Avi discusses the upcoming features in Siladb 3.0, including a new access table format for improved performance with large partitions and the introduction of materialized views for production use. He also highlights plans for lightweight transactions and tiered storage, which will optimize costs while maintaining high performance. The conversation emphasizes the importance of Cassandra compatibility while allowing for unique innovations within Siladb.