Update the codebase to auto-create follow-ups from customer deferrals. Files to edit: 1) android_handler.py 2) tools.py (only if needed for imports/signatures) 3) manager_cli.py (add a quick test command) Goals: - When an INBOUND message arrives, run the deferral parser. - If the parser returns a due_at, auto-create a follow_up row with the parsed date and reason. - Log everything to contact_history (including intent and parser confidence). - Keep the thread OPEN (we’re not closing it just because we scheduled a follow-up). - Respect ok_to_reply() for any outbound confirmation message. Implementation details: A) android_handler.py - Import the parser at top: from deferral_parser import parse_deferral_text - In the inbound-processing path (where you fetch the last inbound text), after you have `msg_text`: result = parse_deferral_text(msg_text) if result and result.get("due_at"): # Build a friendly confirmation text in UK English (no hard promises) confirm = ( "No problem — I’ll set a reminder and get in touch then. " "If anything changes before that, just drop me a message here." ) # Create follow-up from tools import schedule_followup, log_message fu = schedule_followup( agreement_ref=agreement_number, # string ok, tools resolves to id due_at=result["due_at"], # ISO string in UTC reason=f"Deferral: {result.get('reason','(unspecified)')}", ) # Log the parser detection as an internal AI note (no send) log_message( agreement_ref=agreement_number, channel="whatsapp", direction="outbound", message_text=f"[auto-follow-up] {fu.get('due_at')} — {fu.get('reason')} (conf {result.get('confidence')})", intent_label="deferral_parsed", template_slug="deferral_parser", source="ai", model="parser" ) # If ok_to_reply() is True, send a short confirmation to customer if ok_to_reply(): log_message( agreement_ref=agreement_number, channel="whatsapp", direction="outbound", message_text=confirm, intent_label="deferral_ack", template_slug="deferral_parser_ack", source="ai", model=None ) - Do NOT close the thread. B) tools.py - No schema changes. Ensure schedule_followup(agreement_ref, due_at, reason) signature matches. - Ensure log_message(…) accepts the extra metadata fields (already added earlier). C) manager_cli.py (quality-of-life test) - Add a command: python manager_cli.py seed_deferral --text "after christmas" Behaviour: - Logs an INBOUND whatsapp message to the default test agreement (use agreement_number env TEST_AGN or fall back to 0000440141796331). - Prints: "Seeded inbound deferral: " D) Tests to run (and print outputs): 1) Seed a few test messages: - python manager_cli.py seed_deferral --text "after Christmas" - python manager_cli.py seed_deferral --text "in a few months" - python manager_cli.py seed_deferral --text "in 6 weeks" 2) Let Android_Handler_Live poll once (60s). Then query and print: - The 5 most recent contact_history rows (id, direction, message_text, intent_label, template_slug, happened_at) - The 5 most recent follow_up rows (id, agreement_id, due_at, reason, created_at) E) Finally, restart the Android_Handler_Live workflow so changes take effect and show me the printed test outputs.