Automated Prompt Testing Task

A Automated Prompt Testing Task is an automated testing task that validates prompt template rendering, variable substitution, and output structure for AI prompt systems.

• AKA: Prompt Testing, Automated Prompt Validation, Prompt QA Task, Prompt Test Automation.
• Context:
  • It can typically validate Prompt Template Syntax through parsing checks and syntax validation.
  • It can typically verify Prompt Variable Binding with test data sets and mock inputs.
  • It can often assess Prompt Output Quality using evaluation metrics and quality thresholds.
  • It can often detect Prompt Regression Issues through comparison testing and baseline checks.
  • It can often execute Prompt Integration Tests with LLM simulators and response validation.
  • It can often perform Prompt Security Scans for injection vulnerabilitys and malicious patterns.
  • It can often generate Prompt Test Reports with coverage metrics and failure analysis.
  • It can range from being a Simple Automated Prompt Testing Task to being a Comprehensive Automated Prompt Testing Task, depending on its test coverage.
  • It can range from being a Unit-Level Automated Prompt Testing Task to being an End-to-End Automated Prompt Testing Task, depending on its test scope.
  • It can range from being a Static Automated Prompt Testing Task to being a Dynamic Automated Prompt Testing Task, depending on its runtime testing capability.
  • It can range from being a Manual-Triggered Automated Prompt Testing Task to being a CI/CD-Integrated Automated Prompt Testing Task, depending on its execution trigger.
  • ...
• Examples:
  • Syntax Validation Testing Tasks, such as:
    • Jinja2 Template Validation Task for template syntax errors.
    • YAML Front Matter Validation Task for metadata structure.
  • Integration Testing Tasks, such as:
    • LLM Response Testing Task with mock LLM endpoints.
    • Multi-Model Compatibility Testing Task across different LLMs.
  • Performance Testing Tasks, such as:
    • Prompt Rendering Speed Test for latency measurement.
    • Token Usage Optimization Test for cost efficiency.
  • ...
• Counter-Examples:
  • Manual Prompt Review, which lacks automation and systematic testing.
  • Ad-hoc Prompt Checking, which lacks structured validation and repeatability.
  • Production-Only Testing, which lacks pre-deployment validation and safety checks.
• See: Automated Testing Task, Software Testing Task, Prompt Engineering Task, CI/CD Pipeline, Test Automation Framework, Prompt Quality Assurance, Prompt-as-Code Software Architectural Pattern.

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