Mr Odinga held an elders' meeting in Bondo where he endorsed one of the faction's leaders.
Mr Mohammed said the aim of devolution to bring power and resources close to the people.
Mr Odinga said the current situation is hurting local economies.
Governor Joho says he is planning to tour the whole country in a bid to strengthen ODM.
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The two leaders now attend each other’s functions.