Prompt Engineering Advanced
Take your prompting skills to the expert level. This path covers advanced techniques that professional AI engineers use daily — multi-agent orchestration, tool use prompting, evaluation-driven optimization, prompt versioning, and building robust prompt systems for production.
What You'll Learn
- Design multi-agent prompt architectures
- Master tool use and function calling prompting
- Optimize prompts through systematic evaluation
- Build robust prompt systems for production applications
- Handle edge cases and adversarial inputs
- Manage prompt versions and A/B testing
- Adapt advanced techniques across different LLMs
Course Lessons
Multi-Agent Prompt Design
22 min readDesign prompt architectures where multiple AI agents collaborate — delegation patterns, consensus mechanisms, and supervisor-worker structures.
Tool Use and Function Calling Prompts
22 min readMaster prompting for tool use — defining tool schemas, guiding model tool selection, handling multi-step tool chains, and error recovery.
Read lesson →Evaluation-Driven Prompt Optimization
20 min readSystematically improve prompts through evaluation — building test suites, measuring quality metrics, and iterating based on data rather than intuition.
Production Prompt Engineering
20 min readBuild prompts for production systems — handling variable inputs, maintaining consistency, managing context windows, and defensive prompting against edge cases.
Handling Adversarial Inputs and Edge Cases
18 min readProtect production prompts from injection attacks, jailbreaks, and unexpected inputs. Build guardrails that maintain quality under adversarial conditions.
Prompt Versioning and A/B Testing
15 min readManage prompts as code — version control, A/B testing frameworks, gradual rollout, and monitoring prompt performance in production.
Cross-Model Prompt Adaptation
18 min readAdapt prompts across GPT-5, Claude, Gemini, and open-source models. Understand model-specific behaviors and build portable prompt libraries.
Read lesson →Related Learning Paths
Put Your Learning into Practice
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