diff --git a/events.csv b/events.csv
index 2d21faf..4b6baf0 100644
--- a/events.csv
+++ b/events.csv
@@ -203,5 +203,6 @@ date,event_type,company,city,geometry_file,vehicles,platform,fares,direct_bookin
 2026-03-23,service_announced,XPeng,Guangzhou,"113.259006,23.128845",,Amap,,,Flexible,Autonomous,,,2027-01-01,,,https://www.selfdrivingcars360.com/xpengs-new-robotaxi-business-unit-targets-driverless-l4-operations-in-2027/,"XPeng established Robotaxi Business Unit on March 23, 2026. Plans passenger-carrying demonstration operations in H2 2026, with driverless operations (no safety driver) targeted for early 2027. Three robotaxi models announced (5-seat, 6-seat, 7-seat) priced under 200,000 CNY. Uses VLA 2.0 autonomous driving model with no LiDAR or HD maps."
 2025-03-26,service_announced,Waymo,Washington,"-77.036543,38.895037",,,,,,,,,2026,,,https://www.cbtnews.com/waymo-plans-robotaxi-service-launch-in-d-c-for-2026/,Must obtain local approval from Washington city officials before launching full operations
 2026-03-19,service_announced,Rivian,San Francisco,"-122.407520,37.787936",Rivian R2,Uber App,,,Flexible,Autonomous,,Uber,2028,,,https://www.theverge.com/transportation/897105/uber-rivian-robotaxi-investment-deal,"Partnership to deploy 10,000 autonomous R2 vehicles starting in San Francisco and Miami in 2028; subject to regulatory approval"
-2026-03-06,service_announced,Waymo,San Francisco,"-122.407520,37.787936",,,,,,,,,,,,https://www.sfbayareatimes.com/posts/autonomous-robotaxis-sf-2026,
-2026-03-24,service_announced,Zoox,Austin,"-97.743700,30.271129",,,No,,,Autonomous,Waitlist,,,,,https://www.theverge.com/transportation/899323/zoox-robotaxi-las-vegas-san-francisco-austin-miami,Initial service limited to employees and family/friends before opening to waitlist. Article mentions Miami as well but Austin extracted per multi-city rules.
+2026-03-06,service_announced,Waymo,San Francisco,"-122.407520,37.787936",,,,,,,,,,,,https://www.sfbayareatimes.com/posts/autonomous-robotaxis-sf-2026,
+2026-03-19,service_announced,Uber,San Francisco,"-122.407520,37.787936",Rivian R2,Uber App,,,Flexible,Autonomous,,Rivian,2028,,,https://www.theverge.com/transportation/897105/uber-rivian-robotaxi-investment-deal,"Partnership to deploy 10,000 autonomous Rivian R2 vehicles starting 2028 in San Francisco and Miami; expansion to 25 cities by 2031; Uber investing $1.25B in Rivian through 2031"
+2026-03-24,service_announced,Zoox,Austin,"-97.743700,30.271129",,,No,,,Autonomous,Waitlist,,,,,https://www.theverge.com/transportation/899323/zoox-robotaxi-las-vegas-san-francisco-austin-miami,Initial service limited to employees and family/friends before opening to waitlist. Article mentions Miami as well but Austin extracted per multi-city rules.