Problem-Solving Showcase

Nightly pipeline flaky due to pod scheduling conflicts

SONiCCI/CDReliability

Problem: 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-use

Problem: 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.