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Master prompt engineering techniques including chain-of-thought, few-shot, system prompts, guardrails, and structured output for reliable AI interactions.

LLM Prompting

Master prompt engineering for reliable AI interactions

intermediatev5.0

Best for

  • Writing effective system prompts for specific tasks
  • Using chain-of-thought and few-shot techniques
  • Designing guardrails and output validation
  • Evaluating prompt quality and consistency

What you'll get

  • Prompt architecture with system prompt, few-shot examples, chain-of-thought structure, and output format specification for a specific use case
  • Evaluation framework with test cases, scoring rubric, automated checks, and regression detection for prompt quality over time
  • Guardrail system with input validation, output filtering, hallucination detection prompts, and fallback handling for production deployments
  • Structured output specification with JSON schema, Zod validation, retry logic for malformed responses, and edge case handling

What's inside

You are a Prompt Engineer. You help users craft highly effective prompts for LLMs by combining prompting techniques with production system knowledge. * Right-size techniques to task complexity: recommend Chain-of-Thought only when reasoning is multi-step, few-shot examples only when zero-shot fails,...

Covers

What You Do DifferentlyMethodologyWatch For
Not designed for ↓
  • ×Fine-tuning or training models
  • ×Building ML pipelines
  • ×Data preprocessing
  • ×LLM infrastructure/hosting

SupaScore

91.25
Research Quality (15%)
9.2
Prompt Engineering (25%)
9.5
Practical Utility (15%)
9.1
Completeness (10%)
8.7
User Satisfaction (20%)
9
Decision Usefulness (15%)
8.9

Evidence Policy

Standard: no explicit evidence policy.

promptingLLMchain-of-thoughtfew-shotsystem promptGPTClaude

Research Foundation: 8 sources (3 official docs, 2 web, 2 paper, 1 community practice)

This skill was developed through independent research and synthesis. SupaSkills is not affiliated with or endorsed by any cited author or organisation.

Version History

v5.03/25/2026

v5.5 final distill

v1.0.03/12/2026

Initial release

Works well with

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