record system, so you can show who finished the course and when.

Yes, everything. Change the wording, swap scenarios for ones from your workplace, add your logo, or remove parts that don't apply.

Your own details, each highlighted inside the course:
  • How document permissions are modelled
  • How LLM features are reviewed before release
  • Models and services engineers may use
  • Surveys and completion record
Then edit anything else you like: wording, scenarios, your logo.
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Free. Copy the course, live deck and both surveys into your AhaSlides account in one click.

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