Included the full name of Timid Robot and changed markdown link formatting

Author: oree-xx

content/blog/entries/2026-30-03- the-end-of-an-era/contents.lr

@@ -12,7 +12,7 @@ pub_date: 2026-03-03
 ---
 body:
 
-Quantifying the Commons: The end of an era.
+## Quantifying the Commons: The end of an era.
 
 Dear gentle reader,
 
@@ -26,7 +26,7 @@ different teams at Creative Commons.
 Looking back, I was quite nervous on my first meeting with Timid Robot and
 Sara. I did not quite understand the automation part of the project, how long
 the scripts ran? Why? I was fascinated by the whole process of the system, after
-further explanation by Timid I was really impressed by the design thinking. A
+further explanation by Timid Robot I was really impressed by the design thinking. A
 lot of details and critical thinking were put into implementing the system. Big
 kudos to the project lead and previous contributors, I am in love with the
 foundation being put in place prior to my contribution. It is a firm one and it
@@ -41,15 +41,14 @@ articles, tested, iterated and improvised functions and mechanisms. I improved
 on my data structure and algorithm skills, I had to cater for test cases,
 limitations and risk. Risk in the sense that the system is exposed to change
 because the data is live and dynamic from the API. This is what I did in the
-first half of my internship here (first half blog post)
-[https://opensource.creativecommons.org/blog/entries/2026-01-22-My-outreachy-journey/].
+first half of my internship here [first half blog post]
+(https://opensource.creativecommons.org/blog/entries/2026-01-22-My-outreachy-journey/).
 I would be focusing on the second half of the internship in this blog post. A
 big part of the project is ensuring the integrity of data is in sync with the
 efficiency of the automation process.
 
 
-### I worked on completing the automation process for the Smithsonian quarterly
-report: 
+### I worked on completing the the process and report stages for the Smithsonian script: 
 Smithsonian is one of the largest public institutions in the United States. It
 has a total of 38 units/data sources like museums, zoos and libraries as of when
 I worked on it. We derived insights on the usage of CC0 license across the media
@@ -65,8 +64,7 @@ changes in the next automation process. This was the best way possible at the
 moment to handle the sudden unit code, so that our data is quite predictable and
 updated.
 
-### I also worked on completing the automation process for the Arxiv quarterly
-report:
+### I also worked on completing the process and report stages for the Arxiv script:
 
 Arxiv is a curated research-sharing platform with 5 million monthly active users
 and hosts 2.6 million research papers. We derived quite interesting insights
@@ -81,7 +79,7 @@ I learnt so much about creating a structure when solving a problem. It is quite
 easier to debug and it presents a detailed workflow for future contributors to
 understand what has been done previously. It literally boils down to how you
 name your variable or how you use it in a function. I also learnt the importance
-of asking why. Timid encouraged me to always question assumptions and understand
+of asking why. Timid Robot encouraged me to always question assumptions and understand
 the reasoning behind decisions. This was the best thing to do because it made
 the whole internship fun and puzzling. Things became naturally logical and I
 could connect the dots quite easily.