diff --git a/content/tutorials/modeling_movement/GRASS_movement_pt.qmd b/content/tutorials/modeling_movement/GRASS_movement_pt.qmd
index 000d0a0..9df533e 100644
--- a/content/tutorials/modeling_movement/GRASS_movement_pt.qmd
+++ b/content/tutorials/modeling_movement/GRASS_movement_pt.qmd
@@ -14,7 +14,7 @@ format:
     code-copy: true
     code-fold: false
 page-layout: article
-categories: [intermediate, advanced, GUI, raster, cost surface, least cost path, Português]
+categories: [intermediate, advanced, GUI, raster, cost surface, least cost path, Portuguese]
 description: Gerando uma superfície de custo cumulativo e um caminho de menor custo com *r.walk* e *r.path* para modelar o movimento ao caminhar por uma paisagem.
 execute: 
   eval: false
diff --git a/content/tutorials/noise/noise.qmd b/content/tutorials/noise/noise.qmd
index ae4567b..5ca198d 100644
--- a/content/tutorials/noise/noise.qmd
+++ b/content/tutorials/noise/noise.qmd
@@ -3,7 +3,7 @@ title: "Procedural Noise"
 author: "Brendan Harmon"
 date: 2025-07-18
 date-modified: today
-categories: [noise, terrain, raster, map algebra, python, intermediate]
+categories: [noise, terrain, raster, map algebra, Python, intermediate]
 description: Learn how to generate procedural noise using Python scripting in GRASS.
 image: images/noise_05.webp
 bibliography: noise.bib
diff --git a/content/tutorials/terrain_and_DEMs/GRASS_terrain_pt.qmd b/content/tutorials/terrain_and_DEMs/GRASS_terrain_pt.qmd
index bd8a38e..b4e5da2 100644
--- a/content/tutorials/terrain_and_DEMs/GRASS_terrain_pt.qmd
+++ b/content/tutorials/terrain_and_DEMs/GRASS_terrain_pt.qmd
@@ -14,7 +14,7 @@ format:
     code-copy: true
     code-fold: false
 page-layout: article
-categories: [beginner, intermediate, raster, DEM, visualization, terrain, slope, aspect, landforms, hydrology, streams, Português]
+categories: [beginner, intermediate, raster, DEM, visualization, terrain, slope, aspect, landforms, hydrology, streams, Portuguese]
 description: Este tutorial orienta o usuário por meio de várias maneiras de analisar e modelar terrenos a partir de mapas raster MDE.
 execute: 
   eval: false
diff --git a/content/tutorials/time_series/time_series_aggregations.qmd b/content/tutorials/time_series/time_series_aggregations.qmd
index ad8b3d3..0669cb5 100644
--- a/content/tutorials/time_series/time_series_aggregations.qmd
+++ b/content/tutorials/time_series/time_series_aggregations.qmd
@@ -228,7 +228,7 @@ gs.run_command("t.rast.series",
                method="average")
                
 # Display raster map with interactive class
-spw_map = gj.InteractiveMap(width = 500, use_region=True, tiles="CartoDark")
+spw_map = gj.InteractiveMap(width = 500, use_region=True, tiles="CartoDB.DarkMatter")
 spw_map.add_raster("avg_spring_warming")
 spw_map.add_layer_control(position = "bottomright")
 spw_map.show()
diff --git a/content/tutorials/time_series/time_series_query_with_vector.qmd b/content/tutorials/time_series/time_series_query_with_vector.qmd
index dc2551b..37be6ce 100644
--- a/content/tutorials/time_series/time_series_query_with_vector.qmd
+++ b/content/tutorials/time_series/time_series_query_with_vector.qmd
@@ -306,7 +306,7 @@ need aggregated values for a set of points.
 
 :::{.callout-note}
 We could have also used
-[t.sample](https://grass.osgeo.org/grass84/manuals/t.sample.html)
+[t.sample](https://grass.osgeo.org/grass-stable/manuals/t.sample.html)
 to check which maps from `lst_daily` would be aggregated in the
 new column `lst_new` above.