diff --git a/development-updates.md b/development-updates.md
index 16de032..6bc9f4f 100644
--- a/development-updates.md
+++ b/development-updates.md
@@ -190,7 +190,7 @@ The final weeks of the cohort should mark the finalization of your project. Subm
 | Name/GH                                                        | Final dev update                                                                                            | Project presentation                                                                                                                                                                   |
 |----------------------------------------------------------------|-------------------------------------------------------------------------------------------------------------|----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------|
 | [AdedamolaXL](https://github.com/AdedamolaXL)                  |                                                                                                             |                                                                                                                                                                                        |
-| [Advaita](https://github.com/advaita-saha)  | [Final Update](https://advaita.work/epf/final-update)                                                       |  [Presentation](https://docs.google.com/presentation/d/1T3SP1x7dgwrKPhAhOi02BXNhyLls5BDOS1zJHaLa0js/edit?usp=sharing)                                                                                                                                                                                       |
+| [Advaita](https://github.com/advaita-saha)  | [Final Update](https://advaita.work/epf/final-update)                                                       |  [Presentation](https://docs.google.com/presentation/d/1T3SP1x7dgwrKPhAhOi02BXNhyLls5BDOS1zJHaLa0js/edit?usp=sharing)                                                                         |
 | [Agnish](github.com/agnxsh)                                    |                                                                                                             |                                                                                                                                                                                        |
 | [Alessandro Mazza](https://github.com/alessandromazza98)       | [Final Update](https://alessandromazza.notion.site/Final-Dev-Update-3c9df4363f7143ce9a33a455876dacb5?pvs=4) |                                                                                                                                                                                        |
 | [Amit](https://github.com/amit0617)                            |                                                                                                             |                                                                                                                                                                                        |
@@ -207,7 +207,7 @@ The final weeks of the cohort should mark the finalization of your project. Subm
 | [Eniko](github.com/eenagy)                                     |                                                                                                             |                                                                                                                                                                                        |
 | [Filip Siroky](https://github.com/fisiroky)                    |                                                                                                             |                                                                                                                                                                                        |
 | [Gaston Zanitti](https://github.com/gzanitti)                  |                                                                                                             | [Presentation](https://github.com/gzanitti/cohort-four/blob/master/notes/gzanitti/EPF-Final.pdf)                                                                                       |
-| [Gbolahan](https://github.com/galadd)                          | [Final Update](https://hackmd.io/@galadd/rk6IkKNEp)                                                         | [Presentation](https://drive.google.com/file/d/1cunT_zSzm3YtK0ftgnpuGfbnO0UNCfeW/view?usp=drive_link)                                                                                                                                                                                       |
+| [Gbolahan](https://github.com/galadd)                          | [Final Update](https://hackmd.io/@galadd/rk6IkKNEp)                                                         | [Presentation](https://drive.google.com/file/d/1cunT_zSzm3YtK0ftgnpuGfbnO0UNCfeW/view?usp=drive_link)                                                                                    |
 | [Geemo](https://github.com/GeemoCandama)                       |                                                                                                             |                                                                                                                                                                                        |
 | [Godspower](https://github.com/Godspower-Eze)                  |                                                                                                             |                                                                                                                                                                                        |
 | [Han](https://github.com/weiihann)                             | [Final Update](https://hackmd.io/R55gJj_YSUiUftU-pcboQA?view)                                               |                                                                                                                                                                                        |
@@ -217,7 +217,7 @@ The final weeks of the cohort should mark the finalization of your project. Subm
 | [joohhnnn(John)](https://github.com/joohhnnn)                  |                                                                                                             |                                                                                                                                                                                        |
 | [Jordan Coppard](https://github.com/tsujp)                     |                                                                                                             |                                                                                                                                                                                        |
 | [KaydenML](https://github.com/KaydenML)                        | [Final Update](https://hackmd.io/@v8QYUEqNQI-q90vwuMaJaw/HJV0WR5mp)                                         |                                                                                                                                                                                        |
-| [Lincoln](https://github.com/murrlincoln)                      |                                                                                                             |                                                                                                                                                                                        |
+| [Lincoln](https://github.com/murrlincoln)                      | [Final Update](https://lincolnm.notion.site/Final-Update-SSF-Research-Expansion-259e908dd4504f248ef4d51aeca83bdc?pvs=4)          |                                                                                                                                                         |
 | [Luke](github.com/ltfschoen)                                   | [Final Update](https://hackmd.io/xt3aYxTlQPq4LOuBCUs2PA?view#Final-Development-Update)                      |                                                                                                                                                                                        |
 | [Manav Darji](https://github.com/manav2401)                    |                                                                                                             |                                                                                                                                                                                        |
 | Marcos                                                         | [Final Update](https://hackmd.io/@mdvillagra/rkW498aGa)                                                     |                                                                                                                                                                                        |