diff --git a/docs/src/index.md b/docs/src/index.md
index 300cde84f3..f62789bb4f 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -23,7 +23,7 @@ Below is a growing list of JuliaAstro and other related aero/astro presentations
 !!! details "JuliaCon 2022"
     **Julia in Astronomy & Astrophysics Research Symposium 2022 [[website]](https://eford.github.io/AstroMiniSymposiumAtJuliaCon2022/)**
     - [Using Julia to build the simulation pipeline of an astronomical instrument](https://www.youtube.com/watch?v=vj1uzilanQI&t=102s)
-    - [Joinly Modeling Telluric Features and Setellar Variability with StellarSpectraObservationFitting.jl](https://www.youtube.com/watch?v=vj1uzilanQI&t=1138s)
+    - [Jointly Modeling Telluric Features and Setellar Variability with StellarSpectraObservationFitting.jl](https://www.youtube.com/watch?v=vj1uzilanQI&t=1138s)
     - [Characterizing the TRAPPIST-1 System with Julia](https://www.youtube.com/watch?v=vj1uzilanQI&t=1977s)
     - [Gradients of the Big Bang with Bolt.jl](https://www.youtube.com/watch?v=vj1uzilanQI&t=3001s)
     - [High-dimensional inference from the Cosmic Microwave Background on GPU](https://www.youtube.com/watch?v=vj1uzilanQI&t=4143s)
@@ -59,7 +59,7 @@ Below is a growing list of JuliaAstro and other related aero/astro presentations
     - [Astrometry.jl: A Fundamental Julia Package for Astronomy](https://pretalx.com/juliacon-2025/talk/SGJEKU/)
     - [Bayesian Multifrequency Imaging for Radio Astronomy](https://pretalx.com/juliacon-2025/talk/BNCPT8/)
     - [Regularized Maximum Likelihood Methods for Black Hole Imaging](https://pretalx.com/juliacon-2025/talk/AYBT3G/)
-    - [Krang.jl: Physics inference from images fo Black Holes](https://pretalx.com/juliacon-2025/talk/GCSQQC/)
+    - [Krang.jl: Physics inference from images of Black Holes](https://pretalx.com/juliacon-2025/talk/GCSQQC/)
     - [Building an End-to-End Spectral Reduction Pipeline for APOGEE](https://pretalx.com/juliacon-2025/talk/HYYXTA/)
     - [Juggling astro catalogs in Julia: convenience meets performance](https://pretalx.com/juliacon-2025/talk/TUXFSL/)
     - [ScatteringOptics.jl: An Interstellar Scattering Framework](https://pretalx.com/juliacon-2025/talk/N7ZEMF/)