Advanced Prompting: Chain-of-Thought, Few-Shot Examples, and Roles

What you will go through

1. 1
   1 Step 1 of 9 ·2 min Start with a Testable Prompt Contract Create a clear, self-contained baseline prompt for a fictional support-triage task and define observable criteria for judging its output.
2. 2
   2 Step 2 of 9 ·3 min Teach a Pattern with Few-Shot Examples Use consistent ticket-and-response demonstrations to communicate the support-triage pattern and required output format.
3. 3
   3 Step 3 of 9 ·3 min Choose Examples That Generalize Choose concise, rule-consistent few-shot demonstrations that cover meaningful triage distinctions without leaking the evaluation case.
4. 4
   4 Step 4 of 9 ·2 min Give the Role a Job and Boundaries Define a useful support-triage role through responsibilities, audience, style, and boundaries—without treating a persona as a substitute for task rules.
5. 5
   5 Step 5 of 9 ·3 min Use Structured Reasoning, Not Just More Words Break a multi-constraint support-triage task into evidence extraction, rubric application, checking, and a concise final response.
6. 6
   6 Step 6 of 9 ·3 min Handle Missing and Conflicting Information Set evidence boundaries and a clarification fallback so ambiguous tickets do not invite unsupported claims.
7. 7
   7 Step 7 of 9 ·3 min Combine the Techniques into One Coherent Prompt Combine roles, rules, demonstrations, concise decision steps, and output requirements into one reusable support-triage prompt without duplicated or conflicting guidance.
8. 8
   8 Step 8 of 9 ·4 min Test What Each Technique Actually Adds Evaluate contrasting prompt variants with a transparent rubric, diagnose a likely weakness, and design a cautious one-component test.
9. 9
   9 Step 9 of 9 ·5 min Build, Review, and Refine Your Final Prompt Synthesize the established prompting techniques into a reusable fictional support-triage prompt, assess it on a held-out case, and make one targeted revision.