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  "body": "# Bad Actor Asset Analyzer\n\n> M-5305 • Maintenance & Reliability\n\n## Overview\n\n- **Persona:** Reliability Engineer\n- **Department:** manufacturing\n- **Objective:** Rank the top-10 bad-actor assets in IBM Maximo's asset_registry_entries by a combined repair-cost, downtime, and failure-frequency index built from maintenance_work_orders and OSIsoft PI System downtime_events, driving maintenance cost on those assets from $1.8M/yr toward $0.9M/yr and MTBF from 42 days toward 115 days.\n\n## KPI summary\n\n- **Maintenance cost on top-10 bad actors**: $1.8M/yr → $0.9M/yr\n- **MTBF on targeted assets**: 42 days → 115 days\n- **Bad-actor study preparation time**: 2 weeks → 30 minutes\n\n## Contents\n\n- [Playbook — role, scope, guardrails](/playbook.md)\n- [Source Systems](/systems/index.md)\n- [Data Entities](/tables/index.md)\n- [Agent Tools](/tools/index.md)\n- [Workflow Stages](/workflow/index.md)\n- [Query Capabilities](/queries/index.md)\n- [Eval Scenarios](/tests/index.md)\n- [Source Documents](/document",
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