Kuidas testida LLM-agenti (deterministlikud testid, taasesitused, mock-tööriistad)?

Testing of LLM agents can be performed using the following methods:

• Deterministic tests: input data and expected results are recorded to verify that the agent always behaves predictably under the same conditions.

• Replay: interaction sessions with the agent are saved to reproduce and verify behavior with the same data.

• Mocked tools: external services or tools that the agent interacts with are replaced with simulations to isolate the tested component and control responses.

Example: when testing an agent that calls an API to retrieve data, the real API can be replaced with a mock that returns predictable data, and the agent's handling of this data can be verified.