diff --git a/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/100-prompt-injection.md b/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/100-prompt-injection.md
index e7d198f8b..a56215a3d 100644
--- a/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/100-prompt-injection.md
+++ b/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/100-prompt-injection.md
@@ -1,3 +1,3 @@
 # Prompt Injection
 
-- [Prompt Injection](https://learnprompting.org/docs/prompt_hacking/injection)
\ No newline at end of file
+- [Prompt Injection](https://learnprompting.org/docs/prompt_hacking/injection)
diff --git a/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/103-defensive-measures.md b/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/103-defensive-measures.md
index 6b4bab191..aabf26403 100644
--- a/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/103-defensive-measures.md
+++ b/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/103-defensive-measures.md
@@ -1,3 +1,3 @@
 # Defensive Measures
 
-- [Defensive Measures](https://learnprompting.org/docs/category/-defensive-measures)
\ No newline at end of file
+- [Defensive Measures](https://learnprompting.org/docs/prompt_hacking/defensive_measures/overview)
diff --git a/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/104-offensive-measures.md b/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/104-offensive-measures.md
index 33ff1f86b..93a8e2bab 100644
--- a/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/104-offensive-measures.md
+++ b/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/104-offensive-measures.md
@@ -1,3 +1,3 @@
 # Offensive Measures
 
-- [Offensive Measures](https://learnprompting.org/docs/category/-offensive-measures)
\ No newline at end of file
+- [Offensive Measures](https://learnprompting.org/docs/prompt_hacking/offensive_measures/overview)
diff --git a/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/index.md b/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/index.md
index 6e7cb13c8..1c7902557 100644
--- a/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/index.md
+++ b/src/data/roadmaps/prompt-engineering/content/107-prompt-hacking/index.md
@@ -1,3 +1,3 @@
 # Prompt Hacking
 
-- [Prompt Hacking](https://learnprompting.org/docs/category/-prompt-hacking)
\ No newline at end of file
+- [Prompt Hacking](https://learnprompting.org/docs/prompt_hacking/intro)
diff --git a/src/data/roadmaps/prompt-engineering/content/108-image-prompting/100-style-modifiers.md b/src/data/roadmaps/prompt-engineering/content/108-image-prompting/100-style-modifiers.md
index 8aac75748..3e8c051bb 100644
--- a/src/data/roadmaps/prompt-engineering/content/108-image-prompting/100-style-modifiers.md
+++ b/src/data/roadmaps/prompt-engineering/content/108-image-prompting/100-style-modifiers.md
@@ -1,2 +1,3 @@
 # Style Modifiers
-- [Style Modifiers](https://learnprompting.org/docs/images/style_modifiers)
\ No newline at end of file
+
+- [Style Modifiers](https://learnprompting.org/docs/image_prompting/style_modifiers)
diff --git a/src/data/roadmaps/prompt-engineering/content/108-image-prompting/101-quality-boosters.md b/src/data/roadmaps/prompt-engineering/content/108-image-prompting/101-quality-boosters.md
index bf77e9b25..8f257b548 100644
--- a/src/data/roadmaps/prompt-engineering/content/108-image-prompting/101-quality-boosters.md
+++ b/src/data/roadmaps/prompt-engineering/content/108-image-prompting/101-quality-boosters.md
@@ -1 +1,3 @@
 # Quality Boosters
+
+- [Quality Boosters](https://learnprompting.org/docs/image_prompting/quality_boosters)
diff --git a/src/data/roadmaps/prompt-engineering/content/108-image-prompting/102-weighted-terms.md b/src/data/roadmaps/prompt-engineering/content/108-image-prompting/102-weighted-terms.md
index 2494644e6..3d09ef4c1 100644
--- a/src/data/roadmaps/prompt-engineering/content/108-image-prompting/102-weighted-terms.md
+++ b/src/data/roadmaps/prompt-engineering/content/108-image-prompting/102-weighted-terms.md
@@ -1 +1,3 @@
 # Weighted Terms
+
+- [Weighted Terms](https://learnprompting.org/docs/image_prompting/weighted_terms)
diff --git a/src/data/roadmaps/prompt-engineering/content/108-image-prompting/103-deformed-generations.md b/src/data/roadmaps/prompt-engineering/content/108-image-prompting/103-deformed-generations.md
index fb6afaba8..70341b849 100644
--- a/src/data/roadmaps/prompt-engineering/content/108-image-prompting/103-deformed-generations.md
+++ b/src/data/roadmaps/prompt-engineering/content/108-image-prompting/103-deformed-generations.md
@@ -1 +1,3 @@
-# Fix Deformed Generations
\ No newline at end of file
+# Fix Deformed Generations
+
+- [Fix Deformed Generations](https://learnprompting.org/docs/image_prompting/fix_deformed_generations)