Thank you. Now please implement the modifications you just recommended, producing a revised ATWL representation of the workflow. Treat this as a genuine revision, not an exercise in maximising apparent structural sophistication: implement each recommended modification only if, on reflection, you still judge it a real improvement to the analytical workflow, not simply because it would add a loop, specification, or actor distinction. If implementing a change would not actually strengthen the workflow (for example, because the added structure wouldn't reflect a decision an analyst would really need to revisit), say so and leave that part as it was, explaining why. You are not restricted to additive changes. If implementing a recommendation well requires restructuring an existing phase (splitting, merging, or re-sequencing transforms) rather than only adding to it, do so — but note explicitly where you departed from a purely additive patch. After producing the revised representation, summarise what changed relative to the previous stage: which recommended modifications were implemented as described, which were implemented differently than originally suggested (and why), and which were not implemented and why not.