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Prompt Engineering

Prompt Engineering: anatomy, few-shot, chain-of-thought peek, JSON schemas, domain prompts, eval rubrics, defensive injection awareness, templates/versioning.

Prompt EngineeringLLMfew-shotJSONRAG promptingeval
Duration
7 weeks
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Starting from
49 000 ֏
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  • 7 weeks (42h total)
  • Starts
  • online format
  • HY · EN · RU
  • Certificate on completion

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What this course is about

Overview

Prompt Engineering: anatomy, few-shot, chain-of-thought peek, JSON schemas, domain prompts, eval rubrics, defensive injection awareness, templates/versioning.

Across 7 weeks (42 hours of live + project work) you’ll move from fundamentals to shipping a real, production-grade project — guided by Tigran Hakobyan and the beeon.academy mentor team.

Learning outcomes

What you will learn

Install/connect to Percona Server
Write MySQL-compatible SQL with InnoDB habits
Know XtraBackup and Toolkit by name
Finish a mini lab + dump habit
Interactive course

Lessons

70 lessons · all open, start with any
  1. 1What is prompt engineering?30 min
  2. 2Not magic wording30 min
  3. 3What prompts cannot fix35 min
  4. 4Tokens, cost, latency30 min
  5. 5Practice habit25 min
  6. 6Safety habit from day one30 min
  7. 7Link to AI Fundamentals25 min
  8. 8Map of this course25 min
  9. 9Prompt anatomy35 min
  10. 10One clear task30 min
  11. 11Useful context only35 min
  12. 12Constraints and boundaries35 min
  13. 13Output format contracts35 min
  14. 14Role / persona carefully30 min
  15. 15System vs user vs assistant35 min
  16. 16Audience and reading level30 min
  17. 17Lab — rebuild a vague ask40 min
  18. 18Zero-shot prompting30 min
  19. 19Few-shot examples40 min
  20. 20Quality of examples35 min
  21. 21Chain-of-thought peek40 min
  22. 22Hidden vs shown reasoning30 min
  23. 23Decompose hard tasks35 min
  24. 24Self-check instructions35 min
  25. 25Graceful refusal wording30 min
  26. 26Ask to mark uncertainty30 min
  27. 27Lab — zero vs few-shot same task40 min
  28. 28JSON-shaped answers40 min
  29. 29Lightweight schemas in text35 min
  30. 30Information extraction prompts35 min
  31. 31Classification labels35 min
  32. 32Summarize with fidelity30 min
  33. 33Rewrite / tone transfer30 min
  34. 34Compare and decide frames30 min
  35. 35Lab — extract to JSON40 min
  36. 36Eval before tuning forever35 min
  37. 37Build prompt test cases35 min
  38. 38Scoring rubrics35 min
  39. 39A/B two prompt variants30 min
  40. 40Prompt regression checks30 min
  41. 41Name failure modes35 min
  42. 42Temperature with intent30 min
  43. 43Same prompt, different models30 min
  44. 44Lab — 5-case rubric45 min
  45. 45Prompts for code40 min
  46. 46Debug with evidence35 min
  47. 47Code review prompts35 min
  48. 48Writing and editing prompts30 min
  49. 49Data / SQL helper prompts35 min
  50. 50Support / FAQ style30 min
  51. 51Teaching / explanation prompts30 min
  52. 52Prompts with retrieved context40 min
  53. 53Lab — code + review pair40 min
  54. 54Prompt injection awareness40 min
  55. 55Isolate untrusted content35 min
  56. 56Secrets stay out of prompts30 min
  57. 57Prompt templates35 min
  58. 58Version prompts like code30 min
  59. 59Log carefully30 min
  60. 60Guardrails around the model35 min
  61. 61Multilingual prompting peek30 min
  62. 62Team prompt review25 min
  63. 63Lab — harden a support template40 min
  64. 64Prompt anti-patterns30 min
  65. 65Ship checklist25 min
  66. 66Next — agents & tool loops25 min
  67. 67When to revisit fundamentals20 min
  68. 68Weekly prompt gym25 min
  69. 69Portfolio of three prompts30 min
  70. 70Capstone — production-ready template50 min
Course modules

Syllabus

  1. 1
    • 2
    • 3
    • 4
    What you need to start

    Requirements

    • A laptop and willingness to run Percona or a MySQL-compatible server
    • MySQL/MariaDB basics help
    • No prior DBA experience required
    Learn from a working engineer

    Your instructor

    TH

    Tigran Hakobyan

    Backend Mentor · beeon.academy

    Instructor at beeon.academy. Percona path (ArT list Persona): 39 lessons through the capstone.

    What graduates say

    Student reviews

    Common questions

    FAQ

    No — vibe coding was the previous course. Here we cover agents with tools and loops.
    Starting from
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