Currently we use execution-date when generating the command to send via executor in https://github.com/apache/airflow/blob/9c94b72d440b18a9e42123d20d48b951712038f9/airflow/models/taskinstance.py#L420-L436

We should replace the execution_date in their to run_id instead and handle the corresponding changes needs on the executor and worker.
airflow/models/taskinstance.py
"""
        Forces the task instance's state to FAILED in the database.
        :param session: SQLAlchemy ORM Session
        :type session: Session
        """
        self.log.error("Recording the task instance as FAILED")
        self.state = State.FAILED
        session.merge(self)
        session.commit()
    @provide_session
    def refresh_from_db(self, session=None, lock_for_update=False) -> None:
        """
        Refreshes the task instance from the database based on the primary key
        :param session: SQLAlchemy ORM Session
        :type session: Session
        :param lock_for_update: if True, indicates that the database should
            lock the TaskInstance (issuing a FOR UPDATE clause) until the
            session is committed.
        :type lock_for_update: bool
        """
        self.log.debug("Refreshing TaskInstance %s from DB", self)
        qry = session.query(TaskInstance).filter(
            TaskInstance.dag_id == self.dag_id,
            TaskInstance.task_id == self.task_id,
            TaskInstance.execution_date == self.execution_date,
        )
        if lock_for_update:
            ti = qry.with_for_update().first()
        else:
            ti = qry.first()