Test Agent

Overview

The Test Agent is a specialized, minimal agent built purely for quality assurance and validation testing of the entire LLM processing pipeline. It bypasses complex reasoning steps by using a small, fast model configured specifically for deterministic output.

This agent is not intended for general user interaction but rather serves as a reliable benchmark to verify that the core components—the direct LLM call, LiteLLM integration, and Agent API structure—are functioning correctly in sequence.

Capabilities

• Deterministic Output: System prompts enforce concise answers and restrict reasoning modes (/no_think).
• Tool-Free Operation: It is explicitly configured not to use any tools, ensuring the test focuses solely on the base LLM generation capability.
• Speed Optimized: By utilizing a small model (e.g., Qwen3.5-0.8B), it ensures rapid execution times for automated testing suites.
• Direct Response Focus: It is designed to provide direct, verifiable answers without multi-step tool orchestration.

Example Use Cases

• Pipeline Health Check: Running the agent's endpoint as part of a CI/CD job to confirm that the LLM service layer is reachable and responsive.
• Baseline Performance Testing: Establishing a consistent baseline response time for simple, knowledge-based queries before integrating complex tool use.
• System Integration Validation: Verifying that the validate_llm_chain endpoint correctly routes requests through all necessary middleware layers without error.