Swarm Orchestrator v1.0

AI Incident Response

Automate cloud infrastructure triage, collaborative agent deliberation, confidence-scored verdicts, and human-in-the-loop remediation. Powered by a coordinated swarm of AI agents.

CMD Commander
MET Metrics
LOG Logs
CHG Changes
RBK Runbooks
3
Simulated Scenarios
86%
Avg Swarm Confidence
2.8s
Avg Remediation MTTR
5
Active Swarm Agents

Specialized AI Agents

Orchestrator

Incident Commander

Ingests alerts, creates incident workspaces, coordinates parallel diagnostics, facilitates agent deliberation, scores confidence, and triggers auto-remediation.

Framework: LangGraph (Stateful Swarms)
Telemetry

Metrics Agent

Monitors infrastructure, detects anomaly signals (CPU, latency spikes, DB locks), and calculates saturation thresholds in target incident windows.

Framework: CrewAI (Telemetry Specialist)
Code Audit

Logs Agent

Parses system logs, correlates error frequency bucket timestamps, extracts stack traces and exception signatures, and flags root errors.

Framework: Anthropic SDK (Pattern Recognition)
CI/CD & Deploy

Change Agent

Audits code releases, configuration deployments, and schema migrations. Automatically correlates deployment events to incident start times.

Framework: Pydantic AI (Type-Safe Telemetry)
Playbooks

Runbook Agent

Scans internal repositories for matching system runbooks, checks procedure staleness (e.g. pool configurations), and recommends actions.

Framework: Claude SDK (Procedural Retrieval)
Shared Store

Evidence & Scorer

Maintains an in-memory evidence ledger of all agent observations. Computes weighted confidence scores with bonus modifiers from deliberation.

Math Engine: Weighted Gating Model

Incident Response Pipeline

01

Triage & Ingestion

Alerts are captured. Incident space is constructed, and domains tasks are published to the Band queue.

02

Cooperative Swarm

Specialized agents analyze metrics, logs, deploys, and runbooks in parallel, sharing evidence markers.

03

Deliberation Room

Agents cross-reference findings via deliberation channels (Agreeing, Challenging, Connecting signals).

04

Verdict & Git-Ops

Commander formulates confidence-weighted verdict, executes remediation plan, and auto-commits the postmortem.

Test the Swarm

Launch the Incident Commander console to simulate incidents and observe cooperative AI agents collaborating to resolve production outages.

Start Live Simulation