Learning Path Guidance

Learning Path and Course Sequencing

Response Patterns (from samples)

Common openings:

• "Hello,"
• "Hey,"
• "Hi there,"

Common core lines:

• ">>"
• ">"
• "Best,"

Common closings:

• "Best,"
• "P.S. I'm in the process of improving the onboarding experience with the workshop app. Part of that is a new tutorial that uses the app to teach you how to use it! Check it out here: epicweb.dev/tips/setup-the-epic-workshop-app-tutorial-xrh8i"
• "Happy learning!"

Phrases That Work (4-gram frequency)

• "https www totaltypescript com" — 16 (21.6%)
• "totaltypescript com typescript learning" — 11 (14.9%)
• "com typescript learning path" — 11 (14.9%)
• "www totaltypescript com typescript" — 10 (13.5%)
• "let me know if" — 10 (13.5%)
• "me know if you" — 9 (12.2%)
• "know if you have" — 6 (8.1%)
• "if you have anymore" — 6 (8.1%)
• "you have anymore questions" — 5 (6.8%)
• "have anymore questions best" — 5 (6.8%)

Tone Guidance (observed)

• Openings trend toward: "Hello,"
• Closings often include: "Best,"

What NOT To Do

• Don't introduce policy details that are not present in the verified response lines above.
• Don't paraphrase or reframe the customer's question in a way that changes meaning.
• Don't add refund/discount promises unless they appear in the extracted responses for this topic.

Validation

Draft must:

• Include at least one of the required phrases from the validation block
• Stay consistent with the observed response patterns above