diff --git a/.gitignore b/.gitignore
index ec23237..e577e14 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,4 @@
+.venv/
 output/
 backup/
 *~
\ No newline at end of file
diff --git a/Makefile b/Makefile
index 06d9f2e..ca64be7 100644
--- a/Makefile
+++ b/Makefile
@@ -4,7 +4,7 @@ VENV := .venv
 PY := $(VENV)/bin/python
 PIP := $(VENV)/bin/pip
 
-all: build search
+all: clean build search
 
 build:
 	@echo "Building project..."
diff --git a/README.md b/README.md
index 7d4dc4f..95b3cae 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,3 @@
 # Introduction
 
-This repository contains code for the website ~https://zainezq.com~, which serves as a...
+This repository contains code for the website ~https://zainezq.com~, which serves as a blah
diff --git a/assets/emacs-calibre.rnote b/assets/emacs-calibre.rnote
new file mode 100644
index 0000000..5a66610
Binary files /dev/null and b/assets/emacs-calibre.rnote differ
diff --git a/assets/images/diagrams/airflow-flow.png b/assets/images/diagrams/airflow-flow.png
new file mode 100644
index 0000000..357ac7b
Binary files /dev/null and b/assets/images/diagrams/airflow-flow.png differ
diff --git a/assets/images/diagrams/datamart-high-level.png b/assets/images/diagrams/datamart-high-level.png
new file mode 100644
index 0000000..0607d06
Binary files /dev/null and b/assets/images/diagrams/datamart-high-level.png differ
diff --git a/assets/images/diagrams/high-level-dora.png b/assets/images/diagrams/high-level-dora.png
new file mode 100644
index 0000000..6f54427
Binary files /dev/null and b/assets/images/diagrams/high-level-dora.png differ
diff --git a/assets/images/reviews/probation-objectives/rotation-calendar.png b/assets/images/reviews/probation-objectives/rotation-calendar.png
new file mode 100644
index 0000000..ad4bffb
Binary files /dev/null and b/assets/images/reviews/probation-objectives/rotation-calendar.png differ
diff --git a/blogs/2025/12-december/21-12-week-review.org b/blogs/2025/12-december/21-12-week-review.org
index 0d4f26d..6828c66 100644
--- a/blogs/2025/12-december/21-12-week-review.org
+++ b/blogs/2025/12-december/21-12-week-review.org
@@ -2,7 +2,8 @@
 #+OPTIONS: num:nil
 #+DATE: <2025-12-21 Sun 12:12>
 #+filetags: :review:
-#+WIP: t
+#+WIP:
 #+COMMENTS: t
 #+SLUG: 21-12-25-week-review
 
+This week we finalised the DORA metrics, by ensuring the PR was created, the BACPAC's are correctly in the cluster, and that there is a connection between Power BI and the SQL cluster.
diff --git a/blogs/2025/12-december/28-12-week-review.org b/blogs/2025/12-december/28-12-week-review.org
index 16b8a93..70f8cbc 100644
--- a/blogs/2025/12-december/28-12-week-review.org
+++ b/blogs/2025/12-december/28-12-week-review.org
@@ -2,7 +2,8 @@
 #+OPTIONS: num:nil
 #+DATE: <2025-12-28 Sun 12:12>
 #+filetags: :review:
-#+WIP: t
+#+WIP:
 #+COMMENTS: t
 #+SLUG: 28-12-25-week-review
 
+This week I mostly spent completing the PR for the Airflow (not long after I was told to refactor everything to use parquets instead of xcom, although that was done the following week).
diff --git a/blogs/2026/01-january/04-01-week-review.org b/blogs/2026/01-january/04-01-week-review.org
index dda4006..d4bee21 100644
--- a/blogs/2026/01-january/04-01-week-review.org
+++ b/blogs/2026/01-january/04-01-week-review.org
@@ -2,7 +2,7 @@
 #+OPTIONS: num:nil
 #+DATE: <2026-01-04 Sun 12:12>
 #+filetags: :review:
-#+WIP: t
+#+WIP:
 #+COMMENTS: t
 #+SLUG: 04-01-26-week-review
 
diff --git a/blogs/2026/01-january/11-01-week-review.org b/blogs/2026/01-january/11-01-week-review.org
new file mode 100644
index 0000000..7441362
--- /dev/null
+++ b/blogs/2026/01-january/11-01-week-review.org
@@ -0,0 +1,9 @@
+#+TITLE: [11-01-2026] - Weekly Review
+#+OPTIONS: num:nil
+#+DATE: <2026-01-11 Sun 12:12>
+#+filetags: :review:
+#+WIP:
+#+COMMENTS: t
+#+SLUG: 11-01-26-week-review
+
+This week we finalised the project, and we focused on the probation objectives. This mainly included the PCR which was held on <2026-01-08 Thu> and the end of bootcamp presentation that is to be held at <2026-01-13 Tue>.
diff --git a/blogs/2026/01-january/18-01-week-review.org b/blogs/2026/01-january/18-01-week-review.org
new file mode 100644
index 0000000..566c1c4
--- /dev/null
+++ b/blogs/2026/01-january/18-01-week-review.org
@@ -0,0 +1,8 @@
+#+TITLE: [18-01-2026] - Weekly Review
+#+OPTIONS: num:nil
+#+DATE: <2026-01-18 Sun 12:12>
+#+filetags: :review:
+#+WIP: t
+#+COMMENTS: t
+#+SLUG: 18-01-26-week-review
+
diff --git a/blogs/2026/2026-list.org b/blogs/2026/2026-list.org
index 9c0df7f..b8065af 100644
--- a/blogs/2026/2026-list.org
+++ b/blogs/2026/2026-list.org
@@ -6,4 +6,6 @@ See the categories: @@html:<a href="../../categories.html">Categories</a>@@
 * 2026
 
 ** January 2026
+- [[file:01-january/18-01-week-review.org][[18-01-2026] - Weekly Review]] @@html:<span class="post-date">18-01-2026 12:12</span>@@ @@html:<a href="/tags/review.html"> <span class="post-tag">review</span> </a>@@
+- [[file:01-january/11-01-week-review.org][[11-01-2026] - Weekly Review]] @@html:<span class="post-date">11-01-2026 12:12</span>@@ @@html:<a href="/tags/review.html"> <span class="post-tag">review</span> </a>@@
 - [[file:01-january/04-01-week-review.org][[04-01-2026] - Weekly Review]] @@html:<span class="post-date">04-01-2026 12:12</span>@@ @@html:<a href="/tags/review.html"> <span class="post-tag">review</span> </a>@@
diff --git a/blogs/blogs-list.org b/blogs/blogs-list.org
index 65042be..9307785 100644
--- a/blogs/blogs-list.org
+++ b/blogs/blogs-list.org
@@ -4,8 +4,10 @@
 See the categories: @@html:<a href="../categories.html">Categories</a>@@
 
 * Blogs:
-- [[file:2026/2026-list.org][2026 List]] @@html:<span class="post-date">10-01-2026 20:49</span>@@ 
-- [[file:2025/2025-list.org][2025 List]] @@html:<span class="post-date">10-01-2026 20:49</span>@@ 
+- [[file:2026/01-january/18-01-week-review.org][[18-01-2026] - Weekly Review]] @@html:<span class="post-date">18-01-2026 12:12</span>@@ @@html:<a href="/tags/review.html"> <span class="post-tag">review</span> </a>@@
+- [[file:2026/2026-list.org][2026 List]] @@html:<span class="post-date">17-01-2026 21:24</span>@@ 
+- [[file:2025/2025-list.org][2025 List]] @@html:<span class="post-date">17-01-2026 21:24</span>@@ 
+- [[file:2026/01-january/11-01-week-review.org][[11-01-2026] - Weekly Review]] @@html:<span class="post-date">11-01-2026 12:12</span>@@ @@html:<a href="/tags/review.html"> <span class="post-tag">review</span> </a>@@
 - [[file:2026/01-january/04-01-week-review.org][[04-01-2026] - Weekly Review]] @@html:<span class="post-date">04-01-2026 12:12</span>@@ @@html:<a href="/tags/review.html"> <span class="post-tag">review</span> </a>@@
 - [[file:2025/12-december/28-12-week-review.org][[28-12-2025] - Weekly Review]] @@html:<span class="post-date">28-12-2025 12:12</span>@@ @@html:<a href="/tags/review.html"> <span class="post-tag">review</span> </a>@@
 - [[file:2025/12-december/21-12-week-review.org][[21-12-2025] - Weekly Review]] @@html:<span class="post-date">21-12-2025 12:12</span>@@ @@html:<a href="/tags/review.html"> <span class="post-tag">review</span> </a>@@
diff --git a/build-site.el b/build-site.el
index 7e80a27..d3808aa 100644
--- a/build-site.el
+++ b/build-site.el
@@ -104,7 +104,7 @@
   "<footer>
 <div class=\"copyright-container\">
 <div class=\"copyright\">
-Copyright &copy; 2022-2025 Zaine Qayyum. All rights reserved unless otherwise noted.</div></div>
+Copyright &copy; 2022-2026 Zaine Qayyum. All rights reserved unless otherwise noted.</div></div>
 <div class=\"generated\">
 Created with %c on <a href=\"https://www.archlinux.org/\">Arch</a> <a href=\"https://www.gnu.org\">GNU</a>/<a href=\"https://www.kernel.org/\">Linux</a>
 </div>
diff --git a/home/categories.org b/home/categories.org
index 4052e1c..2cf95b8 100644
--- a/home/categories.org
+++ b/home/categories.org
@@ -10,5 +10,5 @@
 - [[file:tags/maths.org][@@html:<span class="post-tag">maths</span>@@]] (1)
 - [[file:tags/notes.org][@@html:<span class="post-tag">notes</span>@@]] (11)
 - [[file:tags/reading.org][@@html:<span class="post-tag">reading</span>@@]] (1)
-- [[file:tags/review.org][@@html:<span class="post-tag">review</span>@@]] (12)
+- [[file:tags/review.org][@@html:<span class="post-tag">review</span>@@]] (14)
 - [[file:tags/website.org][@@html:<span class="post-tag">website</span>@@]] (2)
\ No newline at end of file
diff --git a/index.org b/index.org
index 06ab062..15bdd51 100644
--- a/index.org
+++ b/index.org
@@ -8,22 +8,39 @@ This is a website built using Emacs Org-mode and published using ~org-publish~.
 
 Feel free to explore:
 
-[[file:lima/limas-play-area.org][lima's page]]
+** Lima
+
+- [[file:lima/limas-play-area.org][lima's page]]
 
 ** Main Pages:
 
 - [[file:posts/career/career-list.org][Career Page]]
-- [[file:books/books-list.org][Books Page]]
+
+- [[file:blogs/2026/2026-list.org][2026]]
+
 - [[file:blogs/2025/2025-list.org][2025]]
 
+** Blogs and Posts
+
+- [[file:blogs/blogs-list.org][Blogs Page]]
+
+- [[file:posts/posts-list.org][Posts Page]]
+
+** Setup Page
+
+- [[file:home/setup.org][Setup Page]]
+
+** Sitemap
+
+- [[file:sitemap.org][Sitemap]]
+ 
 ** Extra (reference pages)
 
 - [[file:home/status.org][Status of competencies]]
+
 - [[file:wip.org][Work In Progress Files]]
+
 - [[file:home/backlog.org][Backlog Page]]
+
 - [[file:recently-updated.org][Recent Updates Page]]
-- [[file:blogs/blogs-list.org][Blogs Page]]
-- [[file:posts/posts-list.org][Posts Page]]
-- [[file:home/setup.org][Setup Page]]
-- [[file:sitemap.org][Sitemap]]
- 
+
diff --git a/posts/career/airflow.org b/posts/career/airflow.org
index 56e977b..42bf96b 100644
--- a/posts/career/airflow.org
+++ b/posts/career/airflow.org
@@ -2,13 +2,15 @@
 #+OPTIONS: num:nil
 #+DATE:<2025-11-15 Sat 18:37> 
 #+filetags: :learning:notes:
-#+WIP: t
+#+WIP: 
 #+COMMENTS: t
 #+SLUG: airflow
 
-**ADD THE ORCHESTRATOR DIAGRAM**
+[[../../assets/images/diagrams/airflow-flow.png]]
 
-**ADD THE OVERALL DIAGRAM**
+[[../../assets/images/diagrams/datamart-high-level.png]]
+
+[[../../assets/images/diagrams/high-level-dora.png]]
 
 * What they are:
 Summary from Filippo:
@@ -43,7 +45,7 @@ Here is a diagram that explains this process:
 ** Diagram
 *Sam has written the following and made this diagram*
 
-[[../../../assets/images/diagrams/airflow.png]]
+[[../../assets/images/diagrams/airflow.png]]
 
 1. AZDO repo for our datamart to go in. Clone the data mart example template
 2. Datamart, can use one big one that has different tables for everything that we need.
diff --git a/posts/career/probation-objectives.org b/posts/career/probation-objectives.org
index ef3ef22..199e999 100644
--- a/posts/career/probation-objectives.org
+++ b/posts/career/probation-objectives.org
@@ -2,28 +2,32 @@
 #+OPTIONS: num:nil
 #+DATE: <2025-12-08 Mon 17:55> 
 #+filetags: :review:notes:
-#+WIP: t
+#+WIP:
 #+COMMENTS: t
 #+SLUG: probation-objectives
 
-**ADD THE ROTATION CALENDAR**
+Document signed and sent off to HR on <2026-01-15 Thu>
+
+* Rotation Calendar
+
+[[../../assets/images/reviews/probation-objectives/rotation-calendar.png]]
 
 * Checklists:
-** Customer Service Report
+** +Customer Service Report+
 - Introduction
 - Service Desk Experience
 - Customer Experience
 - Lessons Learnt
 - Conclusion
 
-** Personal Development Plan
+** +Personal Development Plan+
 - Create a SWOT
 - Create a Personal Development Plan with SMART objectives
 - Include strengths and weaknesses of your team role
 - Define short-, medium-, and long-term objectives
 - Keep traction on the competency tasks and dashboard
 
-** Process Best Practice Report
+** +Process Best Practice Report+
 - Introduction
 - Lean Overview
 - Software Development Overview
@@ -32,19 +36,19 @@
 
 ** Competencies
 - +20% End of Nov+
-- 20% End of Dec
+- +20% End of Dec+
 - 20% End of Jan
 
-** Books
+** +Books+
 - +The Toyota Way+
 - +The Clean Coder+
 - +Clean Code+
 - +Agile Testing+
-- Headfirst into Design Patterns (in progress)
-- Code Complete 2
-- Working Effectively with Legacy Code
+- +Headfirst into Design Patterns+
+- +Code Complete 2+
+- +Working Effectively with Legacy Code+
 
-** Public Code Review (Demonstrate development best practice)
+** +Public Code Review (Demonstrate development best practice)+
 - Training on appropriate languages (C#, PHP Laravel, JavaScript, SQL, PowerShell, NUnit, PHPUnit, Jest, tSQLt, pester)
 - Read books and do training on development best practices (SOLID, Design Patterns, Continuous Monitoring, TDD, BDD, CI/CD)
 - Training around Requirements (Feature writing, User Story writing, Task writing, User Story Mapping, Low Fidelity UI Designs)
@@ -75,7 +79,7 @@ Rotations start on: <2026-01-14 Wed>
 * Probation meetings:
 1. <2025-11-06 Thu>
 2. <2025-12-11 Thu> -> Got pushed to <2025-12-15 Mon>
-3.
+3. <2026-01-12 Mon>
 
 * Document:
 
diff --git a/posts/posts-list.org b/posts/posts-list.org
index 8c1b0ae..dfdd5bb 100644
--- a/posts/posts-list.org
+++ b/posts/posts-list.org
@@ -4,7 +4,7 @@
 See the categories: @@html:<a href="../categories.html">Categories</a>@@
 
 * Posts:
-- [[file:career/career-list.org][Career List]] @@html:<span class="post-date">10-01-2026 20:49</span>@@ 
+- [[file:career/career-list.org][Career List]] @@html:<span class="post-date">17-01-2026 21:24</span>@@ 
 - [[file:career/probation-objectives.org][Probation Objectives:]] @@html:<span class="post-date">08-12-2025 17:55</span>@@ @@html:<a href="/tags/review.html"> <span class="post-tag">review</span> </a>@@ @@html:<a href="/tags/notes.html"> <span class="post-tag">notes</span> </a>@@
 - [[file:career/airflow.org][Datamarts, Airflow and DAG's]] @@html:<span class="post-date">15-11-2025 18:37</span>@@ @@html:<a href="/tags/learning.html"> <span class="post-tag">learning</span> </a>@@ @@html:<a href="/tags/notes.html"> <span class="post-tag">notes</span> </a>@@
 - [[file:career/normalisation.org][Benefits of Normalisation]] @@html:<span class="post-date">10-11-2025 18:04</span>@@ @@html:<a href="/tags/learning.html"> <span class="post-tag">learning</span> </a>@@ @@html:<a href="/tags/notes.html"> <span class="post-tag">notes</span> </a>@@
diff --git a/recently-updated.org b/recently-updated.org
index d9d3d04..c3db8eb 100644
--- a/recently-updated.org
+++ b/recently-updated.org
@@ -2,15 +2,18 @@
 #+OPTIONS: toc:nil num:nil
 
 * Recently Updated (top 26 files - per lima's request)
+- [[file:blogs/2026/01-january/18-01-week-review.org][[18-01-2026] - Weekly Review]] @@html:<span class="post-date">2026-01-17 21:24</span>@@
+- [[file:blogs/2026/01-january/11-01-week-review.org][[11-01-2026] - Weekly Review]] @@html:<span class="post-date">2026-01-17 21:23</span>@@
+- [[file:index.org][Home Page]] @@html:<span class="post-date">2026-01-17 21:21</span>@@
+- [[file:posts/career/airflow.org][Datamarts, Airflow and DAG's]] @@html:<span class="post-date">2026-01-17 21:17</span>@@
+- [[file:blogs/2025/12-december/21-12-week-review.org][[21-12-2025] - Weekly Review]] @@html:<span class="post-date">2026-01-17 21:09</span>@@
+- [[file:blogs/2025/12-december/28-12-week-review.org][[28-12-2025] - Weekly Review]] @@html:<span class="post-date">2026-01-17 21:08</span>@@
+- [[file:blogs/2026/01-january/04-01-week-review.org][[04-01-2026] - Weekly Review]] @@html:<span class="post-date">2026-01-17 21:08</span>@@
+- [[file:posts/career/probation-objectives.org][Probation Objectives:]] @@html:<span class="post-date">2026-01-17 21:06</span>@@
 - [[file:home/status.org][Competency Status Board]] @@html:<span class="post-date">2026-01-10 20:47</span>@@
-- [[file:posts/career/probation-objectives.org][Probation Objectives:]] @@html:<span class="post-date">2026-01-07 18:03</span>@@
-- [[file:posts/career/airflow.org][Datamarts, Airflow and DAG's]] @@html:<span class="post-date">2026-01-06 16:08</span>@@
 - [[file:home/backlog.org][Backlog]] @@html:<span class="post-date">2026-01-06 16:00</span>@@
 - [[file:posts/career/invest-principles.org][Invest Principles]] @@html:<span class="post-date">2026-01-04 17:15</span>@@
-- [[file:blogs/2026/01-january/04-01-week-review.org][[04-01-2026] - Weekly Review]] @@html:<span class="post-date">2025-12-31 21:43</span>@@
 - [[file:posts/career/lean.org][Lean]] @@html:<span class="post-date">2025-12-30 21:04</span>@@
-- [[file:blogs/2025/12-december/21-12-week-review.org][[21-12-2025] - Weekly Review]] @@html:<span class="post-date">2025-12-30 18:47</span>@@
-- [[file:blogs/2025/12-december/28-12-week-review.org][[28-12-2025] - Weekly Review]] @@html:<span class="post-date">2025-12-30 10:15</span>@@
 - [[file:home/notes.org][Notes]] @@html:<span class="post-date">2025-12-18 22:30</span>@@
 - [[file:home/setup.org][Setup]] @@html:<span class="post-date">2025-12-18 22:00</span>@@
 - [[file:posts/career/wireframe-designs.org][Wireframe Designs]] @@html:<span class="post-date">2025-12-16 21:44</span>@@
@@ -25,6 +28,3 @@
 - [[file:home/countdown.org][Countdown]] @@html:<span class="post-date">2025-12-16 21:41</span>@@
 - [[file:blogs/publish-pages.org][How to publish pages using Org Publish]] @@html:<span class="post-date">2025-12-16 21:40</span>@@
 - [[file:blogs/2025/12-december/14-12-week-review.org][[14-12-2025] - Weekly Review]] @@html:<span class="post-date">2025-12-16 21:40</span>@@
-- [[file:blogs/2025/12-december/07-12-week-review.org][[07-12-2025] - Weekly Review]] @@html:<span class="post-date">2025-12-16 21:40</span>@@
-- [[file:blogs/2025/11-november/30-11-week-review.org][[30-11-2025] - Weekly Review]] @@html:<span class="post-date">2025-12-16 21:40</span>@@
-- [[file:blogs/2025/11-november/23-11-week-review.org][[23-11-2025] - Weekly Review]] @@html:<span class="post-date">2025-12-16 21:40</span>@@
diff --git a/sitemap.org b/sitemap.org
index c6b74d2..97f7f3c 100644
--- a/sitemap.org
+++ b/sitemap.org
@@ -64,6 +64,8 @@
     - [[file:blogs/2026/2026-list.org][2026 List]]
     - 01-january
       - [[file:blogs/2026/01-january/04-01-week-review.org][[04-01-2026] - Weekly Review]]
+      - [[file:blogs/2026/01-january/11-01-week-review.org][[11-01-2026] - Weekly Review]]
+      - [[file:blogs/2026/01-january/18-01-week-review.org][[18-01-2026] - Weekly Review]]
 - books
   - [[file:books/books-list.org][Books List]]
   - clean-code
@@ -72,10 +74,10 @@
   - [[file:tags/introduction.org][Tag: introduction]]
   - [[file:tags/learning.org][Tag: learning]]
   - [[file:tags/notes.org][Tag: notes]]
-  - [[file:tags/emacs.org][Tag: emacs]]
   - [[file:tags/education.org][Tag: education]]
   - [[file:tags/website.org][Tag: website]]
   - [[file:tags/review.org][Tag: review]]
+  - [[file:tags/emacs.org][Tag: emacs]]
   - [[file:tags/reading.org][Tag: reading]]
   - [[file:tags/maths.org][Tag: maths]]
   - [[file:tags/insights.org][Tag: insights]]
\ No newline at end of file
diff --git a/tags/review.org b/tags/review.org
index 408a7f5..e593925 100644
--- a/tags/review.org
+++ b/tags/review.org
@@ -2,6 +2,8 @@
 #+OPTIONS: toc:nil num:nil title:nil 
 
 * Posts tagged review
+- [[file:../blogs/2026/01-january/18-01-week-review.org][[18-01-2026] - Weekly Review]]
+- [[file:../blogs/2026/01-january/11-01-week-review.org][[11-01-2026] - Weekly Review]]
 - [[file:../blogs/2026/01-january/04-01-week-review.org][[04-01-2026] - Weekly Review]]
 - [[file:../blogs/2025/12-december/28-12-week-review.org][[28-12-2025] - Weekly Review]]
 - [[file:../blogs/2025/12-december/21-12-week-review.org][[21-12-2025] - Weekly Review]]
diff --git a/wip.org b/wip.org
index a2d7f53..846f833 100644
--- a/wip.org
+++ b/wip.org
@@ -2,8 +2,4 @@
 #+OPTIONS: toc:nil num:nil
 
 * Work in progress
-- [[file:blogs/2026/01-january/04-01-week-review.org][[04-01-2026] - Weekly Review]] @@html:<span class="post-date">04-01-2026 12:12</span>@@
-- [[file:blogs/2025/12-december/28-12-week-review.org][[28-12-2025] - Weekly Review]] @@html:<span class="post-date">28-12-2025 12:12</span>@@
-- [[file:blogs/2025/12-december/21-12-week-review.org][[21-12-2025] - Weekly Review]] @@html:<span class="post-date">21-12-2025 12:12</span>@@
-- [[file:posts/career/probation-objectives.org][Probation Objectives:]] @@html:<span class="post-date">08-12-2025 17:55</span>@@
-- [[file:posts/career/airflow.org][Datamarts, Airflow and DAG's]] @@html:<span class="post-date">15-11-2025 18:37</span>@@
\ No newline at end of file
+- [[file:blogs/2026/01-january/18-01-week-review.org][[18-01-2026] - Weekly Review]] @@html:<span class="post-date">18-01-2026 12:12</span>@@
\ No newline at end of file