Agentic System Regression Testing Task

A Agentic System Regression Testing Task is a regression testing task that detects performance degradations in agentic systems through test replay mechanisms on frozen workloads.

• AKA: Agent Regression Testing, Agentic Software Regression Testing Task, AI Agent Regression Testing Task.
• Context:
  • It can typically detect agentic system behavioral drift through golden dataset comparisons with baseline performance metrics.
  • It can typically employ agentic system test trajectory recording to preserve agent decision sequences with environmental states.
  • It can typically validate agentic system determinism requirements through structured output validation with invariant checking.
  • It can often incorporate agentic system security probes against OWASP LLM vulnerabilitys with threat detection mechanisms.
  • It can often utilize agentic system eval pyramid frameworks for layered regression testing with fail-fast detection.
  • It can often integrate with CI/CD gating processes to block deployment pipelines based on performance delta thresholds.
  • It can range from being a Simple Agentic Regression Test to being a Complex Agentic Regression Test, depending on its test coverage scope.
  • It can range from being a Manual Agentic Regression Test to being an Automated Agentic Regression Test, depending on its execution automation level.
  • It can range from being a Unit-Level Agentic Regression Test to being a System-Level Agentic Regression Test, depending on its testing granularity.
  • It can range from being a Functional Agentic Regression Test to being a Non-Functional Agentic Regression Test, depending on its quality attribute focus.
  • ...
• Examples:
  • LLM Agent Regression Testing Tasks, such as:
    • ChatGPT Plugin Regression Testing Task for plugin compatibility verification.
    • AutoGPT Regression Testing Task for autonomous agent behavior validation.
  • RAG System Regression Testing Tasks, such as:
    • Retrieval Quality Regression Testing Task for search relevance maintenance.
    • Generation Consistency Regression Testing Task for output stability verification.
  • Multi-Agent System Regression Testing Tasks, such as:
    • Agent Coordination Regression Testing Task for collaboration protocol validation.
  • ...
• Counter-Examples:
  • Agentic System Progression Testing Task, which validates improvements rather than preventing degradations.
  • Traditional Software Regression Testing Task, which lacks agent-specific behavioral validation.
  • Static Code Analysis Task, which examines source code without runtime agent behavior.
• See: Agentic System Progression Testing Task, Agentic System Testing Framework, Software Regression Testing Task, Machine Learning Testing, Agentic System Eval Pyramid Framework, CI/CD Gating Process, Golden Dataset.

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