I built an AIOps platform that auto-heals Docker services as a student

说明与用途

WATCHDOG 是一款 AIOps 平台，能够自动检测并修复 Docker 服务故障，将停机时间缩短至 1.4–1.7 秒。

问题

Traditional monitoring alerts when something breaks, requiring a human to investigate and fix it manually, often at inconvenient times. WATCHDOG automates the entire incident response loop, reducing manual intervention and downtime.

结果

WATCHDOG achieved 97% reliability in tests, handled 108 events/sec with zero failures, and restored services in 1.4–1.7 seconds, passing all RBAC, multi-tenant isolation, and WAL recovery tests.

工作流

• 1. Collect metrics from Docker services.
• 2. Run six parallel detection algorithms (Z-score, Isolation Forest, LSTM, multivariate correlation, seasonal, drift).
• 3. If anomaly confidence ≥65% and severity HIGH/CRITICAL, predict failure and forecast capacity.
• 4. Perform root cause analysis using causal graph and dependency mapping.
• 5. Pass potential heal action through gates: confidence, severity, cooldown, rate limit, circuit breaker.
• 6. Execute Docker SDK restart if all gates pass.
• 7. Log detection, decision, and action to cryptographic audit chain.

证据

40/40 reliability tests passing (97%)

来源

1.4–1.7s verified auto-heal recovery

来源