🤖 Fix flaky test: test_multiple_operations_timing

[unfoldci-flaky-test-autopilot]

🤖 AI-Generated Fix for Flaky Test

Test Details

• Test Name: test_multiple_operations_timing
• Category: timing_dependency
• Model Confidence: 95%
• Data Points: 17 test runs

⚠️ MEDIUM ANALYSIS: This analysis is based on 17 test runs.
For higher statistical confidence, we recommend collecting 20+ runs.
The accuracy and reliability of this fix will improve as more test data is collected.

Root Cause Analysis

The test expects the total time for multiple operations to be under 100ms, but the random sleep durations can lead to total times exceeding this limit, especially during high load conditions.

🧠 AI Reasoning Process

The test 'test_multiple_operations_timing' fails due to tight timing assertions that do not account for variable operation durations. Each operation sleeps for a random duration between 10ms and 30ms, leading to a cumulative time that can exceed the expected threshold of 100ms. Given that the sleep duration is random, the total time taken can vary significantly, especially under different system loads. This suggests a timing dependency where the test's success is contingent on the specific timing of operations, which can lead to intermittent failures.

What This Fix Does

Increased the timing threshold from 100ms to 150ms to account for the worst-case scenario where each operation takes 30ms, ensuring the test passes consistently.

AI Model Information

• Analysis Engine: Custom fine-tuned multimodal LLM specialized for flaky test detection
• Fix Generator: Production-grade AI trained on thousands of test suite patterns
• Architecture: Hybrid ensemble combining multiple state-of-the-art models

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📊 How to Review This Fix

1. Check the changes - Review the diff to ensure it makes sense
2. Run tests locally - Verify the test passes consistently
3. Test edge cases - Consider if the fix handles all scenarios
4. Merge if satisfied - The fix should eliminate the flakiness

🔧 About Flaky Test Autopilot

This PR was automatically generated by Flaky Test Autopilot after detecting that this test fails intermittently.

• Pass Rate: Below 95% over last 100 runs
• Detection: Statistical analysis (binomial test)
• Fix Generation: AI analyzed your test and application code

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