Prompt Engineering & Evaluation Roadmap — Step-by-step Learning Path
Systematically designing, testing and evaluating prompts: techniques, evaluation methodology and building reliable prompt-based systems
The Prompt Engineering & Evaluation roadmap
- Prompt Engineering Fundamentals — beginner
- What Prompt Engineering Actually Is — beginner
- Why Prompt Wording Changes Output So Much — beginner
- Prompt Engineering vs Fine-Tuning — beginner
- The Prompt Engineering Workflow — beginner
- Common Prompt Engineering Myths — beginner
- Setting Up a Prompt Development Environment — beginner
- Anatomy of an Effective Prompt — beginner
- Instructions, Context and Examples — beginner
- Clarity and Specificity in Instructions — beginner
- Ordering and Structure Within a Prompt — beginner
- Using Delimiters and Formatting — beginner
- Negative Instructions and Their Pitfalls — beginner
- Reasoning and Few-Shot Techniques — beginner
- Chain-of-Thought Prompting — beginner
- Few-Shot Prompting — beginner
- Zero-Shot vs Few-Shot Trade-offs — beginner
- Self-Consistency and Multiple Reasoning Paths — beginner
- Least-to-Most and Decomposition Prompting — beginner
- Common Prompt Design Patterns — beginner
- Common Reusable Prompt Patterns — beginner
- Template Design for Reusable Prompts — beginner
- Prompt Libraries and Organization — beginner
- Anti-Patterns in Prompt Design — beginner
- Adapting Patterns Across Different Models — beginner
- Controlling Output Format and Style — beginner
- Controlling Output Length — beginner
- Controlling Tone and Style — beginner
- Format Control (Lists, Tables, JSON) — beginner
- Constraining Scope and Topic — beginner
- Language and Localization Control — beginner
- Testing Output Control Reliability — beginner
- Roles, Personas and System Prompts — beginner
- System Prompts and Persistent Instructions — beginner
- Role and Persona Prompting — beginner
- When Persona Prompting Helps vs Hurts — beginner
- Maintaining Persona Consistency Across Turns — beginner
- Persona Prompting for Different Audiences — beginner
- Context Injection and Retrieval-Aware Prompting — beginner
- Injecting External Context into Prompts — beginner
- Prompting for Grounded, Cited Answers — beginner
- Handling Long Context Windows Effectively — beginner
- Context Prioritization — beginner
- Prompting for RAG Systems Specifically — beginner
- Multi-Turn and Conversational Prompting — beginner
- Designing Multi-Turn Conversation Flows — beginner
- Managing Conversation State in Prompts — beginner
- Clarifying Question Design — beginner
- Handling Topic Changes Mid-Conversation — beginner
- Prompting for Consistent Multi-Turn Behavior — beginner
- Systematic Prompt Testing — beginner
- Why Systematic Prompt Testing Matters — beginner
- Building a Prompt Test Suite — beginner
- Edge Case Testing for Prompts — beginner
- Version Comparison Testing — beginner
- Regression Testing for Prompt Changes — beginner
- Continuous Prompt Testing in CI — beginner
- Evaluation Methodology Fundamentals — beginner
- Evaluation Methodology Fundamentals — beginner
- Choosing the Right Evaluation Metrics — beginner
- Rubric Design for Subjective Quality — beginner
- Inter-Rater Reliability — beginner
- Avoiding Evaluation Bias — beginner
- Automated Evaluation Techniques — beginner
- Automated Evaluation Fundamentals — beginner
- Reference-Based Metrics — beginner
- Reference-Free Metrics — beginner
- LLM-as-Judge Techniques — beginner
- Limitations of Automated Evaluation — beginner
- Human Evaluation Design — beginner
- Designing Human Evaluation Studies — beginner
- Recruiting and Training Evaluators — beginner
- Pairwise Comparison vs Absolute Scoring — beginner
- Reducing Evaluator Fatigue and Bias — beginner
- Combining Human Eval with Automated Metrics — beginner
- Evaluation at Scale — beginner
- Evaluation Infrastructure for Large Test Sets — beginner
- Sampling Strategies for Large-Scale Evaluation — beginner
- Statistical Significance in Prompt Comparisons — beginner
- Cost-Efficient Evaluation at Scale — beginner
- Continuous Evaluation Pipelines — beginner
- Building an Evaluation Dashboard — beginner
- Prompt Optimization Techniques — beginner
- Manual Prompt Iteration Techniques — beginner
- Automated Prompt Optimization — beginner
- A/B Testing Prompts in Production — beginner
- Optimizing for Cost and Latency, Not Just Quality — beginner
- Knowing When to Stop Optimizing — beginner
- Prompt Security and Robustness — beginner
- Prompt Injection Attack Patterns — beginner
- Testing Prompts for Injection Vulnerability — beginner
- Jailbreak Techniques and Defenses — beginner
- Input Sanitization for Prompt-Based Systems — beginner
- Building Robust Prompts Against Adversarial Input — beginner
- Domain-Specific Prompting Techniques — beginner
- Prompting for Code Generation — beginner
- Prompting for Data Extraction and Structured Parsing — beginner
- Prompting for Summarization — beginner
- Prompting for Classification Tasks — beginner
- Prompting for Creative and Open-Ended Tasks — beginner
- Career and Capstone — advanced
- Prompt Engineer Career Paths — beginner
- Breaking Into Prompt Engineering and Evaluation — beginner
- Resume and Interview Prep for Prompt Engineering Roles — beginner
- Case Study: Improving a Production Prompt Through Testing — beginner
- Staying Current as Models and Techniques Evolve — beginner
- Capstone: Build a Complete Prompt Evaluation System — beginner