diff --git a/_data/jobs.yml b/_data/jobs.yml
index 0d7346ecc..9f6bf91d8 100644
--- a/_data/jobs.yml
+++ b/_data/jobs.yml
@@ -1,3 +1,8 @@
+- expires: 2023-09-15
+  location: Brookhaven National Laboratory, Upton, NY - potential for remote/flexible
+  name: Postdoctoral Research Associate Computational Science
+  posted: 2023-08-11
+  url: https://jobs.bnl.gov/job/upton/postdoctoral-research-associate-computational-science/3437/52552342416
 - expires: 2023-08-31
   location: The Astropy Project, remote
   name: Research Software Engineer
@@ -48,11 +53,6 @@
   name: Scientific Software Engineer, Computational Geometry and Mesh Generation
   posted: 2023-06-23
   url: https://jobs.ornl.gov/job-invite/11026/
-- expires: 2023-10-01
-  location: Princeton University, Princeton, NJ
-  name: Associate Research Software Engineer
-  posted: 2023-06-20
-  url: https://main-princeton.icims.com/jobs/17274/associate-research-software-engineer/job
 - expires: 2023-10-01
   location: Princeton University, Princeton, NJ
   name: Research Software Engineer II
@@ -265,11 +265,6 @@
   name: Senior Research Software Engineer
   posted: 2023-01-26
   url: https://sjobs.brassring.com/TGnewUI/Search/home/HomeWithPreLoad?partnerid=25240&siteid=5341&PageType=JobDetails&jobid=1976857
-- expires: 2023-05-01
-  location: Center for Digital Humanities at Princeton University, Princeton, NJ
-  name: Research Software Engineer (Digital Humanities)
-  posted: 2023-01-25
-  url: https://cdh.princeton.edu/engage/jobs/rse/
 - expires: 2023-12-12
   location: Stanford University, Stanford, CA
   name: Research Software Engineer
diff --git a/_events/2023/2023-05-diverse-horsfall.md b/_events/2023/2023-05-diverse-horsfall.md
index 138c640b0..7e642742a 100644
--- a/_events/2023/2023-05-diverse-horsfall.md
+++ b/_events/2023/2023-05-diverse-horsfall.md
@@ -26,5 +26,5 @@ You can find out more about Dave’s work on mental health advocacy at: [https:/
 Please [register for online attendance via Zoom](https://imperial-ac-uk.zoom.us/meeting/register/tJMuf-CrqTkuGdZFrZkMGqB_TsM3nsRVKSYl#/registration). 
 
 The talk will also be recorded and shared via the
-[Society of Research Software Engineering’s YouTube channel](https://www.youtube.com/@societyofresearchsoftwaree5863).
+[Society of Research Software Engineering’s YouTube channel](https://www.youtube.com/@SocRSE).
 
diff --git a/_posts/history/2022-02-06-a-brief-history-of-usrse.md b/_posts/history/2022-02-06-a-brief-history-of-usrse.md
index 0b6790dc8..091bb6674 100644
--- a/_posts/history/2022-02-06-a-brief-history-of-usrse.md
+++ b/_posts/history/2022-02-06-a-brief-history-of-usrse.md
@@ -322,8 +322,8 @@ Over several months it was worked on extensively by the website working group. O
 
 As a result of the February 2021 Community Call, we determined there was a need for a working group to focus on Education and Training.
 In April 2021, a group of US-RSE members organized by Jeffrey Carver began meeting with a goal of identifying the types of education and training activities RSEs need and gathering resources to support those needs.
-The group began by developing an initial list of existing training resources [[ref](https://us-rse.org/resources/training/)], which is still growing.
-Next the group enumerated a list of skills that various types of RSEs may possess [[ref](https://us-rse.org/resources/training/skills/)].
+The group began by developing an initial list of existing training resources [[ref](https://us-rse.org/wg/education_training/training/)], which is still growing.
+Next the group enumerated a list of skills that various types of RSEs may possess [[ref](https://us-rse.org/wg/education_training/skills/)].
 The group is currently working on establishing a webinar series to provide relevant training to members of US-RSE.
 Eventually, the group plans to map the RSE skills into a more structured training program that could eventually be adopted by workshops or academic institutions.