Back to Agno

Test Log - _17_tool_reliability

cookbook/environments/_17_tool_reliability/TEST_LOG.md

2.8.01.4 KB
Original Source

Test Log - _17_tool_reliability

Tested 2026-07-20 with OpenAIResponses(id="gpt-5.5", reasoning_effort="low").

basic.py

Status: PASS

Description: Scored the first clean validation-tool execution against the exact computed code across eight isolated attempts.

Result: checksum-submission passed 7/8 (0.875), producing a true learning-zone row.

Calibration: Two policy-lookup prompts first saturated at 4/4 each. A single checksum tool that returned accepted/rejected feedback then saturated at 8/8 because the agent could self-correct. A doubled checksum with no feedback overshot to 0/6. The final task uses the calibrated single checksum, neutral receipt feedback, and a one-call limit; it produced 7/8.


with_reliability_eval.py

Status: PASS

Description: Applied ReliabilityEval to every captured attempt with the same clean-execution and exact-argument expectation as ToolCallScorer.

Result: checksum-submission passed 7/8 (0.875). ReliabilityEval also reported 7/8, confirming agreement on execution evidence.


repeated_reliability.py

Status: PASS

Description: Aggregated one ReliabilityEval verdict per isolated rollout instead of relying on a single transcript.

Result: checksum-submission passed 6/8 (0.75), with statuses PASSED, FAILED, FAILED, PASSED, PASSED, PASSED, PASSED, PASSED.