Problem-Solving Showcase
Nightly pipeline flaky due to pod scheduling conflicts
SONiCCI/CDReliabilityProblem: Conflicting long-running feature tests starved smoke tests; regressions went unseen.
Approach: Priority queues + max-concurrency caps per pod, plus Grafana alerts on queue depth.
Outcome: 42% reduction in time-to-signal; nightly pass-rate stabilized.
SecOps alert fatigue: triage time too high
SecurityGenAILLM Tool-useProblem: Analysts overloaded by noisy alerts and verbose logs.
Approach: Policy-aware agent to summarize alerts, pull related logs, and propose actions.
Outcome: Median triage time cut by ~35%; better escalations.