• Designed a topology proposal system for **dynamic agent role assignment** and **delegation boundaries**
• Built an **autonomy framework** with **confidence scoring, planning, escalation thresholds, and course correction**
• Integrated a **memory injection/extraction pipeline** with **vector embedding conflict detection**
• Developed **CLI tools** for **project management, monitoring, and configuration generation**
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