SREcon26 Americas - Taming the Unpredictable: Reliability in Chaos @UsenixOrg
SREcon26 Americas - Taming the Unpredictable: Reliability in Chaos  @UsenixOrg
Uploaded April 2026 | Updated September 2026, 3 weeks ago
Taming the Unpredictable: Reliability in Chaos

Michelle Brush, Google Inc.

The increasing volume of code written by AI will only accelerate the complexity of our systems. We are moving beyond predictable systems that can be managed with traditional methods like thorough project plans, runbooks, and unit tests, into an era of truly complex systems that are vast and difficult to comprehend fully. These immensely complex systems will behave almost nondeterministically. We need new strategies.

This presentation will delve into why robust reliability practices are not just helpful but essential for navigating this explosion in complexity. It will share strategies for conquering unpredictability including building rigorous evaluations, implementing generic mitigations, recreating reproducibility, and developing software with a risk-first approach. Most importantly, it will discuss why humans will always be critical to taming the ever-growing complexity.

View the full SREcon26 Americas program at usenix.org/conference/srecon26americas/program
SREcon26 Americas - Taming the Unpredictable: Reliability in ChaosNSDI 26 - RollPacker: Taming Long-Tail Rollouts for RL Post-Training with Tail BatchingNSDI 26 - KeepON: Supporting Deterministic Traffic on Standard NICsNSDI 26 - FENIX: Enabling In-Network DNN Inference with FPGA-Enhanced Programmable SwitchesComputer Security and Voting, Invited Talk by David Dill at USENIX Security 07PEPR 26 - Toward Provably Private Insights into AI UsePEPR 26 - DPSynth: From Research to Production—Engineering Differentially Private Synthetic...NSDI 26 - FRCC: Towards Provably Fair and Robust Congestion ControlUSENIX Security 25 - ALERT: Machine Learning-Enhanced Risk Estimation for Databases Supporting...NSDI 26 - cc-pipe: Breaking Systemic Bottlenecks in RPKI Data Supply Chain with Concurrent and...NSDI 26 - Who Watches the Watchers? On the Reliability of Softwarizing Cloud Application ManagementNSDI 26 - SLATE: Service Layer Traffic Engineering
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SREcon26 Americas - Taming the Unpredictable: Reliability in Chaos

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