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  "body": "# RAN Parameter Optimization Agent\n\n> T-4305 • Network Operations & Assurance\n\n## Overview\n\n- **Persona:** RF Optimization Engineer\n- **Department:** telco\n- **Objective:** The agent scores per-cluster performance_counters and network_alarms against historical_metrics baselines to identify the worst-offending tilt, power, and mobility parameter sets, stages tilt/power/handover-threshold changes for RF Optimization Engineer approval, and verifies post-change KPIs within 24 hours -- driving drop call rate in optimized clusters from 0.9% to 0.35% and handover failure rate from 2.8% to 1.1%.\n\n## KPI summary\n\n- **Drop call rate in optimized clusters**: 0.9% → 0.35%\n- **Parameter change cycle time**: 3 weeks per cluster → 2 days per cluster\n- **Handover failure rate**: 2.8% → 1.1%\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",
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