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Autonomous Tier-3 Support Agents

An agentic system that validates incidents automatically and escalates only when the data is irrefutable.

The problem

In high-volume data pipelines, false positives are the enemy of speed.

Ops teams drown in alerts, and the real cost is human attention.

What I built / changed

  • Engineered a deep agentic architecture that functions as an autonomous reliability engineer.
  • Deployed a "Master Agent" that spawns specialized sub-agents with investigative tools.
  • Enabled sub-agents to access raw session logs, execute active ping tests, and query cluster statistics.
  • Cross-referenced signals to validate incidents and escalated only when confirmed.

Result

A drastic reduction in alert noise, allowing engineers to focus solely on confirmed, high-impact incidents.

Stack / concepts

Multi-Agent SystemsTool UseAutomated Triage

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