diff --git a/draft.md b/draft.md
index eb10c9a9..d33a955e 100644
--- a/draft.md
+++ b/draft.md
@@ -8,7 +8,7 @@ image: https://rweekly.org/public/facebook.png
 
 + [How to have (my) content shared by R Weekly?](https://github.com/rweekly/rweekly.org#how-to-have-my-content-shared-by-r-weekly)
 
-This week’s release was curated by [](), with help from the R Weekly team members and contributors.
+This week’s release was curated by [Sam Parmar](https://github.com/parmsam), with help from the R Weekly team members and contributors.
 
 
 
@@ -32,10 +32,25 @@ This week’s release was curated by [](), with help from the R Weekly team memb
 
 + [Uncovering Unknowns: Data in Investigative Journalism - All stories a based heavily in #rstats programming](https://katharinabrunner.de/2024/10/uncovering-unknowns-data-in-investigative-journalism/)
 
++ [Time Series Machine Learning: S&P 500](https://datageeek.com/2024/10/22/time-series-machine-learning-sp-500/)
+
++ [Iterating to achieve my first accepted posit::conf talk](https://www.pipinghotdata.com/posts/2024-10-24-iterating-to-achieve-my-first-accepted-positconf-talk)
+
++ [Dyson’s Algorithm for the Twelve Coins Problem](https://win-vector.com/2024/10/24/dysons-algorithm-for-the-twelve-coins-problem/)
+
++ [3 Lessons learned from 3 years of testing as an R developer](https://jakubsob.github.io/blog/3-lessons-learned-from-3-years-of-testing-as-r-developer/)
++ [{sortable} card games in {shiny}](https://www.rostrum.blog/posts/2024-10-25-not-balatro/index.html)
+
++ [Tips for implementing custom features in Shiny](https://posit.co/blog/tips-for-implementing-custom-features-in-shiny/)
+
+
+
 ### R in the Real World
 
 * [A note about a bug in irr::kripp.alpha()](https://chainsawriot.com/postmannheim/2024/10/25/krippendoff.html)
 
++ [Posit’s Hadley Wickham honored with the 2025 ASA Award for Statistical Computing and Graphics](https://posit.co/blog/hadley-wickham-honored-with-the-2025-asa-award-for-statistical-computing-and-graphics/)
+
 ### R in Organizations
 
 
@@ -70,6 +85,9 @@ This week’s release was curated by [](), with help from the R Weekly team memb
 
 <i>🔍 [Search on R-universe](https://r-universe.dev/search/) 🔍</i>
 
++ [drat 0.2.5 on CRAN: Small Updates](http://dirk.eddelbuettel.com/blog/2024/10/21#drat_0.2.5)
+
+
 ### Videos and Podcasts
 
 + [Listen to the R-Weekly Highlights Podcast](https://serve.podhome.fm/r-weekly-highlights)
@@ -91,6 +109,23 @@ This week’s release was curated by [](), with help from the R Weekly team memb
 
 + [Data Science Workflows in R: Tutorial Companion e-book](https://datasciworkflows.netlify.app/)
 
++ [Polyglot Maxxie and Minnie](https://jcarroll.com.au/2024/10/26/polyglot-maxxie-and-minnie/)
+  
++ [Listing Alpaca Assets](https://datawookie.dev/blog/2024/10/listing-alpaca-assets/)
+
++ [Comparison of spatial patterns in continuous raster data for arbitrary regions using R](https://jakubnowosad.com/posts/2024-10-27-spatcomp-bp3/)
+
++ [Comparison of spatial patterns in continuous raster data for overlapping regions using R](https://jakubnowosad.com/posts/2024-10-20-spatcomp-bp2/)
+
++ [Sentiment Analysis in R](https://www.codingthepast.com/2024/10/21/Sentiment-analysis-in-R.html)
+
++ [Mastering Linux Terminal: Clear and History Commands for Beginners](https://www.spsanderson.com/steveondata/posts/2024-10-25/)
+
++ [Enhancing Time Series Analysis: RandomWalker 0.2.0 Release](https://www.spsanderson.com/steveondata/posts/2024-10-24/)
++ [How to Loop Through List in R with Base R and purrr: A Comprehensive Guide for Beginners](https://www.spsanderson.com/steveondata/posts/2024-10-22/)
++ [Mastering Column Names in Base R: A Beginner’s Guide](https://www.spsanderson.com/steveondata/posts/2024-10-21/)
++ [3MW (Automate E-mails With R & {blastula})](https://3mw.albert-rapp.de/p/automate-e-mails-with-r-blastula)
+
 <!--<div class="post-more-begin></div><div class="post-more-end"></div>-->
 
 ### R Project Updates
@@ -111,6 +146,10 @@ Events in 3 Months:
 
 + [Weekly R Workshops for Ukraine](https://sites.google.com/view/dariia-mykhailyshyna/main/r-workshops-for-ukraine)
 
++ [Visualizing Variance with Sankey diagrams/Riverplots using R: An Illustration with Longitudinal Multi-level Modeling workshop](https://r-posts.com/visualizing-variance-with-sankey-diagrams-riverplots-using-r-an-illustration-with-longitudinal-multi-level-modeling-workshop/)
+
++ [Understanding Difference-in-Differences: Basics and Beyond with Applications in R workshop](https://r-posts.com/understanding-difference-in-differences-basics-and-beyond-with-applications-in-r-workshop/)
+
 ### Grants & Funding