diff --git a/contributing.md b/contributing.md
index d8b867fbf..0fae12d1e 100644
--- a/contributing.md
+++ b/contributing.md
@@ -9,7 +9,6 @@ First of all, thank you for considering to contribute. Please look at the detail
   - [How To Structure Content](#how-to-structure-content)
 - [Guidelines](#guidelines)
 - [Good vs. Not So Good Contributions](#good-vs-not-so-good-contributions)
-- [Local Development](#local-development)
 
 ## New Roadmaps
 
diff --git a/roadmaps/android/content/box@Dp2DOX10u2xJUjB8Okhzh.md b/roadmaps/android/content/box@Dp2DOX10u2xJUjB8Okhzh.md
index 120fc033e..34f587b6e 100644
--- a/roadmaps/android/content/box@Dp2DOX10u2xJUjB8Okhzh.md
+++ b/roadmaps/android/content/box@Dp2DOX10u2xJUjB8Okhzh.md
@@ -4,5 +4,5 @@ A Box layout allows you to arrange UI elements in a single direction, either ver
 
 Visit the following resources to learn more:
 
-- [@official@Box](https://developer.android.com/reference/kotlin/androidx/compose/foundation/layout/Box.composable#Box(androidx.compose.ui.Modifier,androidx.compose.ui.Alignment,kotlin.Boolean,kotlin.Function1))
+- [@official@Box](https://developer.android.com/reference/kotlin/androidx/compose/foundation/layout/Box.composable#Box%28androidx.compose.ui.Modifier,androidx.compose.ui.Alignment,kotlin.Boolean,kotlin.Function1%29)
 - [@article@A Comprehensive Guide to Box in Jetpack Compose](https://medium.com/@ramadan123sayed/a-comprehensive-guide-to-box-in-jetpack-compose-a0eb3838b897)
\ No newline at end of file
diff --git a/roadmaps/android/content/text@BVgO9n7tGlVdiS72-hFSd.md b/roadmaps/android/content/text@BVgO9n7tGlVdiS72-hFSd.md
index e6fc1f0ea..86bd428a8 100644
--- a/roadmaps/android/content/text@BVgO9n7tGlVdiS72-hFSd.md
+++ b/roadmaps/android/content/text@BVgO9n7tGlVdiS72-hFSd.md
@@ -4,6 +4,6 @@ Text in Android refers to the display and manipulation of textual information wi
 
 Visit the following resources to learn more:
 
-- [@official@Text](https://developer.android.com/reference/kotlin/androidx/compose/material/Text.composable#Text(androidx.compose.ui.text.AnnotatedString,androidx.compose.ui.Modifier,androidx.compose.ui.graphics.Color,androidx.compose.ui.unit.TextUnit,androidx.compose.ui.text.font.FontStyle,androidx.compose.ui.text.font.FontWeight,androidx.compose.ui.text.font.FontFamily,androidx.compose.ui.unit.TextUnit,androidx.compose.ui.text.style.TextDecoration,androidx.compose.ui.text.style.TextAlign,androidx.compose.ui.unit.TextUnit,androidx.compose.ui.text.style.TextOverflow,kotlin.Boolean,kotlin.Int,kotlin.Int,kotlin.collections.Map,kotlin.Function1,androidx.compose.ui.text.TextStyle))
+- [@official@Text](https://developer.android.com/reference/kotlin/androidx/compose/material/Text.composable#Text%28androidx.compose.ui.text.AnnotatedString,androidx.compose.ui.Modifier,androidx.compose.ui.graphics.Color,androidx.compose.ui.unit.TextUnit,androidx.compose.ui.text.font.FontStyle,androidx.compose.ui.text.font.FontWeight,androidx.compose.ui.text.font.FontFamily,androidx.compose.ui.unit.TextUnit,androidx.compose.ui.text.style.TextDecoration,androidx.compose.ui.text.style.TextAlign,androidx.compose.ui.unit.TextUnit,androidx.compose.ui.text.style.TextOverflow,kotlin.Boolean,kotlin.Int,kotlin.Int,kotlin.collections.Map,kotlin.Function1,androidx.compose.ui.text.TextStyle%29)
 - [@official@Text in Compose](https://developer.android.com/develop/ui/compose/text)
 - [@article@Mastering Text in Jetpack Compose: A Comprehensive Guide | by Ramadan Sayed | Medium](https://medium.com/@ramadan123sayed/mastering-text-in-jetpack-compose-a-comprehensive-guide-5d3fb9ab5bcf)
\ No newline at end of file
diff --git a/roadmaps/android/content/textfield@boMz0HZlMAsLdCZlpUo-H.md b/roadmaps/android/content/textfield@boMz0HZlMAsLdCZlpUo-H.md
index a3f062abf..c5b80c578 100644
--- a/roadmaps/android/content/textfield@boMz0HZlMAsLdCZlpUo-H.md
+++ b/roadmaps/android/content/textfield@boMz0HZlMAsLdCZlpUo-H.md
@@ -4,6 +4,6 @@ A TextField allows users to input and edit text on the screen. It provides a vis
 
 Visit the following resources to learn more:
 
-- [@official@TextField](https://developer.android.com/reference/kotlin/androidx/compose/material3/TextField.composable#TextField(androidx.compose.foundation.text.input.TextFieldState,androidx.compose.ui.Modifier,kotlin.Boolean,kotlin.Boolean,androidx.compose.ui.text.TextStyle,androidx.compose.material3.TextFieldLabelPosition,kotlin.Function1,kotlin.Function0,kotlin.Function0,kotlin.Function0,kotlin.Function0,kotlin.Function0,kotlin.Function0,kotlin.Boolean,androidx.compose.foundation.text.input.InputTransformation,androidx.compose.foundation.text.input.OutputTransformation,androidx.compose.foundation.text.KeyboardOptions,androidx.compose.foundation.text.input.KeyboardActionHandler,androidx.compose.foundation.text.input.TextFieldLineLimits,kotlin.Function2,androidx.compose.foundation.ScrollState,androidx.compose.ui.graphics.Shape,androidx.compose.material3.TextFieldColors,androidx.compose.foundation.layout.PaddingValues,androidx.compose.foundation.interaction.MutableInteractionSource))
+- [@official@TextField](https://developer.android.com/reference/kotlin/androidx/compose/material3/TextField.composable#TextField%28androidx.compose.foundation.text.input.TextFieldState,androidx.compose.ui.Modifier,kotlin.Boolean,kotlin.Boolean,androidx.compose.ui.text.TextStyle,androidx.compose.material3.TextFieldLabelPosition,kotlin.Function1,kotlin.Function0,kotlin.Function0,kotlin.Function0,kotlin.Function0,kotlin.Function0,kotlin.Function0,kotlin.Boolean,androidx.compose.foundation.text.input.InputTransformation,androidx.compose.foundation.text.input.OutputTransformation,androidx.compose.foundation.text.KeyboardOptions,androidx.compose.foundation.text.input.KeyboardActionHandler,androidx.compose.foundation.text.input.TextFieldLineLimits,kotlin.Function2,androidx.compose.foundation.ScrollState,androidx.compose.ui.graphics.Shape,androidx.compose.material3.TextFieldColors,androidx.compose.foundation.layout.PaddingValues,androidx.compose.foundation.interaction.MutableInteractionSource%29)
 - [@official@Configure text fields  |  Jetpack Compose  |  Android Developers](https://developer.android.com/develop/ui/compose/text/user-input?textfield=state-based)
 - [@article@Comprehensive Guide to TextFields in Jetpack Compose](https://medium.com/@ramadan123sayed/comprehensive-guide-to-textfields-in-jetpack-compose-f009c4868c54)
\ No newline at end of file
diff --git a/roadmaps/backend/content/sharding-strategies@zWstl08R4uzqve4BdYurp.md b/roadmaps/backend/content/sharding-strategies@zWstl08R4uzqve4BdYurp.md
index b0637a1b6..d0fd594a6 100644
--- a/roadmaps/backend/content/sharding-strategies@zWstl08R4uzqve4BdYurp.md
+++ b/roadmaps/backend/content/sharding-strategies@zWstl08R4uzqve4BdYurp.md
@@ -4,6 +4,6 @@ Sharding splits large datasets into smaller chunks (logical shards) distributed
 
 Visit the following resources to learn more:
 
-- [@article@Wikipedia - Sharding in Database Architectures](https://en.wikipedia.org/wiki/Shard_(database_architecture))
+- [@article@Wikipedia - Sharding in Database Architectures](https://en.wikipedia.org/wiki/Shard_%28database_architecture%29)
 - [@article@How sharding a database can make it faster](https://stackoverflow.blog/2022/03/14/how-sharding-a-database-can-make-it-faster/)
 - [@video@What is Database Sharding?](https://www.youtube.com/watch?v=XP98YCr-iXQ)
\ No newline at end of file
diff --git a/roadmaps/blockchain/content/blockchain-forking@L08v-78UsEhcg-mZtMVuk.md b/roadmaps/blockchain/content/blockchain-forking@L08v-78UsEhcg-mZtMVuk.md
index 40ed12be8..0ded4e62e 100644
--- a/roadmaps/blockchain/content/blockchain-forking@L08v-78UsEhcg-mZtMVuk.md
+++ b/roadmaps/blockchain/content/blockchain-forking@L08v-78UsEhcg-mZtMVuk.md
@@ -4,7 +4,7 @@ Blockchain forking happens when a blockchain diverges into two or more separate
 
 Visit the following resources to learn more:
 
-- [@article@Blockchain Fork](https://en.wikipedia.org/wiki/Fork_(blockchain))
+- [@article@Blockchain Fork](https://en.wikipedia.org/wiki/Fork_%28blockchain%29)
 - [@article@What is a fork?](https://www.coinbase.com/learn/crypto-basics/what-is-a-fork)
 - [@article@Hard Fork: What It Is in Blockchain, How It Works, and Why It Happens](https://www.investopedia.com/terms/h/hard-fork.asp)
 - [@feed@Explore top posts about Blockchain](https://app.daily.dev/tags/blockchain?ref=roadmapsh)
\ No newline at end of file
diff --git a/roadmaps/c/content/c11@ZX5viPXChcZavr8qk9pGu.md b/roadmaps/c/content/c11@ZX5viPXChcZavr8qk9pGu.md
index cdddced14..12053590f 100644
--- a/roadmaps/c/content/c11@ZX5viPXChcZavr8qk9pGu.md
+++ b/roadmaps/c/content/c11@ZX5viPXChcZavr8qk9pGu.md
@@ -4,4 +4,4 @@ C11, published in 2011, introduced support for multithreading through `<threads.
 
 Visit the following resources to learn more:
 
-- [@article@C11 (C standard revision) - Wikipedia](https://en.wikipedia.org/wiki/C11_(C_standard_revision))
\ No newline at end of file
+- [@article@C11 (C standard revision) - Wikipedia](https://en.wikipedia.org/wiki/C11_%28C_standard_revision%29)
\ No newline at end of file
diff --git a/roadmaps/c/content/c17@lA_D58yQWIOuo4lI4tuGH.md b/roadmaps/c/content/c17@lA_D58yQWIOuo4lI4tuGH.md
index c9133f57e..fd3f3f1e4 100644
--- a/roadmaps/c/content/c17@lA_D58yQWIOuo4lI4tuGH.md
+++ b/roadmaps/c/content/c17@lA_D58yQWIOuo4lI4tuGH.md
@@ -4,4 +4,4 @@ C17, published in 2018, is primarily a bug-fix and clarification release for C11
 
 Visit the following resources to learn more:
 
-- [@article@C17 (C standard revision) - Wikipedia](https://en.wikipedia.org/wiki/C17_(C_standard_revision))
\ No newline at end of file
+- [@article@C17 (C standard revision) - Wikipedia](https://en.wikipedia.org/wiki/C17_%28C_standard_revision%29)
\ No newline at end of file
diff --git a/roadmaps/c/content/c23@ap6BqMVNnikfmwyS0TCeS.md b/roadmaps/c/content/c23@ap6BqMVNnikfmwyS0TCeS.md
index 35f692f6a..f83026ef7 100644
--- a/roadmaps/c/content/c23@ap6BqMVNnikfmwyS0TCeS.md
+++ b/roadmaps/c/content/c23@ap6BqMVNnikfmwyS0TCeS.md
@@ -4,4 +4,4 @@ C23 is the most recent major revision of the C standard, adding features such as
 
 Visit the following resources to learn more:
 
-- [@article@C23 (C standard revision) - Wikipedia](https://en.wikipedia.org/wiki/C23_(C_standard_revision))
\ No newline at end of file
+- [@article@C23 (C standard revision) - Wikipedia](https://en.wikipedia.org/wiki/C23_%28C_standard_revision%29)
\ No newline at end of file
diff --git a/roadmaps/c/content/calloc@HM1brkIQ483av1Mjs3bjz.md b/roadmaps/c/content/calloc@HM1brkIQ483av1Mjs3bjz.md
index 6dd09fc3c..ece92a972 100644
--- a/roadmaps/c/content/calloc@HM1brkIQ483av1Mjs3bjz.md
+++ b/roadmaps/c/content/calloc@HM1brkIQ483av1Mjs3bjz.md
@@ -5,5 +5,5 @@
 Visit the following resources to learn more:
 
 - [@article@C Allocate Memory](https://www.w3schools.com/c/c_memory_allocate.php)
-- [@article@C stdlib calloc() Function](https://www.w3schools.com/c/ref_stdlib_calloc.php#:~:text=The%20calloc()%20function%20allocates,our%20C%20Memory%20Management%20tutorial.)
+- [@article@C stdlib calloc() Function](https://www.w3schools.com/c/ref_stdlib_calloc.php#:~:text=The%20calloc%28%29%20function%20allocates,our%20C%20Memory%20Management%20tutorial.)
 - [@video@Calloc in C is easy! 🧹](https://www.youtube.com/watch?v=l8DU9ZeT3o8)
\ No newline at end of file
diff --git a/roadmaps/c/content/debugging@3X44ONbF3KDretxS6ZQO3.md b/roadmaps/c/content/debugging@3X44ONbF3KDretxS6ZQO3.md
index c59d861ae..95265d692 100644
--- a/roadmaps/c/content/debugging@3X44ONbF3KDretxS6ZQO3.md
+++ b/roadmaps/c/content/debugging@3X44ONbF3KDretxS6ZQO3.md
@@ -5,5 +5,5 @@ Debugging in C involves finding and fixing defects in a program, often using ded
 Visit the following resources to learn more:
 
 - [@article@C Debugging](https://www.w3schools.com/c/c_debugging.php)
-- [@article@C/Debugging](https://www.cs.yale.edu/homes/aspnes/pinewiki/C(2f)Debugging.html)
+- [@article@C/Debugging](https://www.cs.yale.edu/homes/aspnes/pinewiki/C%282f%29Debugging.html)
 - [@video@Debugging C Programs](https://www.youtube.com/watch?v=mfmXcbiRs0E&list=PL9IEJIKnBJjHGWPN_S9NS_Ky1-tC8ZrUI)
\ No newline at end of file
diff --git a/roadmaps/c/content/integers@wf30TwIenxNMA2eXe69Tu.md b/roadmaps/c/content/integers@wf30TwIenxNMA2eXe69Tu.md
index 012aac479..1e27e14d2 100644
--- a/roadmaps/c/content/integers@wf30TwIenxNMA2eXe69Tu.md
+++ b/roadmaps/c/content/integers@wf30TwIenxNMA2eXe69Tu.md
@@ -4,5 +4,5 @@ Integer types in C, such as `int`, `short`, and `long`, store whole numbers with
 
 Visit the following resources to learn more:
 
-- [@article@Integer types](https://www.cs.yale.edu/homes/aspnes/pinewiki/C(2f)IntegerTypes.html)
+- [@article@Integer types](https://www.cs.yale.edu/homes/aspnes/pinewiki/C%282f%29IntegerTypes.html)
 - [@video@Fundamental Data Types − Integer (Part 1)](https://www.youtube.com/watch?v=_9bAlgRzlkc)
\ No newline at end of file
diff --git a/roadmaps/c/content/introduction@P5PQ8Pw9hBv5oM-Trrgic.md b/roadmaps/c/content/introduction@P5PQ8Pw9hBv5oM-Trrgic.md
index 85a7c1452..8a0404e4a 100644
--- a/roadmaps/c/content/introduction@P5PQ8Pw9hBv5oM-Trrgic.md
+++ b/roadmaps/c/content/introduction@P5PQ8Pw9hBv5oM-Trrgic.md
@@ -5,6 +5,6 @@ C is a general-purpose programming language created in the early 1970s at Bell L
 Visit the following resources to learn more:
 
 - [@course@Learn C](https://www.learn-c.org/)
-- [@book@The C Programming Language - 2nd Edition](https://seriouscomputerist.atariverse.com/media/pdf/book/C%20Programming%20Language%20-%202nd%20Edition%20(OCR).pdf)
+- [@book@The C Programming Language - 2nd Edition](https://seriouscomputerist.atariverse.com/media/pdf/book/C%20Programming%20Language%20-%202nd%20Edition%20%28OCR%29.pdf)
 - [@video@C Programming and Memory Management - Full Course](https://www.youtube.com/watch?v=rJrd2QMVbGM)
 - [@article@C Programming Full Course for free ⚙️](https://www.youtube.com/watch?v=xND0t1pr3KY)
\ No newline at end of file
diff --git a/roadmaps/c/content/macros@ixFrXXh8oKx2SYjHRzW-G.md b/roadmaps/c/content/macros@ixFrXXh8oKx2SYjHRzW-G.md
index cef03f85e..d52848f73 100644
--- a/roadmaps/c/content/macros@ixFrXXh8oKx2SYjHRzW-G.md
+++ b/roadmaps/c/content/macros@ixFrXXh8oKx2SYjHRzW-G.md
@@ -5,5 +5,5 @@ A macro, defined with `#define`, is a preprocessor directive that gives a name t
 Visit the following resources to learn more:
 
 - [@article@What are Macros in C? Types, Examples and Benefits](https://www.almabetter.com/bytes/articles/macros-in-c)
-- [@article@C/Macros](https://www.cs.yale.edu/homes/aspnes/pinewiki/C(2f)Macros.html)
+- [@article@C/Macros](https://www.cs.yale.edu/homes/aspnes/pinewiki/C%282f%29Macros.html)
 - [@video@How to Write Function-Like Preprocessor Macros (C example)](https://www.youtube.com/watch?v=w3iXBUbq4NY)
\ No newline at end of file
diff --git a/roadmaps/c/content/strings@-NvNwB58TkSdPfGg7OhqK.md b/roadmaps/c/content/strings@-NvNwB58TkSdPfGg7OhqK.md
index 5d99241e4..1b4585496 100644
--- a/roadmaps/c/content/strings@-NvNwB58TkSdPfGg7OhqK.md
+++ b/roadmaps/c/content/strings@-NvNwB58TkSdPfGg7OhqK.md
@@ -5,6 +5,6 @@ C represents strings as arrays of `char` terminated by a null character (`\0`),
 Visit the following resources to learn more:
 
 - [@article@C Strings](https://www.w3schools.com/c/c_strings.php)
-- [@article@C/Strings](https://www.cs.yale.edu/homes/aspnes/pinewiki/C(2f)Strings.html)
+- [@article@C/Strings](https://www.cs.yale.edu/homes/aspnes/pinewiki/C%282f%29Strings.html)
 - [@video@String Basics | C Programming Tutorial](https://www.youtube.com/watch?v=60OI5tzmkCw)
 - [@video@String In Char Array VS. Pointer To String Literal](https://www.youtube.com/watch?v=Qp3WatLL_Hc)
\ No newline at end of file
diff --git a/roadmaps/computer-science/content/replication@WUEmEtlszbISSIWDKpvg6.md b/roadmaps/computer-science/content/replication@WUEmEtlszbISSIWDKpvg6.md
index ce2319598..439a5f20a 100644
--- a/roadmaps/computer-science/content/replication@WUEmEtlszbISSIWDKpvg6.md
+++ b/roadmaps/computer-science/content/replication@WUEmEtlszbISSIWDKpvg6.md
@@ -5,4 +5,4 @@ Replication is a process that involves sharing information to ensure consistency
 Visit the following resources to learn more:
 
 - [@article@Database Replication](https://dev.to/karanpratapsingh/system-design-the-complete-course-10fo#database-replication)
-- [@article@Replication (computing)](https://en.wikipedia.org/wiki/Replication_(computing))
\ No newline at end of file
+- [@article@Replication (computing)](https://en.wikipedia.org/wiki/Replication_%28computing%29)
\ No newline at end of file
diff --git a/roadmaps/computer-science/content/unbalanced-tree@w4sxmZR1BjX6wlrZmuOlf.md b/roadmaps/computer-science/content/unbalanced-tree@w4sxmZR1BjX6wlrZmuOlf.md
index f8e35d8f7..718dcd7e1 100644
--- a/roadmaps/computer-science/content/unbalanced-tree@w4sxmZR1BjX6wlrZmuOlf.md
+++ b/roadmaps/computer-science/content/unbalanced-tree@w4sxmZR1BjX6wlrZmuOlf.md
@@ -5,4 +5,4 @@ An unbalanced tree has subtrees of very different heights, which can happen when
 Visit the following resources to learn more:
 
 - [@article@Balanced vs Unbalanced Binary Tree](https://stackoverflow.com/questions/59206128/balanced-vs-unbalanced-binary-tree-clarification-needed)
-- [@article@Unbalanced Binary Tree](https://eng.libretexts.org/Bookshelves/Computer_Science/Databases_and_Data_Structures/Open_Data_Structures_-_An_Introduction_(Morin)/06%3A_Binary_Trees/6.02%3A_BinarySearchTree_-_An_Unbalanced_Binary_Search_Treee)
\ No newline at end of file
+- [@article@Unbalanced Binary Tree](https://eng.libretexts.org/Bookshelves/Computer_Science/Databases_and_Data_Structures/Open_Data_Structures_-_An_Introduction_%28Morin%29/06%3A_Binary_Trees/6.02%3A_BinarySearchTree_-_An_Unbalanced_Binary_Search_Treee)
\ No newline at end of file
diff --git a/roadmaps/computer-science/content/views@lOj_ReWI1kQ3WajJZYOWU.md b/roadmaps/computer-science/content/views@lOj_ReWI1kQ3WajJZYOWU.md
index 541f9a26a..1d7da8627 100644
--- a/roadmaps/computer-science/content/views@lOj_ReWI1kQ3WajJZYOWU.md
+++ b/roadmaps/computer-science/content/views@lOj_ReWI1kQ3WajJZYOWU.md
@@ -5,4 +5,4 @@ Views in SQL are kind of virtual tables. A view also has rows and columns as the
 Visit the following resources to learn more:
 
 - [@article@Database Views](https://www.ibm.com/docs/en/eamfoc/7.6.0?topic=structure-views)
-- [@article@SQL Views - Wikipedia](https://en.wikipedia.org/wiki/View_(SQL))
\ No newline at end of file
+- [@article@SQL Views - Wikipedia](https://en.wikipedia.org/wiki/View_%28SQL%29)
\ No newline at end of file
diff --git a/roadmaps/cyber-security/content/bus@0DWh4WmLK_ENDuqQmQcu4.md b/roadmaps/cyber-security/content/bus@0DWh4WmLK_ENDuqQmQcu4.md
index fbdf071d2..0b3e43fad 100644
--- a/roadmaps/cyber-security/content/bus@0DWh4WmLK_ENDuqQmQcu4.md
+++ b/roadmaps/cyber-security/content/bus@0DWh4WmLK_ENDuqQmQcu4.md
@@ -4,6 +4,6 @@ In the context of cybersecurity, a bus refers to a communication system that tra
 
 Visit the following resources to learn more:
 
-- [@article@Bus in Computing](https://en.wikipedia.org/wiki/Bus_(computing))
+- [@article@Bus in Computing](https://en.wikipedia.org/wiki/Bus_%28computing%29)
 - [@article@What is a Bus?](https://www.lenovo.com/gb/en/glossary/bus/?srsltid=AfmBOoocoXVvqdupLu13XAm0FZMOHjRtjnnCCFxa59tEa-bQwhiVhac2)
 - [@video@Computer Buses](https://www.youtube.com/watch?v=aBCaCrC3z0k)
\ No newline at end of file
diff --git a/roadmaps/cyber-security/content/evil-twin@O1fY2n40yjZtJUEeoItKr.md b/roadmaps/cyber-security/content/evil-twin@O1fY2n40yjZtJUEeoItKr.md
index c9a038f83..7fa19e125 100644
--- a/roadmaps/cyber-security/content/evil-twin@O1fY2n40yjZtJUEeoItKr.md
+++ b/roadmaps/cyber-security/content/evil-twin@O1fY2n40yjZtJUEeoItKr.md
@@ -4,5 +4,5 @@ An Evil Twin is a type of wireless network attack where an attacker sets up a ro
 
 Visit the following resources to learn more:
 
-- [@article@Evil Twin (Wireless Networks)](https://en.wikipedia.org/wiki/Evil_twin_(wireless_networks))
+- [@article@Evil Twin (Wireless Networks)](https://en.wikipedia.org/wiki/Evil_twin_%28wireless_networks%29)
 - [@video@How Hackers Can Grab Your Passwords Over Wi-Fi with Evil Twin Attacks](https://www.youtube.com/watch?v=HyxQqDq3qs4)
\ No newline at end of file
diff --git a/roadmaps/cyber-security/content/group-policy@FxuMJmDoDkIsPFp2iocFg.md b/roadmaps/cyber-security/content/group-policy@FxuMJmDoDkIsPFp2iocFg.md
index 991b3b472..2b6b6134c 100644
--- a/roadmaps/cyber-security/content/group-policy@FxuMJmDoDkIsPFp2iocFg.md
+++ b/roadmaps/cyber-security/content/group-policy@FxuMJmDoDkIsPFp2iocFg.md
@@ -4,5 +4,5 @@ Group Policy is a feature within Microsoft Windows operating systems that provid
 
 Visit the following resources to learn more:
 
-- [@official@Group Policy overview](https://learn.microsoft.com/en-us/previous-versions/windows/it-pro/windows-server-2012-r2-and-2012/hh831791(v=ws.11))
+- [@official@Group Policy overview](https://learn.microsoft.com/en-us/previous-versions/windows/it-pro/windows-server-2012-r2-and-2012/hh831791%28v=ws.11%29)
 - [@video@Learn Windows Group Policy the easy way!](https://www.youtube.com/watch?v=rEhTzP-ScBo)
\ No newline at end of file
diff --git a/roadmaps/cyber-security/content/hips@l5EnhOCnkN-RKvgrS9ylH.md b/roadmaps/cyber-security/content/hips@l5EnhOCnkN-RKvgrS9ylH.md
index 9e88e783f..75369a2f2 100644
--- a/roadmaps/cyber-security/content/hips@l5EnhOCnkN-RKvgrS9ylH.md
+++ b/roadmaps/cyber-security/content/hips@l5EnhOCnkN-RKvgrS9ylH.md
@@ -5,4 +5,4 @@ A Host Intrusion Prevention System (HIPS) is a software application installed on
 Visit the following resources to learn more:
 
 - [@article@What is an Intrusion Prevention System?](https://www.paloaltonetworks.com/cyberpedia/what-is-an-intrusion-prevention-system-ips)
-- [@article@What is Host intrusion prevention system (HIPS)?](https://cyberpedia.reasonlabs.com/EN/host%20intrusion%20prevention%20system%20(hips).html)
\ No newline at end of file
+- [@article@What is Host intrusion prevention system (HIPS)?](https://cyberpedia.reasonlabs.com/EN/host%20intrusion%20prevention%20system%20%28hips%29.html)
\ No newline at end of file
diff --git a/roadmaps/cyber-security/content/legal@C5bCIdPi0gGkY_r4qqoXZ.md b/roadmaps/cyber-security/content/legal@C5bCIdPi0gGkY_r4qqoXZ.md
index 3403da6e1..16245ad81 100644
--- a/roadmaps/cyber-security/content/legal@C5bCIdPi0gGkY_r4qqoXZ.md
+++ b/roadmaps/cyber-security/content/legal@C5bCIdPi0gGkY_r4qqoXZ.md
@@ -4,5 +4,5 @@ A legal department in a company handles all legal matters, including contracts,
 
 Visit the following resources to learn more:
 
-- [@article@Key Functions of a Legal Team](https://uk.practicallaw.thomsonreuters.com/w-009-3932?transitionType=Default&contextData=(sc.Default)&firstPage=true)
+- [@article@Key Functions of a Legal Team](https://uk.practicallaw.thomsonreuters.com/w-009-3932?transitionType=Default&contextData=%28sc.Default%29&firstPage=true)
 - [@article@The Legal Team’s Responsibility in Corporate Cybersecurity](https://www.trustwave.com/en-us/resources/blogs/trustwave-blog/expert-insight-the-legal-teams-responsibility-in-corporate-cybersecurity/)
\ No newline at end of file
diff --git a/roadmaps/cyber-security/content/salting@jqWhR6oTyX6yolUBv71VC.md b/roadmaps/cyber-security/content/salting@jqWhR6oTyX6yolUBv71VC.md
index 5086f6d7d..bab7f59a2 100644
--- a/roadmaps/cyber-security/content/salting@jqWhR6oTyX6yolUBv71VC.md
+++ b/roadmaps/cyber-security/content/salting@jqWhR6oTyX6yolUBv71VC.md
@@ -5,4 +5,4 @@ Salting is a crucial concept within the realm of cryptography. It is a technique
 Visit the following resources to learn more:
 
 - [@article@OWASP Password Storage Cheat Sheet](https://cheatsheetseries.owasp.org/cheatsheets/Password_Storage_Cheat_Sheet.html)
-- [@article@Salt (Cryptography)](https://en.wikipedia.org/wiki/Salt_(cryptography))
\ No newline at end of file
+- [@article@Salt (Cryptography)](https://en.wikipedia.org/wiki/Salt_%28cryptography%29)
\ No newline at end of file
diff --git a/roadmaps/data-analyst/content/reinforcement-learning@XdBwqLoYYiLJNlWPBEDUj.md b/roadmaps/data-analyst/content/reinforcement-learning@XdBwqLoYYiLJNlWPBEDUj.md
index 3828488b0..53834aea2 100644
--- a/roadmaps/data-analyst/content/reinforcement-learning@XdBwqLoYYiLJNlWPBEDUj.md
+++ b/roadmaps/data-analyst/content/reinforcement-learning@XdBwqLoYYiLJNlWPBEDUj.md
@@ -4,5 +4,5 @@ Reinforcement learning is a type of machine learning where an agent learns to ma
 
 Visit the following resources to learn more:
 
-- [@article@What is reinforcement learning](https://aws.amazon.com/what-is/reinforcement-learning/#:~:text=Reinforcement%20learning%20(RL)%20is%20a,use%20to%20achieve%20their%20goals.)
+- [@article@What is reinforcement learning](https://aws.amazon.com/what-is/reinforcement-learning/#:~:text=Reinforcement%20learning%20%28RL%29%20is%20a,use%20to%20achieve%20their%20goals.)
 - [@article@What is reinforcement learning - IBM](https://www.ibm.com/topics/reinforcement-learning)
\ No newline at end of file
diff --git a/roadmaps/devops/content/white--grey-listing@E-lSLGzgOPrz-25ER2Hk7.md b/roadmaps/devops/content/white--grey-listing@E-lSLGzgOPrz-25ER2Hk7.md
index 7e311fbc8..9f344f3e5 100644
--- a/roadmaps/devops/content/white--grey-listing@E-lSLGzgOPrz-25ER2Hk7.md
+++ b/roadmaps/devops/content/white--grey-listing@E-lSLGzgOPrz-25ER2Hk7.md
@@ -4,6 +4,6 @@ White listing is a security practice that involves creating a list of trusted en
 
 Visit the following resources to learn more:
 
-- [@article@Detailed Introduction to greylisting](https://en.wikipedia.org/wiki/Greylisting_(email))
+- [@article@Detailed Introduction to greylisting](https://en.wikipedia.org/wiki/Greylisting_%28email%29)
 - [@video@Greylisting](https://www.youtube.com/watch?v=ljtU6I0sIiw)
 - [@video@How to Whitelist an Email Address?](https://www.youtube.com/watch?v=NqQIBtY7ySw)
\ No newline at end of file
diff --git a/roadmaps/devsecops/content/python@txcfATz3k89CedFrSZMWj.md b/roadmaps/devsecops/content/python@txcfATz3k89CedFrSZMWj.md
index ae524cdc7..d4c17c60a 100644
--- a/roadmaps/devsecops/content/python@txcfATz3k89CedFrSZMWj.md
+++ b/roadmaps/devsecops/content/python@txcfATz3k89CedFrSZMWj.md
@@ -6,7 +6,7 @@ Visit the following resources to learn more:
 
 - [@roadmap@Visit the Dedicated Python Roadmap](https://roadmap.sh/python)
 - [@official@Python Website](https://www.python.org/)
-- [@article@Python - Wiki](https://en.wikipedia.org/wiki/Python_(programming_language))
+- [@article@Python - Wiki](https://en.wikipedia.org/wiki/Python_%28programming_language%29)
 - [@article@Tutorial Series: How to Code in Python](https://www.digitalocean.com/community/tutorials/how-to-write-your-first-python-3-program)
 - [@article@Google's Python Class](https://developers.google.com/edu/python)
 - [@video@Learn Python - Full Course](https://www.youtube.com/watch?v=4M87qBgpafk)
\ No newline at end of file
diff --git a/roadmaps/game-developer/content/angular-velocity@Y7HYY5eq7OG42V9yQz0Q1.md b/roadmaps/game-developer/content/angular-velocity@Y7HYY5eq7OG42V9yQz0Q1.md
index 140b761ba..240cce1c3 100644
--- a/roadmaps/game-developer/content/angular-velocity@Y7HYY5eq7OG42V9yQz0Q1.md
+++ b/roadmaps/game-developer/content/angular-velocity@Y7HYY5eq7OG42V9yQz0Q1.md
@@ -5,4 +5,4 @@ Angular velocity is the rate at which an object rotates, represented as a vector
 Visit the following resources to learn more:
 
 - [@article@Angular Velocity](https://allenchou.net/2013/12/game-physics-motion-dynamics-fundamentals/)
-- [@article@Understanding Angular Velocity](https://math.libretexts.org/Bookshelves/Precalculus/Book%3A_Trigonometry_(Sundstrom_and_Schlicker)/01%3A_The_Trigonometric_Functions/1.04%3A_Velocity_and_Angular_Velocity)
\ No newline at end of file
+- [@article@Understanding Angular Velocity](https://math.libretexts.org/Bookshelves/Precalculus/Book%3A_Trigonometry_%28Sundstrom_and_Schlicker%29/01%3A_The_Trigonometric_Functions/1.04%3A_Velocity_and_Angular_Velocity)
\ No newline at end of file
diff --git a/roadmaps/game-developer/content/c@Ph3ZqmSnwwzUBUC-6dgf-.md b/roadmaps/game-developer/content/c@Ph3ZqmSnwwzUBUC-6dgf-.md
index 47998c9f4..976a275d7 100644
--- a/roadmaps/game-developer/content/c@Ph3ZqmSnwwzUBUC-6dgf-.md
+++ b/roadmaps/game-developer/content/c@Ph3ZqmSnwwzUBUC-6dgf-.md
@@ -5,4 +5,4 @@ C# is a statically typed, object-oriented language developed by Microsoft and us
 Visit the following resources to learn more:
 
 - [@official@Learn C#](https://learn.microsoft.com/en-us/dotnet/csharp/)
-- [@article@C Sharp Programming Language](https://en.wikipedia.org/wiki/C_Sharp_(programming_language))
\ No newline at end of file
+- [@article@C Sharp Programming Language](https://en.wikipedia.org/wiki/C_Sharp_%28programming_language%29)
\ No newline at end of file
diff --git a/roadmaps/game-developer/content/spline@nTiHZXRh2j3_FsBotmlGf.md b/roadmaps/game-developer/content/spline@nTiHZXRh2j3_FsBotmlGf.md
index 8c63ff38f..d6b51bba4 100644
--- a/roadmaps/game-developer/content/spline@nTiHZXRh2j3_FsBotmlGf.md
+++ b/roadmaps/game-developer/content/spline@nTiHZXRh2j3_FsBotmlGf.md
@@ -4,5 +4,5 @@ A spline is a piecewise polynomial curve defined by multiple segments that conne
 
 Visit the following resources to learn more:
 
-- [@article@Spline in Mathematics](https://en.wikipedia.org/wiki/Spline_(mathematics))
+- [@article@Spline in Mathematics](https://en.wikipedia.org/wiki/Spline_%28mathematics%29)
 - [@article@@Video@In-depth video about Splines by Freya Holmér](https://youtu.be/jvPPXbo87ds?si=JX_G-gS81tOwQwjf)
\ No newline at end of file
diff --git a/roadmaps/ios/content/presenting--dismissing-views@4pmjLa7WvwV7D3RZlM6Hp.md b/roadmaps/ios/content/presenting--dismissing-views@4pmjLa7WvwV7D3RZlM6Hp.md
index 904d11439..51d3bb24f 100644
--- a/roadmaps/ios/content/presenting--dismissing-views@4pmjLa7WvwV7D3RZlM6Hp.md
+++ b/roadmaps/ios/content/presenting--dismissing-views@4pmjLa7WvwV7D3RZlM6Hp.md
@@ -5,6 +5,6 @@ Presenting views in SwiftUI is done using modifiers like sheet, fullScreenCover,
 Visit the following resources to learn more:
 
 - [@official@dismiss Documentation](https://developer.apple.com/documentation/swiftui/environmentvalues/dismiss)
-- [@article@https://developer.apple.com/documentation/swiftui/view/sheet(ispresented:ondismiss:content:)](https://developer.apple.com/documentation/swiftui/view/sheet(ispresented:ondismiss:content:))
+- [@article@https://developer.apple.com/documentation/swiftui/view/sheet(ispresented:ondismiss:content:)](https://developer.apple.com/documentation/swiftui/view/sheet%28ispresented:ondismiss:content:%29)
 - [@article@How to present a new view using sheets](https://www.hackingwithswift.com/quick-start/swiftui/how-to-present-a-new-view-using-sheets)
 - [@article@How to make a view dismiss itself](https://www.hackingwithswift.com/quick-start/swiftui/how-to-make-a-view-dismiss-itself)
\ No newline at end of file
diff --git a/roadmaps/kotlin/content/history-of-kotlin@SLF_-a7Uwsl-fEqYiCIvF.md b/roadmaps/kotlin/content/history-of-kotlin@SLF_-a7Uwsl-fEqYiCIvF.md
index 63adcbb88..a0c37e50a 100644
--- a/roadmaps/kotlin/content/history-of-kotlin@SLF_-a7Uwsl-fEqYiCIvF.md
+++ b/roadmaps/kotlin/content/history-of-kotlin@SLF_-a7Uwsl-fEqYiCIvF.md
@@ -5,4 +5,4 @@ Kotlin is a modern, statically typed programming language developed by JetBrains
 Visit the following resources to learn more:
 
 - [@official@10 Years of Kotlin](https://kotlinlang.org/lp/10yearsofkotlin/past/)
-- [@article@Kotlin | Wikipedia](https://en.wikipedia.org/wiki/Kotlin_(programming_language))
\ No newline at end of file
+- [@article@Kotlin | Wikipedia](https://en.wikipedia.org/wiki/Kotlin_%28programming_language%29)
\ No newline at end of file
diff --git a/roadmaps/machine-learning/content/matrix--matrix-operations@1IhaXJxNREq2HA1nT-lMM.md b/roadmaps/machine-learning/content/matrix--matrix-operations@1IhaXJxNREq2HA1nT-lMM.md
index db82577cd..bd18157b3 100644
--- a/roadmaps/machine-learning/content/matrix--matrix-operations@1IhaXJxNREq2HA1nT-lMM.md
+++ b/roadmaps/machine-learning/content/matrix--matrix-operations@1IhaXJxNREq2HA1nT-lMM.md
@@ -4,5 +4,5 @@ A matrix is a rectangular array of numbers, symbols, or expressions, arranged in
 
 Visit the following resources to learn more:
 
-- [@article@Matrix (mathematics)](https://en.wikipedia.org/wiki/Matrix_(mathematics))
+- [@article@Matrix (mathematics)](https://en.wikipedia.org/wiki/Matrix_%28mathematics%29)
 - [@video@Linear Algebra - Matrix Operations](https://www.youtube.com/watch?v=p48uw2vFWQs)
\ No newline at end of file
diff --git a/roadmaps/machine-learning/content/python@qDn1elMoPIBgQSCWiYkLI.md b/roadmaps/machine-learning/content/python@qDn1elMoPIBgQSCWiYkLI.md
index d0fbf6b69..ff619a306 100644
--- a/roadmaps/machine-learning/content/python@qDn1elMoPIBgQSCWiYkLI.md
+++ b/roadmaps/machine-learning/content/python@qDn1elMoPIBgQSCWiYkLI.md
@@ -6,7 +6,7 @@ Visit the following resources to learn more:
 
 - [@roadmap@Visit the Dedicated Python Developer Roadmap](https://roadmap.sh/python)
 - [@official@Python Website](https://www.python.org/)
-- [@article@Python - Wikipedia](https://en.wikipedia.org/wiki/Python_(programming_language))
+- [@article@Python - Wikipedia](https://en.wikipedia.org/wiki/Python_%28programming_language%29)
 - [@article@Tutorial Series: How to Code in Python](https://www.digitalocean.com/community/tutorials/how-to-write-your-first-python-3-program)
 - [@article@Google's Python Class](https://developers.google.com/edu/python)
 - [@video@Learn Python - Full Course](https://www.youtube.com/watch?v=4M87qBgpafk)
\ No newline at end of file
diff --git a/roadmaps/machine-learning/content/validation-techniques@0hi0LdCtj9Paimgfc-l1O.md b/roadmaps/machine-learning/content/validation-techniques@0hi0LdCtj9Paimgfc-l1O.md
index 8cd35d875..2962e3f1d 100644
--- a/roadmaps/machine-learning/content/validation-techniques@0hi0LdCtj9Paimgfc-l1O.md
+++ b/roadmaps/machine-learning/content/validation-techniques@0hi0LdCtj9Paimgfc-l1O.md
@@ -7,4 +7,4 @@ Visit the following resources to learn more:
 - [@article@Cross-validation: evaluating estimator performance | scikit-learn](https://scikit-learn.org/stable/modules/cross_validation.html)
 - [@article@The 5 Stages of Machine Learning Validation](https://towardsdatascience.com/the-5-stages-of-machine-learning-validation-162193f8e5db/)
 - [@article@What is the Difference Between Test and Validation Datasets?](https://machinelearningmastery.com/difference-test-validation-datasets/)
-- [@video@Validating Machine Learning Model and Avoiding Common Challenges](https://www.youtube.com/watch?v=TnIh2b2Rw6%5D(https://www.youtube.com/watch?v=TnIh2b2Rw6Y))
\ No newline at end of file
+- [@video@Validating Machine Learning Model and Avoiding Common Challenges](https://www.youtube.com/watch?v=TnIh2b2Rw6%5D%28https://www.youtube.com/watch?v=TnIh2b2Rw6Y%29)
\ No newline at end of file
diff --git a/roadmaps/product-manager/content/product-requirements@0tJ7zlgOIaioCMmVavfqz.md b/roadmaps/product-manager/content/product-requirements@0tJ7zlgOIaioCMmVavfqz.md
index 1f29a00df..e9e29756c 100644
--- a/roadmaps/product-manager/content/product-requirements@0tJ7zlgOIaioCMmVavfqz.md
+++ b/roadmaps/product-manager/content/product-requirements@0tJ7zlgOIaioCMmVavfqz.md
@@ -4,6 +4,6 @@ Product requirements define what a product or feature must do in order to meet u
 
 Visit the following resources to learn more:
 
-- [@article@What is a PRD (Product Requirements Document) - Aha!](https://www.aha.io/roadmapping/guide/requirements-management/what-is-a-prd-(product-requirements-document))
+- [@article@What is a PRD (Product Requirements Document) - Aha!](https://www.aha.io/roadmapping/guide/requirements-management/what-is-a-prd-%28product-requirements-document%29)
 - [@article@Product Requirements Document - ProductPlan](https://www.productplan.com/glossary/product-requirements-document)
 - [@article@What is a Product Requirements Document (PRD)? - Atlassian](https://www.atlassian.com/agile/product-management/requirements)
\ No newline at end of file
diff --git a/roadmaps/scala/content/akka--pekko@vsfwt3tvLDhJoRyA82bM1.md b/roadmaps/scala/content/akka--pekko@vsfwt3tvLDhJoRyA82bM1.md
index fe99a74ef..8e1adb93f 100644
--- a/roadmaps/scala/content/akka--pekko@vsfwt3tvLDhJoRyA82bM1.md
+++ b/roadmaps/scala/content/akka--pekko@vsfwt3tvLDhJoRyA82bM1.md
@@ -6,5 +6,5 @@ Visit the following resources to learn more:
 
 - [@course@Akka/Pekko Essentials Course on Rock the JVM](https://rockthejvm.com/courses/akka-apache-pekko-essentials-with-scala)
 - [@official@Apache Pekko Official Website](https://pekko.apache.org/)
-- [@article@Akka Documentation on Wikipedia](https://en.wikipedia.org/wiki/Akka_(toolkit))
+- [@article@Akka Documentation on Wikipedia](https://en.wikipedia.org/wiki/Akka_%28toolkit%29)
 - [@article@Introduction to Apache Pekko on Baeldung](https://www.baeldung.com/scala/apache-pekko)
\ No newline at end of file
diff --git a/roadmaps/server-side-game-developer/content/ai@dkCVwuy8GKeEi3VJar_Zo.md b/roadmaps/server-side-game-developer/content/ai@dkCVwuy8GKeEi3VJar_Zo.md
index eb32d2c2f..2377d1f7b 100644
--- a/roadmaps/server-side-game-developer/content/ai@dkCVwuy8GKeEi3VJar_Zo.md
+++ b/roadmaps/server-side-game-developer/content/ai@dkCVwuy8GKeEi3VJar_Zo.md
@@ -5,5 +5,5 @@ AI in game server development covers machine learning and cloud-based AI service
 Visit the following resources to learn more:
 
 - [@official@NVIDIA Game Development](https://developer.nvidia.com/industries/game-development)
-- [@article@Behavior Tree (Artificial Intelligence) - Wikipedia](https://en.wikipedia.org/wiki/Behavior_tree_(artificial_intelligence,_robotics_and_control))
+- [@article@Behavior Tree (Artificial Intelligence) - Wikipedia](https://en.wikipedia.org/wiki/Behavior_tree_%28artificial_intelligence,_robotics_and_control%29)
 - [@article@How to Create Smarter Enemies with Behavior Trees - Game Developer](https://www.gamedeveloper.com/programming/how-to-create-smarter-enemies-with-behavior-trees)
\ No newline at end of file
diff --git a/roadmaps/server-side-game-developer/content/erlang@QGtGx5LBEWa1DD3Y7ztUy.md b/roadmaps/server-side-game-developer/content/erlang@QGtGx5LBEWa1DD3Y7ztUy.md
index 10cf71fae..5c1be8dde 100644
--- a/roadmaps/server-side-game-developer/content/erlang@QGtGx5LBEWa1DD3Y7ztUy.md
+++ b/roadmaps/server-side-game-developer/content/erlang@QGtGx5LBEWa1DD3Y7ztUy.md
@@ -6,4 +6,4 @@ Visit the following resources to learn more:
 
 - [@article@Learn You Some Erlang for Great Good!](https://learnyousomeerlang.com/introduction)
 - [@article@Erlang-powered Game-like Applications - Erlang Forums](https://erlangforums.com/t/ideas-projects-of-erlang-powered-game-like-applications/971)
-- [@article@Erlang Programming Language - Wikipedia](https://en.wikipedia.org/wiki/Erlang_(programming_language))
\ No newline at end of file
+- [@article@Erlang Programming Language - Wikipedia](https://en.wikipedia.org/wiki/Erlang_%28programming_language%29)
\ No newline at end of file
diff --git a/roadmaps/server-side-game-developer/content/registered-io@94hJX1iGifDzIuaU3zU5j.md b/roadmaps/server-side-game-developer/content/registered-io@94hJX1iGifDzIuaU3zU5j.md
index 6bf0cc050..3ff5601eb 100644
--- a/roadmaps/server-side-game-developer/content/registered-io@94hJX1iGifDzIuaU3zU5j.md
+++ b/roadmaps/server-side-game-developer/content/registered-io@94hJX1iGifDzIuaU3zU5j.md
@@ -4,7 +4,7 @@ Registered I/O (RIO) is a Windows Sockets extension that reduces kernel-to-user
 
 Visit the following resources to learn more:
 
-- [@official@Microsoft Registered I/O (RIO)](https://learn.microsoft.com/en-us/previous-versions/windows/it-pro/windows-server-2012-r2-and-2012/hh997032(v=ws.11))
+- [@official@Microsoft Registered I/O (RIO)](https://learn.microsoft.com/en-us/previous-versions/windows/it-pro/windows-server-2012-r2-and-2012/hh997032%28v=ws.11%29)
 - [@article@RIO then IOCP then just plain old Winsock2](https://wirepair.org/2023/08/19/rio-then-iocp-then-just-plain-old-winsock2/)
 - [@article@Windows Overlapped IO vs Registered IO (RIO) vs IOCP - Stack Overflow](https://stackoverflow.com/questions/73878597/what-are-the-differences-between-windows-overlapped-io-registered-io-rio-and)
 - [@article@What is io_uring? - Lord of the io_uring](https://unixism.net/loti/what_is_io_uring.html)
\ No newline at end of file
diff --git a/roadmaps/server-side-game-developer/content/streaming-vs-broadcast@pJw8fN1dt3BABtZVz7wGE.md b/roadmaps/server-side-game-developer/content/streaming-vs-broadcast@pJw8fN1dt3BABtZVz7wGE.md
index b7258cb29..d14fb3eed 100644
--- a/roadmaps/server-side-game-developer/content/streaming-vs-broadcast@pJw8fN1dt3BABtZVz7wGE.md
+++ b/roadmaps/server-side-game-developer/content/streaming-vs-broadcast@pJw8fN1dt3BABtZVz7wGE.md
@@ -6,4 +6,4 @@ Visit the following resources to learn more:
 
 - [@article@TCP vs UDP: What's the Difference for Video Streaming? - Ant Media](https://antmedia.io/tcp-vs-udp-video-streaming/)
 - [@article@UDP vs. TCP and Which One to Use for Video Streaming - Wowza](https://www.wowza.com/blog/udp-vs-tcp)
-- [@article@Broadcasting (Networking) - Wikipedia](https://en.wikipedia.org/wiki/Broadcasting_(networking))
\ No newline at end of file
+- [@article@Broadcasting (Networking) - Wikipedia](https://en.wikipedia.org/wiki/Broadcasting_%28networking%29)
\ No newline at end of file
diff --git a/roadmaps/shell-bash/content/introduction@lzzQWCFqpOnN2J_3Jck_3.md b/roadmaps/shell-bash/content/introduction@lzzQWCFqpOnN2J_3Jck_3.md
index 12a5470c4..3c75acf4d 100644
--- a/roadmaps/shell-bash/content/introduction@lzzQWCFqpOnN2J_3Jck_3.md
+++ b/roadmaps/shell-bash/content/introduction@lzzQWCFqpOnN2J_3Jck_3.md
@@ -4,7 +4,7 @@ Shell, often referred to as Bash (Bourne Again Shell), is a command-line interpr
 
 Visit the following resources to learn more:
 
-- [@article@Shell - Wikipedia](https://en.wikipedia.org/wiki/Shell_(computing))
+- [@article@Shell - Wikipedia](https://en.wikipedia.org/wiki/Shell_%28computing%29)
 - [@article@The Shell Scripting Tutorial](https://www.shellscript.sh/philosophy.html)
 - [@video@What Is a Shell ? | Learn How Shell Commands Work in the Terminal](https://www.youtube.com/watch?v=-qLrgCFynzE)
 - [@video@Shell Scripting Tutorial for Beginners 1 - Introduction](https://www.youtube.com/watch?v=cQepf9fY6cE&list=PLS1QulWo1RIYmaxcEqw5JhK3b-6rgdWO_)
\ No newline at end of file
diff --git a/roadmaps/software-architect/content/balance@otHQ6ye1xgkI1qb4tEHVF.md b/roadmaps/software-architect/content/balance@otHQ6ye1xgkI1qb4tEHVF.md
index 9ee419962..f04843ff9 100644
--- a/roadmaps/software-architect/content/balance@otHQ6ye1xgkI1qb4tEHVF.md
+++ b/roadmaps/software-architect/content/balance@otHQ6ye1xgkI1qb4tEHVF.md
@@ -4,4 +4,4 @@ Balance refers to weighing competing priorities such as speed versus quality, or
 
 Visit the following resources to learn more:
 
-- [@article@Wikipedia](https://en.wikipedia.org/wiki/Balance_(architecture))
\ No newline at end of file
+- [@article@Wikipedia](https://en.wikipedia.org/wiki/Balance_%28architecture%29)
\ No newline at end of file
diff --git a/roadmaps/software-design-architecture/content/blackboard-pattern@Kk7u2B67Fdg2sU8E_PGqr.md b/roadmaps/software-design-architecture/content/blackboard-pattern@Kk7u2B67Fdg2sU8E_PGqr.md
index 4642b6219..0db28c89b 100644
--- a/roadmaps/software-design-architecture/content/blackboard-pattern@Kk7u2B67Fdg2sU8E_PGqr.md
+++ b/roadmaps/software-design-architecture/content/blackboard-pattern@Kk7u2B67Fdg2sU8E_PGqr.md
@@ -4,5 +4,5 @@ The Blackboard architectural pattern is a software design pattern that allows fo
 
 Visit the following resources to learn more:
 
-- [@article@Overview of Blackboard (design pattern)](https://en.wikipedia.org/wiki/Blackboard_(design_pattern))
+- [@article@Overview of Blackboard (design pattern)](https://en.wikipedia.org/wiki/Blackboard_%28design_pattern%29)
 - [@article@Architectural Patterns: Blackboard](http://www.openloop.com/softwareEngineering/patterns/architecturePattern/arch_Blackboard.htm)
\ No newline at end of file
diff --git a/roadmaps/software-design-architecture/content/encapsulation@GJxfVjhiLuuc36hatx9dP.md b/roadmaps/software-design-architecture/content/encapsulation@GJxfVjhiLuuc36hatx9dP.md
index 3a9b45baf..fd0235611 100644
--- a/roadmaps/software-design-architecture/content/encapsulation@GJxfVjhiLuuc36hatx9dP.md
+++ b/roadmaps/software-design-architecture/content/encapsulation@GJxfVjhiLuuc36hatx9dP.md
@@ -4,6 +4,6 @@ Encapsulation is a fundamental principle of object-oriented programming that bun
 
 Visit the following resources to learn more:
 
-- [@article@Overview of Encapsulation](https://en.wikipedia.org/wiki/Encapsulation_(computer_programming))
+- [@article@Overview of Encapsulation](https://en.wikipedia.org/wiki/Encapsulation_%28computer_programming%29)
 - [@video@Tutorial - What is encapsulation in programming?](https://www.youtube.com/watch?v=sNKKxc4QHqA)
 - [@feed@Explore top posts about General Programming](https://app.daily.dev/tags/general-programming?ref=roadmapsh)
\ No newline at end of file
diff --git a/roadmaps/software-design-architecture/content/inheritance@Dj36yLBShoazj7SAw6a_A.md b/roadmaps/software-design-architecture/content/inheritance@Dj36yLBShoazj7SAw6a_A.md
index de0d8d21a..76cac2241 100644
--- a/roadmaps/software-design-architecture/content/inheritance@Dj36yLBShoazj7SAw6a_A.md
+++ b/roadmaps/software-design-architecture/content/inheritance@Dj36yLBShoazj7SAw6a_A.md
@@ -4,5 +4,5 @@ Inheritance is a fundamental concept in object-oriented programming (OOP) that a
 
 Visit the following resources to learn more:
 
-- [@article@Overview of Inheritance (object-oriented programming)](https://en.wikipedia.org/wiki/Inheritance_(object-oriented_programming))
+- [@article@Overview of Inheritance (object-oriented programming)](https://en.wikipedia.org/wiki/Inheritance_%28object-oriented_programming%29)
 - [@video@What is inheritance in programming?](https://www.youtube.com/watch?v=ajOYOxCanhE)
\ No newline at end of file
diff --git a/roadmaps/software-design-architecture/content/program-against-abstractions@UZeY36dABmULhsHPhlzn_.md b/roadmaps/software-design-architecture/content/program-against-abstractions@UZeY36dABmULhsHPhlzn_.md
index a6feec3d7..ee35caf96 100644
--- a/roadmaps/software-design-architecture/content/program-against-abstractions@UZeY36dABmULhsHPhlzn_.md
+++ b/roadmaps/software-design-architecture/content/program-against-abstractions@UZeY36dABmULhsHPhlzn_.md
@@ -4,4 +4,4 @@ Programming against abstractions involves interacting with interfaces or abstrac
 
 Visit the following resources to learn more:
 
-- [@article@Overview of Abstraction principle](https://en.wikipedia.org/wiki/Abstraction_principle_(computer_programming))
\ No newline at end of file
+- [@article@Overview of Abstraction principle](https://en.wikipedia.org/wiki/Abstraction_principle_%28computer_programming%29)
\ No newline at end of file
diff --git a/roadmaps/sql/content/row@aLDl75i8gtLRA2Ud-fMmQ.md b/roadmaps/sql/content/row@aLDl75i8gtLRA2Ud-fMmQ.md
index 2d0e6e89f..de6af687b 100644
--- a/roadmaps/sql/content/row@aLDl75i8gtLRA2Ud-fMmQ.md
+++ b/roadmaps/sql/content/row@aLDl75i8gtLRA2Ud-fMmQ.md
@@ -4,5 +4,5 @@ In SQL, a row (also called a record or tuple) represents a single, implicitly st
 
 Visit the following resources to learn more:
 
-- [@article@Row - Database](https://en.wikipedia.org/wiki/Row_(database))
+- [@article@Row - Database](https://en.wikipedia.org/wiki/Row_%28database%29)
 - [@article@Database Row: Definition, Examples](https://www.devx.com/terms/database-row/)
\ No newline at end of file
diff --git a/roadmaps/sql/content/table@R9WDMRd-3wxsKH97-sT3n.md b/roadmaps/sql/content/table@R9WDMRd-3wxsKH97-sT3n.md
index e37aa16c6..d1faa2892 100644
--- a/roadmaps/sql/content/table@R9WDMRd-3wxsKH97-sT3n.md
+++ b/roadmaps/sql/content/table@R9WDMRd-3wxsKH97-sT3n.md
@@ -4,5 +4,5 @@ A table is a fundamental structure for organizing data in a relational database.
 
 Visit the following resources to learn more:
 
-- [@article@Table (Database)](https://en.wikipedia.org/wiki/Table_(database))
+- [@article@Table (Database)](https://en.wikipedia.org/wiki/Table_%28database%29)
 - [@article@Introduction to Tables](https://support.microsoft.com/en-gb/office/introduction-to-tables-78ff21ea-2f76-4fb0-8af6-c318d1ee0ea7)
\ No newline at end of file
diff --git a/roadmaps/swift-ui/content/background@QK0trIIACmUHEuoLEBKs4.md b/roadmaps/swift-ui/content/background@QK0trIIACmUHEuoLEBKs4.md
index c4e10ce88..02008b6e6 100644
--- a/roadmaps/swift-ui/content/background@QK0trIIACmUHEuoLEBKs4.md
+++ b/roadmaps/swift-ui/content/background@QK0trIIACmUHEuoLEBKs4.md
@@ -4,5 +4,5 @@ The `background` view modifier in SwiftUI allows you to set a background for a v
 
 Visit the following resources to learn more:
 
-- [@official@Background](https://developer.apple.com/documentation/swiftui/view/background(alignment:content:))
+- [@official@Background](https://developer.apple.com/documentation/swiftui/view/background%28alignment:content:%29)
 - [@official@Adding a background to your view](https://developer.apple.com/documentation/swiftui/adding-a-background-to-your-view)
\ No newline at end of file
diff --git a/roadmaps/swift-ui/content/clipshape@GZN34c2OGkMFO_fM-XQou.md b/roadmaps/swift-ui/content/clipshape@GZN34c2OGkMFO_fM-XQou.md
index fe29d06b2..96c759b34 100644
--- a/roadmaps/swift-ui/content/clipshape@GZN34c2OGkMFO_fM-XQou.md
+++ b/roadmaps/swift-ui/content/clipshape@GZN34c2OGkMFO_fM-XQou.md
@@ -4,6 +4,6 @@
 
 Visit the following resources to learn more:
 
-- [@official@ClipShape](https://developer.apple.com/documentation/swiftui/view/clipshape(_:style:))
+- [@official@ClipShape](https://developer.apple.com/documentation/swiftui/view/clipshape%28_:style:%29)
 - [@article@How to clip a view so only part is visible](https://www.hackingwithswift.com/quick-start/swiftui/how-to-clip-a-view-so-only-part-is-visible)
 - [@article@SwiftUI: Bring back cornerRadius](https://lukaspistrol.com/blog/swiftui-bring-back-corner-radius/)
\ No newline at end of file
diff --git a/roadmaps/swift-ui/content/explicit-animations@jYpugTP_5rF26pn0kUKhG.md b/roadmaps/swift-ui/content/explicit-animations@jYpugTP_5rF26pn0kUKhG.md
index c8b43c921..a64625f07 100644
--- a/roadmaps/swift-ui/content/explicit-animations@jYpugTP_5rF26pn0kUKhG.md
+++ b/roadmaps/swift-ui/content/explicit-animations@jYpugTP_5rF26pn0kUKhG.md
@@ -4,5 +4,5 @@ Explicit animations involve directly controlling the animation's behavior by spe
 
 Visit the following resources to learn more:
 
-- [@official@WithAnimation](https://developer.apple.com/documentation/swiftui/withanimation(_:_:))
+- [@official@WithAnimation](https://developer.apple.com/documentation/swiftui/withanimation%28_:_:%29)
 - [@video@Creating explicit animations – Animation SwiftUI Tutorial 4/8](https://www.youtube.com/watch?v=Sk24dfBUnmg)
\ No newline at end of file
diff --git a/roadmaps/swift-ui/content/font@61lcF5utl8qO-MxpWPMnU.md b/roadmaps/swift-ui/content/font@61lcF5utl8qO-MxpWPMnU.md
index 3ae320fd1..0abda7e2d 100644
--- a/roadmaps/swift-ui/content/font@61lcF5utl8qO-MxpWPMnU.md
+++ b/roadmaps/swift-ui/content/font@61lcF5utl8qO-MxpWPMnU.md
@@ -4,7 +4,7 @@ The `font` modifier in SwiftUI allows you to customize the appearance of text wi
 
 Visit the following resources to learn more:
 
-- [@official@Font](https://developer.apple.com/documentation/swiftui/view/font(_:))
+- [@official@Font](https://developer.apple.com/documentation/swiftui/view/font%28_:%29)
 - [@article@SwiftUI Font and Texts](https://www.swiftyplace.com/blog/swiftui-font-and-texts)
 - [@article@SwiftUI .font()](https://www.codecademy.com/resources/docs/swiftui/viewmodifier/font)
 - [@video@Why SwiftUI's Built-In Font is OP](https://www.youtube.com/watch?v=e4s37VcWCj0)
\ No newline at end of file
diff --git a/roadmaps/swift-ui/content/padding@TQQ8b8y3KYNeASrki0YMy.md b/roadmaps/swift-ui/content/padding@TQQ8b8y3KYNeASrki0YMy.md
index 78fc5f180..d8a37d3b3 100644
--- a/roadmaps/swift-ui/content/padding@TQQ8b8y3KYNeASrki0YMy.md
+++ b/roadmaps/swift-ui/content/padding@TQQ8b8y3KYNeASrki0YMy.md
@@ -4,6 +4,6 @@ Padding in Swift and SwiftUI is used to add space around the content of a view.
 
 Visit the following resources to learn more:
 
-- [@official@Padding](https://developer.apple.com/documentation/SwiftUI/View/padding(_:_:))
+- [@official@Padding](https://developer.apple.com/documentation/SwiftUI/View/padding%28_:_:%29)
 - [@article@SwiftUI .padding()](https://www.codecademy.com/resources/docs/swiftui/viewmodifier/padding)
 - [@video@Adding Padding in SwiftUI View | Bootcamp #11](https://www.youtube.com/watch?v=MuOtLPQ4jR4)
\ No newline at end of file
diff --git a/roadmaps/swift-ui/content/swiftui-inspector@ORk-aG_KxdVcyRwFyZFp1.md b/roadmaps/swift-ui/content/swiftui-inspector@ORk-aG_KxdVcyRwFyZFp1.md
index 1f73b3b6b..bc86e6c0e 100644
--- a/roadmaps/swift-ui/content/swiftui-inspector@ORk-aG_KxdVcyRwFyZFp1.md
+++ b/roadmaps/swift-ui/content/swiftui-inspector@ORk-aG_KxdVcyRwFyZFp1.md
@@ -4,7 +4,7 @@ The SwiftUI Inspector is a built-in tool within Xcode that allows developers to
 
 Visit the following resources to learn more:
 
-- [@official@inspector](https://developer.apple.com/documentation/SwiftUI/View/inspector(isPresented:content:))
+- [@official@inspector](https://developer.apple.com/documentation/SwiftUI/View/inspector%28isPresented:content:%29)
 - [@article@How to add an inspector to any view](https://www.hackingwithswift.com/quick-start/swiftui/how-to-add-an-inspector-to-any-view)
 - [@article@Presenting an Inspector with SwiftUI](https://www.createwithswift.com/presenting-an-inspector-with-swiftui/)
 - [@video@Inspectors in SwiftUI: Discover the details](https://www.youtube.com/watch?v=l0ksmCylJRc)
\ No newline at end of file
diff --git a/roadmaps/system-design/content/sharding@FX6dcV_93zOfbZMdM_-li.md b/roadmaps/system-design/content/sharding@FX6dcV_93zOfbZMdM_-li.md
index 878410655..da596ccb8 100644
--- a/roadmaps/system-design/content/sharding@FX6dcV_93zOfbZMdM_-li.md
+++ b/roadmaps/system-design/content/sharding@FX6dcV_93zOfbZMdM_-li.md
@@ -5,4 +5,4 @@ Sharding splits a database horizontally, distributing rows of the same table acr
 Visit the following resources to learn more:
 
 - [@article@The coming of the Shard](http://highscalability.com/blog/2009/8/6/an-unorthodox-approach-to-database-design-the-coming-of-the.html)
-- [@article@Shard (database architecture)](https://en.wikipedia.org/wiki/Shard_(database_architecture))
\ No newline at end of file
+- [@article@Shard (database architecture)](https://en.wikipedia.org/wiki/Shard_%28database_architecture%29)
\ No newline at end of file