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Multi-Agent Development Framework

A Reusable Template for Optimization Software Development

KuoLing Huang | v20260331.0

          User (co-plans, gates, reviews math)
                       |
                     Manager (owns kanban)
                       |
     +---------+-------+-------+---------+
     |         |       |       |         |
  Research    Dev     KB      QA      Shadow
   dev/rev  arch d/r dev/rev bench    (mode)
            code d/r                  dev/rev

Twelve agents organized into four teams (Research, Dev, KB, QA) plus shadow validation mode, coordinated by a manager who owns the kanban and co-plans with the user.

Architecture: Base + override layers for clean upgrades. Core framework in teamdev/, project customizations in project/.