Driver TEST ENVIRONMENT Derive different types of tests Mocks for External APIs Istio enables learning tests from API usage Learnt by Mesh API Studio Third-party apps Manual QA trace: r trace: trace: r trace: r trace: r trace: r CI Pipeline | CONFIDENTIAL 16 ML-assisted Context Rule Learning createProduct(…): Response { “productId”: “HDSN1890675”, “src”: “Canada” : } getDetails(…): Supervised system to accept true positives • No code! | CONFIDENTIAL 17 ML-assisted Assertion Rule Learning createOrder Response: Recording { “orderId”: “ORDR1890675”, “orderValue”: “58.75” } createOrder

Istio.io Contribution Albert Sun | @albertsun0 #IstioCon About Me I’m a high schooler who loves learning about everything related to computers, especially interface design. I started working on Istio

MySQL, etc. ○ Big data systems & Pipelines - Hadoop, Apache Spark, Apache Flink, etc. ○ Machine Learning Platforms - Tensorflow, PyTorch, Jupyter Notebook, etc. ○ Central Logging & Tracing - Prometheus

getting new people involved within the commu- nity by assigning them documentation tasks as they are learning how the community works. As described in finding NCC-GOIST2005-003 on page 14, the Default production