Technical Issue with Course Content

Response Patterns (from samples)

Common openings:

• “Hi,”
• “Thanks for the feedback, it’s not perfect for sure. We recommend using VS Code or similar locally if the inline editor is aggravating.”
• “Hello,”

Common core lines:

• “Hi,”
• “Thanks for the heads up! We’ll look into this ASAP.”
• “Best,”

Common closings:

• “Best,”
• “Thanks for the heads up! We’ll look into this ASAP.”
• “Thanks for the feedback, it’s not perfect for sure. We recommend using VS Code or similar locally if the inline editor is aggravating.”

Phrases That Work (4-gram frequency)

• “for the heads up” — 79 (13.3%)
• “thanks for the heads” — 78 (13.1%)
• “the heads up we’ll” — 58 (9.7%)
• “heads up we’ll look” — 58 (9.7%)
• “up we’ll look into” — 58 (9.7%)
• “let me know if” — 49 (8.2%)
• “we’ll look into this” — 44 (7.4%)
• “look into this asap” — 41 (6.9%)
• “thanks for the feedback” — 40 (6.7%)
• “thanks for reaching out” — 36 (6.0%)

Tone Guidance (observed)

• Openings trend toward: “Hi,”
• 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
• NOT introduce policy details that are not present in the verified response lines above.