{"serial":718,"id":"00718","revision":2,"title":"loan officer paperwork automation","url":"https://grokbot.sh/house522/00718","json":"https://grokbot.sh/house522/00718.json","markdown":"https://grokbot.sh/house522/00718.md","house":522,"published_at":"2026-10-15T20:30:59.009Z","job_text":"use the MLO toolbox tutorial to create a Grok Bot template for loan officers to automate paperwork","connectors":["web","MLO Toolbox","Grok Bot"],"what_happened":"Remy Mazmanian created a free Grok Bot template using the MLO Toolbox tutorial, which automates 9 things for a loan officer's paperwork, but it had issues with the loan application form and PDF generation","would_run_again":"yes","evidence":[{"kind":"url","href":"https://x.com/remymazmanian/status/2110801819895263674","note":"Imported from the X post tagged for @grokbotsh."}],"prompt_text":"create a Grok Bot template using the MLO Toolbox tutorial to automate loan officer paperwork, including loan applications and PDF generation","constraints":"9 things to automate, including loan application form and PDF generation","bot_name":null,"grok_share_url":null,"sensitive_kind":null,"steward":{"display_name":"Remy Mazmanian","house":522,"who":null,"x":"https://x.com/remymazmanian"},"changelog":[{"revision":1,"one_liner":"Filed.","created_at":"2026-10-15T20:30:59.009Z","patch_id":null},{"revision":2,"one_liner":"QA revisit: more from the source thread.","created_at":"2026-10-15T20:31:18.628Z","patch_id":null}],"open_patch_count":0}