diff --git a/Cargo.lock b/Cargo.lock
index 6d5125f..9119f42 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -125,9 +125,9 @@ dependencies = [
 
 [[package]]
 name = "aws-lc-rs"
-version = "1.16.2"
+version = "1.16.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a054912289d18629dc78375ba2c3726a3afe3ff71b4edba9dedfca0e3446d1fc"
+checksum = "0ec6fb3fe69024a75fa7e1bfb48aa6cf59706a101658ea01bfd33b2b248a038f"
 dependencies = [
  "aws-lc-sys",
  "zeroize",
@@ -135,9 +135,9 @@ dependencies = [
 
 [[package]]
 name = "aws-lc-sys"
-version = "0.39.1"
+version = "0.40.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "83a25cf98105baa966497416dbd42565ce3a8cf8dbfd59803ec9ad46f3126399"
+checksum = "f50037ee5e1e41e7b8f9d161680a725bd1626cb6f8c7e901f91f942850852fe7"
 dependencies = [
  "cc",
  "cmake",
@@ -711,9 +711,9 @@ dependencies = [
 
 [[package]]
 name = "bumpalo"
-version = "3.19.1"
+version = "3.20.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5dd9dc738b7a8311c7ade152424974d8115f2cdad61e8dab8dac9f2362298510"
+checksum = "5d20789868f4b01b2f2caec9f5c4e0213b41e3e5702a50157d699ae31ced2fcb"
 
 [[package]]
 name = "byteorder"
@@ -723,9 +723,9 @@ checksum = "1fd0f2584146f6f2ef48085050886acf353beff7305ebd1ae69500e27c67f64b"
 
 [[package]]
 name = "bytes"
-version = "1.11.0"
+version = "1.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b35204fbdc0b3f4446b89fc1ac2cf84a8a68971995d0bf2e925ec7cd960f9cb3"
+checksum = "1e748733b7cbc798e1434b6ac524f0c1ff2ab456fe201501e6497c8417a4fc33"
 
 [[package]]
 name = "bytes-utils"
@@ -759,9 +759,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.50"
+version = "1.2.61"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9f50d563227a1c37cc0a263f64eca3334388c01c5e4c4861a9def205c614383c"
+checksum = "d16d90359e986641506914ba71350897565610e87ce0ad9e6f28569db3dd5c6d"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -1107,9 +1107,9 @@ dependencies = [
 
 [[package]]
 name = "deranged"
-version = "0.5.5"
+version = "0.5.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ececcb659e7ba858fb4f10388c250a7252eb0a27373f1a72b8748afdd248e587"
+checksum = "7cd812cc2bc1d69d4764bd80df88b4317eaef9e773c75226407d9bc0876b211c"
 dependencies = [
  "powerfmt",
  "serde_core",
@@ -1353,9 +1353,9 @@ checksum = "28dea519a9695b9977216879a3ebfddf92f1c08c05d984f8996aecd6ecdc811d"
 
 [[package]]
 name = "find-msvc-tools"
-version = "0.1.5"
+version = "0.1.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3a3076410a55c90011c298b04d0cfa770b00fa04e1e3c97d3f6c9de105a03844"
+checksum = "5baebc0774151f905a1a2cc41989300b1e6fbb29aff0ceffa1064fdd3088d582"
 
 [[package]]
 name = "flate2"
@@ -1521,9 +1521,9 @@ dependencies = [
 
 [[package]]
 name = "getrandom"
-version = "0.2.16"
+version = "0.2.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "335ff9f135e4384c8150d6f27c6daed433577f86b4750418338c01a1a2528592"
+checksum = "ff2abc00be7fca6ebc474524697ae276ad847ad0a6b3faa4bcb027e9a4614ad0"
 dependencies = [
  "cfg-if",
  "js-sys",
@@ -2091,9 +2091,9 @@ dependencies = [
 
 [[package]]
 name = "itoa"
-version = "1.0.15"
+version = "1.0.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a5f13b858c8d314ee3e8f639011f7ccefe71f97f96e50151fb991f267928e2c"
+checksum = "8f42a60cbdf9a97f5d2305f08a87dc4e09308d1276d28c869c684d7777685682"
 
 [[package]]
 name = "jobserver"
@@ -2167,9 +2167,9 @@ dependencies = [
 
 [[package]]
 name = "libc"
-version = "0.2.178"
+version = "0.2.186"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "37c93d8daa9d8a012fd8ab92f088405fb202ea0b6ab73ee2482ae66af4f42091"
+checksum = "68ab91017fe16c622486840e4c83c9a37afeff978bd239b5293d61ece587de66"
 
 [[package]]
 name = "libm"
@@ -2229,6 +2229,7 @@ dependencies = [
  "lettre",
  "mime_guess",
  "rand 0.8.5",
+ "regex",
  "reqwest 0.12.26",
  "serde",
  "serde_json",
@@ -2436,9 +2437,9 @@ dependencies = [
 
 [[package]]
 name = "num-conv"
-version = "0.1.0"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "51d515d32fb182ee37cda2ccdcb92950d6a3c2893aa280e540671c2cd0f3b1d9"
+checksum = "c6673768db2d862beb9b39a78fdcb1a69439615d5794a1be50caa9bc92c81967"
 
 [[package]]
 name = "num-integer"
@@ -2478,7 +2479,7 @@ checksum = "c38841cdd844847e3e7c8d29cef9dcfed8877f8f56f9071f77843ecf3baf937f"
 dependencies = [
  "base64 0.13.1",
  "chrono",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "http 0.2.12",
  "rand 0.8.5",
  "reqwest 0.11.27",
@@ -2492,9 +2493,9 @@ dependencies = [
 
 [[package]]
 name = "once_cell"
-version = "1.21.3"
+version = "1.21.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "42f5e15c9953c5e4ccceeb2e7382a716482c34515315f7b03532b8b4e8393d2d"
+checksum = "9f7c3e4beb33f85d45ae3e3a1792185706c8e16d043238c593331cc7cd313b50"
 
 [[package]]
 name = "openidconnect"
@@ -2815,9 +2816,9 @@ dependencies = [
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.103"
+version = "1.0.106"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5ee95bc4ef87b8d5ba32e8b7714ccc834865276eab0aed5c9958d00ec45f49e8"
+checksum = "8fd00f0bb2e90d81d1044c2b32617f68fcb9fa3bb7640c23e9c748e53fb30934"
 dependencies = [
  "unicode-ident",
 ]
@@ -2839,9 +2840,9 @@ dependencies = [
 
 [[package]]
 name = "quote"
-version = "1.0.42"
+version = "1.0.45"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a338cc41d27e6cc6dce6cefc13a0729dfbb81c262b1f519331575dd80ef3067f"
+checksum = "41f2619966050689382d2b44f664f4bc593e129785a36d6ee376ddf37259b924"
 dependencies = [
  "proc-macro2",
 ]
@@ -2905,7 +2906,7 @@ version = "0.6.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ec0be4795e2f6a28069bec0b5ff3e2ac9bafc99e6a9a7dc3547996c5c816922c"
 dependencies = [
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
 ]
 
 [[package]]
@@ -3111,7 +3112,7 @@ checksum = "a4689e6c2294d81e88dc6261c768b63bc4fcdb852be6d1352498b114f61383b7"
 dependencies = [
  "cc",
  "cfg-if",
- "getrandom 0.2.16",
+ "getrandom 0.2.17",
  "libc",
  "untrusted",
  "windows-sys 0.52.0",
@@ -3181,7 +3182,7 @@ dependencies = [
  "once_cell",
  "ring",
  "rustls-pki-types",
- "rustls-webpki 0.103.8",
+ "rustls-webpki 0.103.13",
  "subtle",
  "zeroize",
 ]
@@ -3209,9 +3210,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-pki-types"
-version = "1.13.2"
+version = "1.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "21e6f2ab2928ca4291b86736a8bd920a277a399bba1589409d72154ff87c1282"
+checksum = "30a7197ae7eb376e574fe940d068c30fe0462554a3ddbe4eca7838e049c937a9"
 dependencies = [
  "zeroize",
 ]
@@ -3228,9 +3229,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-webpki"
-version = "0.103.8"
+version = "0.103.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2ffdfa2f5286e2247234e03f680868ac2815974dc39e00ea15adc445d0aafe52"
+checksum = "61c429a8649f110dddef65e2a5ad240f747e85f7758a6bccc7e5777bd33f756e"
 dependencies = [
  "aws-lc-rs",
  "ring",
@@ -3871,9 +3872,9 @@ checksum = "13c2bddecc57b384dee18652358fb23172facb8a2c51ccc10d74c157bdea3292"
 
 [[package]]
 name = "syn"
-version = "2.0.111"
+version = "2.0.117"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "390cc9a294ab71bdb1aa2e99d13be9c753cd2d7bd6560c77118597410c4d2e87"
+checksum = "e665b8803e7b1d2a727f4023456bbbbe74da67099c585258af0ad9c5013b9b99"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -4012,30 +4013,30 @@ dependencies = [
 
 [[package]]
 name = "time"
-version = "0.3.44"
+version = "0.3.47"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "91e7d9e3bb61134e77bde20dd4825b97c010155709965fedf0f49bb138e52a9d"
+checksum = "743bd48c283afc0388f9b8827b976905fb217ad9e647fae3a379a9283c4def2c"
 dependencies = [
  "deranged",
  "itoa",
  "num-conv",
  "powerfmt",
- "serde",
+ "serde_core",
  "time-core",
  "time-macros",
 ]
 
 [[package]]
 name = "time-core"
-version = "0.1.6"
+version = "0.1.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "40868e7c1d2f0b8d73e4a8c7f0ff63af4f6d19be117e90bd73eb1d62cf831c6b"
+checksum = "7694e1cfe791f8d31026952abf09c69ca6f6fa4e1a1229e18988f06a04a12dca"
 
 [[package]]
 name = "time-macros"
-version = "0.2.24"
+version = "0.2.27"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30cfb0125f12d9c277f35663a0a33f8c30190f4e4574868a330595412d34ebf3"
+checksum = "2e70e4c5a0e0a8a4823ad65dfe1a6930e4f4d756dcd9dd7939022b5e8c501215"
 dependencies = [
  "num-conv",
  "time-core",
@@ -4308,9 +4309,9 @@ checksum = "5c1cb5db39152898a79168971543b1cb5020dff7fe43c8dc468b0885f5e29df5"
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.22"
+version = "1.0.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9312f7c4f6ff9069b165498234ce8be658059c6728633667c526e27dc2cf1df5"
+checksum = "e6e4313cd5fcd3dad5cafa179702e2b244f760991f45397d14d4ebf38247da75"
 
 [[package]]
 name = "unicode-normalization"
@@ -4435,9 +4436,9 @@ checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b"
 
 [[package]]
 name = "wasip2"
-version = "1.0.1+wasi-0.2.4"
+version = "1.0.3+wasi-0.2.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0562428422c63773dad2c345a1882263bbf4d65cf3f42e90921f787ef5ad58e7"
+checksum = "20064672db26d7cdc89c7798c48a0fdfac8213434a1186e5ef29fd560ae223d6"
 dependencies = [
  "wit-bindgen",
 ]
@@ -4886,9 +4887,9 @@ dependencies = [
 
 [[package]]
 name = "wit-bindgen"
-version = "0.46.0"
+version = "0.57.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f17a85883d4e6d00e8a97c586de764dabcc06133f7f1d55dce5cdc070ad7fe59"
+checksum = "1ebf944e87a7c253233ad6766e082e3cd714b5d03812acc24c318f549614536e"
 
 [[package]]
 name = "writeable"
diff --git a/nginx/learning.conf b/nginx/learning.conf
index a6a8b6d..3a8ccc4 100644
--- a/nginx/learning.conf
+++ b/nginx/learning.conf
@@ -10,6 +10,10 @@ add_header Permissions-Policy "camera=(), microphone=(), geolocation=()" always;
 add_header Content-Security-Policy "default-src 'self'; script-src 'self' 'unsafe-inline' 'unsafe-eval' https://cdn.jsdelivr.net; style-src 'self' 'unsafe-inline'; img-src 'self' data: blob: https:; font-src 'self' data:; connect-src 'self' https:; media-src 'self' blob: https:; object-src 'none'; frame-ancestors 'self';" always;
 
 location /lms-api/ {
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
+
     rewrite ^/lms-api/(.*)$ /$1 break;
     proxy_pass http://openccb-experience:3002;
     proxy_set_header Host $host;
@@ -47,6 +51,9 @@ location /cms-api/ {
     add_header Vary "Origin" always;
     add_header Strict-Transport-Security "max-age=31536000; includeSubDomains" always;
     add_header X-Content-Type-Options "nosniff" always;
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
 
     rewrite ^/cms-api/(.*)$ /$1 break;
     proxy_pass http://openccb-studio:3001;
diff --git a/nginx/studio.conf b/nginx/studio.conf
index e8d31ff..6f901d7 100644
--- a/nginx/studio.conf
+++ b/nginx/studio.conf
@@ -62,6 +62,9 @@ location /cms-api/ {
     add_header Vary "Origin" always;
     add_header Strict-Transport-Security "max-age=31536000; includeSubDomains" always;
     add_header X-Content-Type-Options "nosniff" always;
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
 
     rewrite ^/cms-api/(.*)$ /$1 break;
     proxy_pass http://openccb-studio:3001;
@@ -79,6 +82,10 @@ location /cms-api/ {
 }
 
 location /lms-api/ {
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
+
     rewrite ^/lms-api/(.*)$ /$1 break;
     proxy_pass http://openccb-experience:3002;
     proxy_set_header Host $host;
@@ -108,6 +115,10 @@ location = /auth/login {
         return 418;
     }
 
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
+
     proxy_pass http://openccb-studio:3001;
     proxy_set_header Host $host;
     proxy_set_header X-Real-IP $remote_addr;
@@ -123,6 +134,10 @@ location = /auth/register {
         return 418;
     }
 
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
+
     proxy_pass http://openccb-studio:3001;
     proxy_set_header Host $host;
     proxy_set_header X-Real-IP $remote_addr;
@@ -143,6 +158,10 @@ location = /auth/callback {
 }
 
 location = /auth/me {
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
+
     proxy_pass http://openccb-studio:3001;
     proxy_set_header Host $host;
     proxy_set_header X-Real-IP $remote_addr;
@@ -153,6 +172,10 @@ location = /auth/me {
 }
 
 location /auth/sso/ {
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
+
     proxy_pass http://openccb-studio:3001;
     proxy_set_header Host $host;
     proxy_set_header X-Real-IP $remote_addr;
@@ -163,6 +186,10 @@ location /auth/sso/ {
 }
 
 location /auth/ {
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
+
     proxy_pass http://openccb-studio:3001;
     proxy_set_header Host $host;
     proxy_set_header X-Real-IP $remote_addr;
@@ -173,6 +200,10 @@ location /auth/ {
 }
 
 location = /organization {
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
+
     proxy_pass http://openccb-studio:3001;
     proxy_set_header Host $host;
     proxy_set_header X-Real-IP $remote_addr;
@@ -183,6 +214,10 @@ location = /organization {
 }
 
 location /organization/ {
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
+
     proxy_pass http://openccb-studio:3001;
     proxy_set_header Host $host;
     proxy_set_header X-Real-IP $remote_addr;
@@ -193,6 +228,10 @@ location /organization/ {
 }
 
 location = /branding {
+    add_header Cache-Control "no-store, no-cache, must-revalidate, max-age=0" always;
+    add_header Pragma "no-cache" always;
+    add_header Expires "0" always;
+
     proxy_pass http://openccb-studio:3001;
     proxy_set_header Host $host;
     proxy_set_header X-Real-IP $remote_addr;
diff --git a/services/cms-service/src/handlers.rs b/services/cms-service/src/handlers.rs
index 21cdbc0..1760c1b 100644
--- a/services/cms-service/src/handlers.rs
+++ b/services/cms-service/src/handlers.rs
@@ -28,6 +28,7 @@ use serde_json::json;
 use sqlx::PgPool;
 use base64::{engine::general_purpose, Engine as _};
 use std::env;
+use regex;
 use reqwest::header::HeaderMap;
 use uuid::Uuid;
 
@@ -605,7 +606,7 @@ pub async fn update_course(
     let mut tx = pool
         .begin()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Establecer contexto de auditoría
     sqlx::query(
@@ -615,7 +616,7 @@ pub async fn update_course(
     .bind(org_ctx.id.to_string())
     .execute(&mut *tx)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let course = sqlx::query_as::<_, Course>(
         "SELECT * FROM fn_update_course($1, $2, $3, $4, $5, $6, $7, $8, $9, $10, $11, $12, $13)",
@@ -644,7 +645,7 @@ pub async fn update_course(
 
     tx.commit()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(course))
 }
@@ -1755,7 +1756,7 @@ pub async fn get_grading_categories(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(categories))
 }
@@ -1778,7 +1779,7 @@ pub async fn create_grading_category(
     .bind(payload.tipo_nota_id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(category))
 }
@@ -1815,7 +1816,7 @@ pub async fn delete_grading_category(
         .bind(org_ctx.id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::OK)
 }
@@ -2789,6 +2790,13 @@ pub async fn register(
     if payload.password.len() < 8 {
         return Err((StatusCode::BAD_REQUEST, "La contraseña debe tener al menos 8 caracteres".into()));
     }
+    
+    // Validar formato de email (validación básica)
+    let email_regex = regex::Regex::new(r"^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}$")
+        .map_err(|_| (StatusCode::INTERNAL_SERVER_ERROR, "Email validation error".into()))?;
+    if !email_regex.is_match(&payload.email) {
+        return Err((StatusCode::BAD_REQUEST, "Formato de email inválido".into()));
+    }
 
     let password_hash = hash(payload.password, 13)
         .map_err(|_| (StatusCode::INTERNAL_SERVER_ERROR, "Hashing failed".into()))?;
@@ -2809,7 +2817,7 @@ pub async fn register(
     let mut tx = pool
         .begin()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let user = sqlx::query_as::<_, User>("SELECT * FROM fn_register_user($1, $2, $3, $4, $5)")
         .bind(&payload.email)
@@ -2829,7 +2837,7 @@ pub async fn register(
 
     tx.commit()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let token = create_jwt(user.id, user.organization_id, &user.role).map_err(|_| {
         (
@@ -3041,7 +3049,7 @@ pub async fn get_course_analytics(
     let analytics = res
         .json::<CourseAnalytics>()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(analytics))
 }
@@ -3089,7 +3097,7 @@ pub async fn get_advanced_analytics(
     let analytics = res
         .json::<common::models::AdvancedAnalytics>()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(analytics))
 }
@@ -3120,7 +3128,7 @@ pub async fn get_lesson_heatmap(
     let heatmap = res
         .json::<Vec<common::models::HeatmapPoint>>()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(heatmap))
 }
@@ -3164,7 +3172,7 @@ pub async fn get_audit_logs(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(logs))
 }
@@ -3239,7 +3247,7 @@ pub async fn get_sso_config(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(config))
 }
@@ -3298,7 +3306,7 @@ pub async fn update_sso_config(
 
     // We use fetch_all + next for slightly better error handling in this complex query
     let config = config
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
         .into_iter()
         .next()
         .ok_or((
@@ -3319,7 +3327,7 @@ pub async fn sso_login_init(
     .bind(org_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((
         StatusCode::NOT_FOUND,
         "SSO no configurado o deshabilitado para esta organización".to_string(),
@@ -3351,7 +3359,7 @@ pub async fn sso_login_init(
             "{}/auth/sso/callback",
             env::var("CMS_API_URL").unwrap_or_else(|_| "http://localhost:3001".to_string())
         ))
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?,
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?,
     );
 
     let (auth_url, csrf_token, nonce) = client
@@ -3372,7 +3380,7 @@ pub async fn sso_login_init(
         .bind(nonce.secret())
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(axum::response::Redirect::to(auth_url.as_str()))
 }
@@ -3405,7 +3413,7 @@ pub async fn sso_callback(
     .bind(org_id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 3. Exchange code for token
     let issuer_url = IssuerUrl::new(config.issuer_url.clone())
@@ -3413,7 +3421,7 @@ pub async fn sso_callback(
 
     let provider_metadata = CoreProviderMetadata::discover_async(issuer_url, async_http_client)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let client = CoreClient::from_provider_metadata(
         provider_metadata,
@@ -3425,7 +3433,7 @@ pub async fn sso_callback(
             "{}/auth/sso/callback",
             env::var("CMS_API_URL").unwrap_or_else(|_| "http://localhost:3001".to_string())
         ))
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?,
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?,
     );
 
     let token_response = client
@@ -3464,7 +3472,7 @@ pub async fn sso_callback(
     let mut tx = pool
         .begin()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let user = sqlx::query_as::<_, User>(
         "SELECT * FROM users WHERE organization_id = $1 AND lower(email) = lower($2)",
@@ -3473,7 +3481,7 @@ pub async fn sso_callback(
     .bind(&email)
     .fetch_optional(&mut *tx)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let user = match user {
         Some(u) => u,
@@ -3491,13 +3499,13 @@ pub async fn sso_callback(
             .bind("student") // Default role
             .fetch_one(&mut *tx)
             .await
-            .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+            .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
         }
     };
 
     tx.commit()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 6. Generate JWT
     let token =
@@ -3849,7 +3857,7 @@ pub async fn update_user(
         .fetch_one(&pool)
         .await
     }
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     log_action(
         &pool,
@@ -3905,7 +3913,7 @@ pub async fn delete_user(
             .execute(&pool)
             .await
     }
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "User not found".into()));
@@ -3951,7 +3959,7 @@ pub async fn get_webhooks(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(webhooks))
 }
@@ -3979,7 +3987,7 @@ pub async fn create_webhook(
     .bind(payload.secret)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     log_action(
         &pool,
@@ -4010,7 +4018,7 @@ pub async fn delete_webhook(
         .bind(org_ctx.id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Webhook not found".into()));
@@ -4062,7 +4070,7 @@ pub async fn export_course(
         .await
         .map_err(|e| {
             tracing::error!("Export failed: {}", e);
-            (StatusCode::INTERNAL_SERVER_ERROR, e.to_string())
+            (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string())
         })?;
 
     let filename = format!("course-{}.ccb", id);
@@ -4567,7 +4575,7 @@ pub async fn check_course_access(
     .bind(user_id)
     .fetch_one(pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(exists)
 }
@@ -4604,7 +4612,7 @@ pub async fn get_course_team(
     .bind(course_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(team))
 }
@@ -4633,7 +4641,7 @@ pub async fn add_team_member(
         .bind(claims.sub)
         .fetch_one(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     };
 
     if !is_authorized {
@@ -4678,7 +4686,7 @@ pub async fn remove_team_member(
         .bind(claims.sub)
         .fetch_one(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     };
 
     if !is_authorized && claims.sub != user_id {
@@ -4690,7 +4698,7 @@ pub async fn remove_team_member(
         .bind(user_id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::NO_CONTENT)
 }
@@ -4707,7 +4715,7 @@ pub async fn create_course_preview_token(
     }
 
     let token = create_preview_token(claims.sub, claims.org, id)
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(json!({ "token": token })))
 }
diff --git a/services/cms-service/src/handlers/tasks.rs b/services/cms-service/src/handlers/tasks.rs
index b6dd7e9..88a6179 100644
--- a/services/cms-service/src/handlers/tasks.rs
+++ b/services/cms-service/src/handlers/tasks.rs
@@ -109,7 +109,7 @@ pub async fn retry_task(
         .bind(id)
         .fetch_optional(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if let Some(l) = lesson {
         let pool_clone = pool.clone();
@@ -134,7 +134,7 @@ pub async fn retry_task(
     .bind(id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if let Some(task) = zip_task {
         let zip_batch_id_from_metadata = task
@@ -176,7 +176,7 @@ pub async fn retry_task(
             .bind(task.created_at)
             .fetch_all(&pool)
             .await
-            .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+            .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
             if candidates.len() == 1 {
                 candidates[0].zip_batch_id
@@ -200,7 +200,7 @@ pub async fn retry_task(
         .bind(zip_batch_id)
         .fetch_all(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         if assets.is_empty() {
             return Err((
@@ -306,7 +306,7 @@ pub async fn cancel_task(
     .bind(id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if lesson_result.rows_affected() > 0 {
         return Ok(StatusCode::NO_CONTENT);
@@ -327,7 +327,7 @@ pub async fn cancel_task(
     .bind(id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if task_result.rows_affected() > 0 {
         return Ok(StatusCode::NO_CONTENT);
diff --git a/services/cms-service/src/handlers_assets.rs b/services/cms-service/src/handlers_assets.rs
index 7033919..903741d 100644
--- a/services/cms-service/src/handlers_assets.rs
+++ b/services/cms-service/src/handlers_assets.rs
@@ -408,7 +408,7 @@ pub async fn upload_asset(
             data = field
                 .bytes()
                 .await
-                .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+                .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
                 .to_vec();
         } else if name == "course_id" {
             if let Ok(txt) = field.text().await {
@@ -447,7 +447,7 @@ pub async fn upload_asset(
     // Asegurar que el directorio de subidas existe
     tokio::fs::create_dir_all("uploads")
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let (storage_filename, storage_path, stored_filename, stored_mimetype) =
         if is_flv_media(&filename, &mimetype) {
@@ -455,7 +455,7 @@ pub async fn upload_asset(
             let temp_storage_path = format!("uploads/{}", temp_storage_filename);
             tokio::fs::write(&temp_storage_path, data)
                 .await
-                .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+                .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
             let final_storage_filename = format!("{}.mp4", asset_id);
             let final_storage_path = format!("uploads/{}", final_storage_filename);
@@ -483,7 +483,7 @@ pub async fn upload_asset(
 
             tokio::fs::write(&storage_path, data)
                 .await
-                .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+                .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
             (storage_filename, storage_path, filename.clone(), mimetype.clone())
         };
@@ -528,7 +528,7 @@ pub async fn upload_asset(
     .bind(size_bytes)
     .execute(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(AssetUploadResponse {
         id: asset_id,
@@ -614,7 +614,7 @@ pub async fn list_assets(
         .bind(offset)
         .fetch_all(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(assets))
 }
@@ -645,7 +645,7 @@ pub async fn list_asset_import_history(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(items))
 }
@@ -664,7 +664,7 @@ pub async fn delete_asset(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Activo no encontrado".to_string()))?;
 
     // 2. Eliminar de la base de datos
@@ -672,7 +672,7 @@ pub async fn delete_asset(
         .bind(id)
         .execute(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 3. Eliminar archivo físico u objeto de S3
     let _ = delete_storage_path(&asset.storage_path).await;
@@ -790,7 +790,7 @@ pub async fn ingest_asset_for_rag(
         .bind(org_ctx.id)
         .fetch_one(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let source_kind = if asset.mimetype.starts_with("audio/") || asset.mimetype.starts_with("video/") {
         "audio-transcription"
@@ -1435,7 +1435,7 @@ pub async fn import_assets_zip(
 
     tokio::fs::create_dir_all("uploads")
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // ── Phase 2: process entries ───────────────────────────────────────────────
     let mut imported_assets = 0usize;
@@ -1591,7 +1591,7 @@ pub async fn import_assets_zip(
                 let temp_storage_path = format!("uploads/{}", temp_storage_filename);
                 tokio::fs::write(&temp_storage_path, &content)
                     .await
-                    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+                    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
                 let final_storage_filename = format!("{}.mp4", asset_id);
                 let final_storage_path = format!("uploads/{}", final_storage_filename);
diff --git a/services/cms-service/src/handlers_embeddings.rs b/services/cms-service/src/handlers_embeddings.rs
index d930674..7b02236 100644
--- a/services/cms-service/src/handlers_embeddings.rs
+++ b/services/cms-service/src/handlers_embeddings.rs
@@ -74,7 +74,7 @@ pub async fn generate_question_embeddings(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     
     let _total = questions.len();
     let mut processed = 0;
@@ -181,7 +181,7 @@ pub async fn regenerate_question_embedding(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Pregunta no encontrada".to_string()))?;
     
     // Generar texto de la incrustación
@@ -226,7 +226,7 @@ pub async fn regenerate_question_embedding(
     .bind(question_id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     
     Ok(StatusCode::OK)
 }
@@ -310,7 +310,7 @@ pub async fn semantic_search(
     let results = sql_query
         .fetch_all(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     
     Ok(Json(results))
 }
@@ -348,7 +348,7 @@ pub async fn find_similar_questions(
     .bind(limit)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .into_iter()
     .filter(|r| r.similarity >= threshold)
     .collect();
diff --git a/services/cms-service/src/handlers_library.rs b/services/cms-service/src/handlers_library.rs
index aad810e..2e89b3f 100644
--- a/services/cms-service/src/handlers_library.rs
+++ b/services/cms-service/src/handlers_library.rs
@@ -40,7 +40,7 @@ pub async fn create_library_block(
     .bind(payload.tags.as_deref())
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(block))
 }
@@ -98,7 +98,7 @@ pub async fn list_library_blocks(
     let blocks = sql_query
         .fetch_all(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(blocks))
 }
@@ -116,7 +116,7 @@ pub async fn get_library_block(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     match block {
         Some(b) => Ok(Json(b)),
@@ -137,7 +137,7 @@ pub async fn update_library_block(
         .bind(org_ctx.id)
         .fetch_optional(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if existing.is_none() {
         return Err((StatusCode::NOT_FOUND, "Bloque no encontrado".to_string()));
@@ -163,7 +163,7 @@ pub async fn update_library_block(
         .bind(org_ctx.id)
         .fetch_one(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     } else {
         sqlx::query_as(
             r#"
@@ -181,7 +181,7 @@ pub async fn update_library_block(
         .bind(org_ctx.id)
         .fetch_one(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     };
 
     Ok(Json(updated))
@@ -198,7 +198,7 @@ pub async fn delete_library_block(
         .bind(org_ctx.id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Bloque no encontrado".to_string()));
@@ -218,7 +218,7 @@ pub async fn increment_block_usage(
         .bind(org_ctx.id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Bloque no encontrado".to_string()));
diff --git a/services/cms-service/src/handlers_plugins.rs b/services/cms-service/src/handlers_plugins.rs
index 200470e..e8c306d 100644
--- a/services/cms-service/src/handlers_plugins.rs
+++ b/services/cms-service/src/handlers_plugins.rs
@@ -63,7 +63,7 @@ pub async fn list_plugins(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let plugins = rows
         .into_iter()
@@ -101,7 +101,7 @@ pub async fn list_enabled_plugins(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let plugins = rows
         .into_iter()
@@ -155,7 +155,7 @@ pub async fn create_plugin(
     .bind(payload.config.unwrap_or(serde_json::json!({})))
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok((StatusCode::CREATED, Json(OrgPlugin {
         id: row.get("id"),
@@ -190,7 +190,7 @@ pub async fn update_plugin(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !exists {
         return Err((StatusCode::NOT_FOUND, "Plugin no encontrado".to_string()));
@@ -229,7 +229,7 @@ pub async fn update_plugin(
     .bind(payload.enabled)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(OrgPlugin {
         id: row.get("id"),
@@ -262,7 +262,7 @@ pub async fn delete_plugin(
     .bind(org_ctx.id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Plugin no encontrado".to_string()));
diff --git a/services/cms-service/src/handlers_question_bank.rs b/services/cms-service/src/handlers_question_bank.rs
index 13fdb2f..6beb3a7 100644
--- a/services/cms-service/src/handlers_question_bank.rs
+++ b/services/cms-service/src/handlers_question_bank.rs
@@ -379,7 +379,7 @@ pub async fn create_question(
     .bind(media_type.as_deref())
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(question))
 }
@@ -501,7 +501,7 @@ pub async fn list_questions(
         .fetch_all(&pool)
         .await
     }
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(questions))
 }
@@ -531,7 +531,7 @@ pub async fn get_question(
     .await
     .map_err(|e| match e {
         sqlx::Error::RowNotFound => (StatusCode::NOT_FOUND, "Pregunta no encontrada".to_string()),
-        _ => (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()),
+        _ => (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()),
     })?;
 
     Ok(Json(question))
@@ -602,7 +602,7 @@ pub async fn update_question(
     .await
     .map_err(|e| match e {
         sqlx::Error::RowNotFound => (StatusCode::NOT_FOUND, "Pregunta no encontrada".to_string()),
-        _ => (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()),
+        _ => (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()),
     })?;
 
     Ok(Json(question))
@@ -627,7 +627,7 @@ pub async fn delete_question(
     .bind(org_ctx.id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Pregunta no encontrada".to_string()));
diff --git a/services/cms-service/src/handlers_rubrics.rs b/services/cms-service/src/handlers_rubrics.rs
index bed64a7..b7040d8 100644
--- a/services/cms-service/src/handlers_rubrics.rs
+++ b/services/cms-service/src/handlers_rubrics.rs
@@ -121,7 +121,7 @@ pub async fn create_rubric(
     .bind(&payload.description)
     .fetch_one(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(rubric))
 }
@@ -144,7 +144,7 @@ pub async fn list_course_rubrics(
     .bind(course_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(rubrics))
 }
@@ -167,7 +167,7 @@ pub async fn get_rubric_with_details(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Rúbrica no encontrada".to_string()))?;
 
     // Get criteria
@@ -182,7 +182,7 @@ pub async fn get_rubric_with_details(
     .bind(rubric_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Get levels for each criterion
     let mut criteria_with_levels = Vec::new();
@@ -198,7 +198,7 @@ pub async fn get_rubric_with_details(
         .bind(criterion.id)
         .fetch_all(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         criteria_with_levels.push(CriterionWithLevels { criterion, levels });
     }
@@ -232,7 +232,7 @@ pub async fn update_rubric(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Rúbrica no encontrada".to_string()))?;
 
     Ok(Json(rubric))
@@ -249,7 +249,7 @@ pub async fn delete_rubric(
         .bind(org_ctx.id)
         .execute(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Rúbrica no encontrada".to_string()));
@@ -273,7 +273,7 @@ pub async fn create_criterion(
         .bind(org_ctx.id)
         .fetch_optional(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
         .ok_or((StatusCode::NOT_FOUND, "Rúbrica no encontrada".to_string()))?;
 
     let position = payload.position.unwrap_or(0);
@@ -292,7 +292,7 @@ pub async fn create_criterion(
     .bind(position)
     .fetch_one(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Update rubric total_points
     let _= sqlx::query(
@@ -306,7 +306,7 @@ pub async fn create_criterion(
     .bind(rubric_id)
     .execute(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(criterion))
 }
@@ -338,7 +338,7 @@ pub async fn update_criterion(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Criterio no encontrado".to_string()))?;
 
     // Update rubric total_points if max_points changed
@@ -354,7 +354,7 @@ pub async fn update_criterion(
         .bind(criterion.rubric_id)
         .execute(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     }
 
     Ok(Json(criterion))
@@ -371,7 +371,7 @@ pub async fn delete_criterion(
         .bind(criterion_id)
         .fetch_optional(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
         .ok_or((StatusCode::NOT_FOUND, "Criterio no encontrado".to_string()))?;
     
     let rubric_id: Uuid = criterion_row.get("rubric_id");
@@ -387,7 +387,7 @@ pub async fn delete_criterion(
     .bind(org_ctx.id)
     .execute(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Criterio no encontrado".to_string()));
@@ -405,7 +405,7 @@ pub async fn delete_criterion(
     .bind(rubric_id)
     .execute(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::NO_CONTENT)
 }
@@ -425,7 +425,7 @@ pub async fn create_level(
         .bind(org_ctx.id)
         .fetch_optional(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
         .ok_or((StatusCode::NOT_FOUND, "Criterio no encontrado".to_string()))?;
 
     let position = payload.position.unwrap_or(0);
@@ -444,7 +444,7 @@ pub async fn create_level(
     .bind(position)
     .fetch_one(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(level))
 }
@@ -479,7 +479,7 @@ pub async fn update_level(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Nivel no encontrado".to_string()))?;
 
     Ok(Json(level))
@@ -505,7 +505,7 @@ pub async fn delete_level(
     .bind(org_ctx.id)
     .execute(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Nivel no encontrado".to_string()));
@@ -534,7 +534,7 @@ pub async fn assign_rubric_to_lesson(
     .bind(rubric_id)
     .fetch_one(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(lesson_rubric))
 }
@@ -550,7 +550,7 @@ pub async fn unassign_rubric_from_lesson(
         .bind(rubric_id)
         .execute(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Vínculo lección-rúbrica no encontrado".to_string()));
@@ -578,7 +578,7 @@ pub async fn get_lesson_rubrics(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(rubrics))
 }
diff --git a/services/cms-service/src/handlers_sam.rs b/services/cms-service/src/handlers_sam.rs
index 196e7c2..212d6d0 100644
--- a/services/cms-service/src/handlers_sam.rs
+++ b/services/cms-service/src/handlers_sam.rs
@@ -109,7 +109,7 @@ pub async fn sync_sam_students(
         .await
         .map_err(|e| {
             errors.push(format!("Error al comprobar el usuario {}: {}", sam_student.email, e));
-            (StatusCode::INTERNAL_SERVER_ERROR, e.to_string())
+            (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string())
         })
         .ok()
         .flatten();
@@ -422,7 +422,7 @@ pub async fn sync_all_sam(
             .await
             .map_err(|e| {
                 errors.push(format!("Error al comprobar el usuario {}: {}", sam_student.email, e));
-                (StatusCode::INTERNAL_SERVER_ERROR, e.to_string())
+                (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string())
             })
             .ok()
             .flatten();
diff --git a/services/cms-service/src/handlers_test_templates.rs b/services/cms-service/src/handlers_test_templates.rs
index 8168a57..cadd21c 100644
--- a/services/cms-service/src/handlers_test_templates.rs
+++ b/services/cms-service/src/handlers_test_templates.rs
@@ -108,7 +108,7 @@ pub async fn create_test_template(
     .bind(payload.tags.as_deref())
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(template))
 }
@@ -198,7 +198,7 @@ pub async fn list_test_templates(
     let templates = sql_query
         .fetch_all(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(templates))
 }
@@ -225,7 +225,7 @@ pub async fn get_test_template(
     .await
     .map_err(|e| match e {
         sqlx::Error::RowNotFound => (StatusCode::NOT_FOUND, "Plantilla no encontrada".to_string()),
-        _ => (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()),
+        _ => (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()),
     })?;
 
     // Obtener secciones
@@ -240,7 +240,7 @@ pub async fn get_test_template(
     .bind(template_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Obtener preguntas
     let questions: Vec<TestTemplateQuestion> = sqlx::query_as(
@@ -255,7 +255,7 @@ pub async fn get_test_template(
     .bind(template_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(TestTemplateWithQuestions {
         template,
@@ -317,7 +317,7 @@ pub async fn update_test_template(
     .await
     .map_err(|e| match e {
         sqlx::Error::RowNotFound => (StatusCode::NOT_FOUND, "Plantilla no encontrada".to_string()),
-        _ => (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()),
+        _ => (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()),
     })?;
 
     Ok(Json(template))
@@ -341,7 +341,7 @@ pub async fn delete_test_template(
     .bind(org_ctx.id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Plantilla no encontrada".to_string()));
@@ -367,7 +367,7 @@ pub async fn create_template_question(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !exists.0 {
         return Err((StatusCode::NOT_FOUND, "Plantilla no encontrada".to_string()));
@@ -396,7 +396,7 @@ pub async fn create_template_question(
     .bind(payload.metadata.as_ref())
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(question))
 }
@@ -428,7 +428,7 @@ pub async fn delete_template_question(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !exists.0 {
         return Err((StatusCode::NOT_FOUND, "Plantilla no encontrada".to_string()));
@@ -444,7 +444,7 @@ pub async fn delete_template_question(
     .bind(template_id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Pregunta no encontrada".to_string()));
@@ -470,7 +470,7 @@ pub async fn create_template_section(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !exists.0 {
         return Err((StatusCode::NOT_FOUND, "Plantilla no encontrada".to_string()));
@@ -494,7 +494,7 @@ pub async fn create_template_section(
     .bind(payload.section_data.as_ref())
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(section))
 }
@@ -525,7 +525,7 @@ pub async fn delete_template_section(
     .bind(template_id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if result.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Sección no encontrada".to_string()));
@@ -560,7 +560,7 @@ pub async fn apply_template_to_lesson(
     .await
     .map_err(|e| match e {
         sqlx::Error::RowNotFound => (StatusCode::NOT_FOUND, "Plantilla no encontrada".to_string()),
-        _ => (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()),
+        _ => (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()),
     })?;
 
     // Verificar que la lección existe y pertenece a la organización
@@ -571,7 +571,7 @@ pub async fn apply_template_to_lesson(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !lesson_exists.0 {
         return Err((StatusCode::NOT_FOUND, "Lección no encontrada".to_string()));
@@ -590,7 +590,7 @@ pub async fn apply_template_to_lesson(
     .bind(template_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if template_questions.is_empty() {
         return Err((StatusCode::BAD_REQUEST, "La plantilla no tiene preguntas".to_string()));
@@ -647,14 +647,14 @@ pub async fn apply_template_to_lesson(
     .bind(org_ctx.id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Incrementar el contador de uso de la plantilla
     sqlx::query("SELECT increment_template_usage($1)")
         .bind(template_id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     tracing::info!(
         "Plantilla '{}' aplicada a la lección '{}' con {} preguntas",
diff --git a/services/lms-service/Cargo.toml b/services/lms-service/Cargo.toml
index 68d268f..be01b2d 100644
--- a/services/lms-service/Cargo.toml
+++ b/services/lms-service/Cargo.toml
@@ -35,3 +35,4 @@ hex.workspace = true
 tokio-stream = "0.1"
 lettre = { version = "0.11", default-features = false, features = ["builder", "smtp-transport", "tokio1", "tokio1-native-tls"] }
 rand = "0.8"
+regex = "1.10"
diff --git a/services/lms-service/src/handlers.rs b/services/lms-service/src/handlers.rs
index 81edd9c..4e31606 100644
--- a/services/lms-service/src/handlers.rs
+++ b/services/lms-service/src/handlers.rs
@@ -28,6 +28,7 @@ use crate::progress_tracking::{CourseCompletionMetrics, calculate_course_complet
 use serde_json::json;
 use base64::Engine;
 use tokio::time::{Duration, timeout};
+use regex;
 
 // Contador simple de tokens (aproximado: 1 token ≈ 4 caracteres en inglés, ~3-5 en español)
 fn count_tokens(text: &str) -> i32 {
@@ -38,6 +39,12 @@ fn count_tokens(text: &str) -> i32 {
     (text.len() / 4) as i32 + 1
 }
 
+// Validar que OPENAI_API_KEY esté configurado cuando se use proveedor OpenAI
+fn get_openai_api_key() -> Result<String, (StatusCode, String)> {
+    std::env::var("OPENAI_API_KEY")
+        .map_err(|_| (StatusCode::SERVICE_UNAVAILABLE, "OPENAI_API_KEY env var must be set".into()))
+}
+
 fn scope_rejection_message(lesson_title: &str) -> String {
     format!(
         "Esa pregunta está fuera del tema de la lección actual \"{}\". Estoy aquí para ayudarte únicamente con esta lección. ¿Qué parte te gustaría repasar?",
@@ -147,7 +154,7 @@ pub async fn get_me(
         .bind(claims.sub)
         .fetch_optional(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if let Some(user) = user {
         return Ok(Json(UserResponse {
@@ -506,7 +513,7 @@ pub async fn export_course_grades(
     .bind(course_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 2. Obtener datos generales de los estudiantes
     #[derive(sqlx::FromRow)]
@@ -539,7 +546,7 @@ pub async fn export_course_grades(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 3. Obtener calificaciones detalladas por usuario/categoría
     #[derive(sqlx::FromRow)]
@@ -564,7 +571,7 @@ pub async fn export_course_grades(
     .bind(course_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 4. Construir CSV
     let mut csv = "Name,Email,Cohort,Progress,Overall Score".to_string();
@@ -820,6 +827,14 @@ pub async fn register(
     if payload.password.len() < 8 {
         return Err((StatusCode::BAD_REQUEST, "La contraseña debe tener al menos 8 caracteres".into()));
     }
+    
+    // Validar formato de email (validación básica)
+    let email_regex = regex::Regex::new(r"^[a-zA-Z0-9._%+-]+@[a-zA-Z0-9.-]+\.[a-zA-Z]{2,}$")
+        .map_err(|_| (StatusCode::INTERNAL_SERVER_ERROR, "Email validation error".into()))?;
+    if !email_regex.is_match(&payload.email) {
+        return Err((StatusCode::BAD_REQUEST, "Formato de email inválido".into()));
+    }
+    
     let password_hash = hash(payload.password, 13).map_err(|_| {
         (
             StatusCode::INTERNAL_SERVER_ERROR,
@@ -840,7 +855,7 @@ pub async fn register(
     let mut tx = pool
         .begin()
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let organization = if let Some(org_name) = payload.organization_name {
         sqlx::query_as::<_, Organization>(
@@ -877,7 +892,7 @@ pub async fn register(
 
     tx.commit()
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let token = create_jwt(user.id, user.organization_id, "student").map_err(|_| {
         (
@@ -1857,7 +1872,7 @@ pub async fn submit_lesson_score(
     let mut tx = pool
         .begin()
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let ip = headers
         .get("x-forwarded-for")
@@ -1879,7 +1894,7 @@ pub async fn submit_lesson_score(
         Some("EVENTO_DEL_SISTEMA".to_string()),
     )
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 1. Obtener reglas de intentos de la lección
     let max_attempts: Option<Option<i32>> =
@@ -1887,7 +1902,7 @@ pub async fn submit_lesson_score(
             .bind(payload.lesson_id)
             .fetch_optional(&mut *tx)
             .await
-            .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+            .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if max_attempts.is_none() {
         return Err((StatusCode::NOT_FOUND, "Lección no encontrada".into()));
@@ -1901,7 +1916,7 @@ pub async fn submit_lesson_score(
         .bind(org_ctx.id)
         .fetch_optional(&mut *tx)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if let Some(count) = existing_attempts {
         if let Some(max) = max_attempts {
@@ -1926,7 +1941,7 @@ pub async fn submit_lesson_score(
     .bind(payload.metadata)
     .fetch_one(&mut *tx)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 3.1 Sincronizar con MySQL externo si está disponible
     if let Some(mysql_pool) = mysql_pool {
@@ -1991,7 +2006,7 @@ pub async fn submit_lesson_score(
 
     tx.commit()
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 4. Enviar Webhooks
     let webhook_service = common::webhooks::WebhookService::new(pool.clone());
@@ -2152,7 +2167,7 @@ pub async fn get_course_grades(
     .await
     .map_err(|e: sqlx::Error| {
         tracing::error!("Error al obtener las calificaciones del curso: {}", e);
-        (StatusCode::INTERNAL_SERVER_ERROR, e.to_string())
+        (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string())
     })?;
 
     Ok(Json(rows))
@@ -2202,7 +2217,7 @@ pub async fn get_course_analytics(
     .bind(filter.cohort_id)
     .fetch_one(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 2. Puntaje promedio del curso (General)
     let average_score: Option<f32> = sqlx::query_scalar(
@@ -2221,7 +2236,7 @@ pub async fn get_course_analytics(
     .bind(filter.cohort_id)
     .fetch_one(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 3. Analítica por lección
     // Nota: Convertimos AVG a float4 para compatibilidad con PostgreSQL
@@ -2247,7 +2262,7 @@ pub async fn get_course_analytics(
     .bind(filter.cohort_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let lessons = rows
         .into_iter()
@@ -2290,7 +2305,7 @@ pub async fn notify_student(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     match role.as_deref() {
         Some("instructor") | Some("admin") => {}
@@ -2305,7 +2320,7 @@ pub async fn notify_student(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !enrolled {
         return Err((StatusCode::NOT_FOUND, "El alumno no está inscrito en este curso".to_string()));
@@ -2322,7 +2337,7 @@ pub async fn notify_student(
     .bind(&payload.link_url)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::NO_CONTENT)
 }
@@ -2353,7 +2368,7 @@ pub async fn get_course_progress(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .flatten();
 
     let progress_percentage = enrollment_progress
@@ -2722,7 +2737,7 @@ pub async fn toggle_bookmark(
     .bind(lesson_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if let Some(id) = existing_id {
         // Eliminar marcador
@@ -2730,7 +2745,7 @@ pub async fn toggle_bookmark(
             .bind(id)
             .execute(&pool)
             .await
-            .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+            .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
         Ok(StatusCode::NO_CONTENT)
     } else {
         // Añadir marcador
@@ -2743,7 +2758,7 @@ pub async fn toggle_bookmark(
         .bind(lesson_id)
         .execute(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
         Ok(StatusCode::CREATED)
     }
 }
@@ -2765,7 +2780,7 @@ pub async fn get_user_bookmarks(
     // Wait, let's create a better filter for this.
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(bookmarks))
 }
@@ -2797,7 +2812,7 @@ pub async fn update_user(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(UserResponse {
         id: user.id,
@@ -2831,7 +2846,7 @@ pub async fn get_recommendations(
     .bind(course_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 2. Obtener metadatos de la lección (títulos y etiquetas) para contexto
     #[derive(sqlx::FromRow)]
@@ -2863,7 +2878,7 @@ pub async fn get_recommendations(
     .bind(course_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 3. Preparar contexto de IA con Análisis de Habilidades
     use std::collections::HashMap;
@@ -2917,6 +2932,12 @@ pub async fn get_recommendations(
 
     // 4. Llamar a Ollama
     let provider = env::var("AI_PROVIDER").unwrap_or_else(|_| "openai".to_string());
+    // Validar que OPENAI_API_KEY esté configurado si no estamos usando Ollama local
+    let openai_api_key = if provider != "local" {
+        get_openai_api_key()?
+    } else {
+        String::new()
+    };
     // Mantener las solicitudes de IA por debajo del tiempo de espera del proxy para que podamos devolver un JSON de respaldo en lugar de un 504.
     let client = reqwest::Client::builder()
         .connect_timeout(Duration::from_secs(10))
@@ -2935,7 +2956,7 @@ pub async fn get_recommendations(
     } else {
         (
             "https://api.openai.com/v1/chat/completions".to_string(),
-            format!("Bearer {}", env::var("OPENAI_API_KEY").unwrap_or_default()),
+            format!("Bearer {}", openai_api_key),
             "gpt-4-turbo".to_string(),
         )
     };
@@ -3012,6 +3033,11 @@ pub async fn evaluate_audio_response(
     let client = reqwest::Client::new();
 
     let provider = env::var("AI_PROVIDER").unwrap_or_else(|_| "openai".to_string());
+    let openai_api_key = if provider != "local" {
+        get_openai_api_key()?
+    } else {
+        String::new()
+    };
     let (url, auth_header, model) = if provider == "local" {
         let base_url = get_ai_url("OLLAMA_URL", "http://ollama:11434");
         let model = env::var("LOCAL_LLM_MODEL").unwrap_or_else(|_| "llama3.2:3b".to_string());
@@ -3023,7 +3049,7 @@ pub async fn evaluate_audio_response(
     } else {
         (
             "https://api.openai.com/v1/chat/completions".to_string(),
-            format!("Bearer {}", env::var("OPENAI_API_KEY").unwrap_or_default()),
+            format!("Bearer {}", openai_api_key),
             "gpt-4-turbo".to_string(),
         )
     };
@@ -3054,7 +3080,7 @@ pub async fn evaluate_audio_response(
         }))
         .send()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let ai_data: serde_json::Value = response.json().await.map_err(|e| {
         (
@@ -3126,7 +3152,7 @@ pub async fn evaluate_audio_file(
                 audio_data = field
                     .bytes()
                     .await
-                    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+                    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
                     .to_vec();
                 tracing::info!("Received audio file: {} bytes", audio_data.len());
             }
@@ -3223,6 +3249,11 @@ pub async fn evaluate_audio_file(
 
     // 2. Realizar calificación por IA
     let provider = env::var("AI_PROVIDER").unwrap_or_else(|_| "openai".to_string());
+    let openai_api_key = if provider != "local" {
+        get_openai_api_key()?
+    } else {
+        String::new()
+    };
     let (url, auth_header, model) = if provider == "local" {
         let base_url =
             env::var("LOCAL_OLLAMA_URL").unwrap_or_else(|_| "http://ollama:11434".to_string());
@@ -3235,7 +3266,7 @@ pub async fn evaluate_audio_file(
     } else {
         (
             "https://api.openai.com/v1/chat/completions".to_string(),
-            format!("Bearer {}", env::var("OPENAI_API_KEY").unwrap_or_default()),
+            format!("Bearer {}", openai_api_key),
             "gpt-4-turbo".to_string(),
         )
     };
@@ -3932,6 +3963,11 @@ pub async fn get_code_hint(
     }
 
     let provider = std::env::var("AI_PROVIDER").unwrap_or_else(|_| "local".to_string());
+    let openai_api_key = if provider != "local" {
+        get_openai_api_key()?
+    } else {
+        String::new()
+    };
     let client = reqwest::Client::new();
 
     let (url, auth_header, model) = if provider == "local" {
@@ -3941,7 +3977,7 @@ pub async fn get_code_hint(
     } else {
         (
             "https://api.openai.com/v1/chat/completions".to_string(),
-            format!("Bearer {}", std::env::var("OPENAI_API_KEY").unwrap_or_default()),
+            format!("Bearer {}", openai_api_key),
             "gpt-4o".to_string(),
         )
     };
@@ -4126,6 +4162,11 @@ pub async fn chat_with_tutor(
 
     // 2. Configurar solicitud de IA
     let provider = env::var("AI_PROVIDER").unwrap_or_else(|_| "openai".to_string());
+    let openai_api_key = if provider != "local" {
+        get_openai_api_key()?
+    } else {
+        String::new()
+    };
     let _client = reqwest::Client::new();
 
     // 2.1 Manejar Sesión y Memoria
@@ -4286,7 +4327,7 @@ pub async fn chat_with_tutor(
     } else {
         (
             "https://api.openai.com/v1/chat/completions".to_string(),
-            format!("Bearer {}", env::var("OPENAI_API_KEY").unwrap_or_default()),
+            format!("Bearer {}", openai_api_key),
             "gpt-4-turbo".to_string(),
         )
     };
@@ -4579,6 +4620,11 @@ pub async fn chat_role_play(
 
     // 6. Solicitud de IA
     let provider = env::var("AI_PROVIDER").unwrap_or_else(|_| "openai".to_string());
+    let openai_api_key = if provider != "local" {
+        get_openai_api_key()?
+    } else {
+        String::new()
+    };
     let client = reqwest::Client::new();
 
     let (url, auth_header, model) = if provider == "local" {
@@ -4587,7 +4633,7 @@ pub async fn chat_role_play(
         (format!("{}/v1/chat/completions", base_url), "".to_string(), model)
     } else {
         ("https://api.openai.com/v1/chat/completions".to_string(), 
-         format!("Bearer {}", env::var("OPENAI_API_KEY").unwrap_or_default()), 
+         format!("Bearer {}", openai_api_key), 
          "gpt-4-turbo".to_string())
     };
 
@@ -4668,7 +4714,7 @@ pub async fn get_lesson_feedback(
     .bind(lesson_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((
         StatusCode::BAD_REQUEST,
         "No se encontró calificación para esta lección".into(),
@@ -4717,6 +4763,11 @@ pub async fn get_lesson_feedback(
 
     // 3. Configurar solicitud de IA
     let provider = env::var("AI_PROVIDER").unwrap_or_else(|_| "openai".to_string());
+    let openai_api_key = if provider != "local" {
+        get_openai_api_key()?
+    } else {
+        String::new()
+    };
     let client = reqwest::Client::new();
 
     let (url, auth_header, model) = if provider == "local" {
@@ -4731,7 +4782,7 @@ pub async fn get_lesson_feedback(
     } else {
         (
             "https://api.openai.com/v1/chat/completions".to_string(),
-            format!("Bearer {}", env::var("OPENAI_API_KEY").unwrap_or_default()),
+            format!("Bearer {}", openai_api_key),
             "gpt-4-turbo".to_string(),
         )
     };
@@ -5146,7 +5197,7 @@ pub async fn update_lesson_collaborative_doc(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !lesson_exists {
         return Err((StatusCode::NOT_FOUND, "Lección no encontrada".into()));
@@ -5169,7 +5220,7 @@ pub async fn update_lesson_collaborative_doc(
     .bind(payload.base_revision)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .rows_affected();
 
     if rows_updated == 1 {
@@ -5190,7 +5241,7 @@ pub async fn update_lesson_collaborative_doc(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if existing.is_none() && payload.base_revision == 0 {
         // Primer guardado
@@ -5207,7 +5258,7 @@ pub async fn update_lesson_collaborative_doc(
         .bind(org_ctx.id)
         .fetch_one(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         sqlx::query(
             r#"
@@ -5222,7 +5273,7 @@ pub async fn update_lesson_collaborative_doc(
         .bind(user_id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         return Ok(Json(UpdateCollaborativeDocResponse {
             lesson_id: id,
@@ -5243,7 +5294,7 @@ pub async fn update_lesson_collaborative_doc(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let (sc, sr) = server.map(|r| (r.content, r.revision)).unwrap_or_default();
 
@@ -5377,7 +5428,7 @@ pub async fn list_lesson_annotations(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     Ok(Json(rows))
 }
 
@@ -5413,7 +5464,7 @@ pub async fn create_lesson_annotation(
     .bind(payload.position_data)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     Ok((StatusCode::CREATED, Json(row)))
 }
 
@@ -5460,7 +5511,7 @@ pub async fn delete_lesson_annotation(
     .bind(lesson_id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .rows_affected();
     if affected == 0 {
         Err((StatusCode::NOT_FOUND, "Anotación no encontrada".to_string()))
@@ -5484,7 +5535,7 @@ pub async fn get_my_annotations(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     Ok(Json(rows))
 }
 
@@ -5544,7 +5595,7 @@ pub async fn assign_mentor(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     match role.as_deref() {
         Some("instructor") | Some("admin") => {}
@@ -5569,7 +5620,7 @@ pub async fn assign_mentor(
     .bind(&payload.notes)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(row))
 }
@@ -5603,7 +5654,7 @@ pub async fn list_course_mentorships(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(rows))
 }
@@ -5622,7 +5673,7 @@ pub async fn delete_mentorship(
     .bind(org_ctx.id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .rows_affected();
 
     if affected == 0 {
@@ -5663,7 +5714,7 @@ pub async fn get_my_mentor(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(row))
 }
@@ -5699,7 +5750,7 @@ pub async fn get_my_mentees(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(rows))
 }
diff --git a/services/lms-service/src/handlers_announcements.rs b/services/lms-service/src/handlers_announcements.rs
index 6d4b9ce..37d6ef0 100644
--- a/services/lms-service/src/handlers_announcements.rs
+++ b/services/lms-service/src/handlers_announcements.rs
@@ -49,7 +49,7 @@ async fn ensure_announcement_author_exists(
         .bind(user_id)
         .fetch_one(pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if exists {
         return Ok(());
@@ -97,7 +97,7 @@ pub async fn list_announcements(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Adjuntar cohort_ids a cada anuncio
     for a in &mut announcements {
@@ -107,7 +107,7 @@ pub async fn list_announcements(
         .bind(a.id)
         .fetch_all(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         if !cohorts.is_empty() {
             a.cohort_ids = Some(cohorts.into_iter().map(|c| c.0).collect());
@@ -136,7 +136,7 @@ pub async fn create_announcement(
     let mut tx = pool
         .begin()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 1. Crear anuncio
     let mut announcement = sqlx::query_as::<_, CourseAnnouncement>(
@@ -152,7 +152,7 @@ pub async fn create_announcement(
     .bind(payload.is_pinned.unwrap_or(false))
     .fetch_one(&mut *tx)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 2. Vincular cohortes si se proporcionan
     if let Some(ref cohort_ids) = payload.cohort_ids {
@@ -164,14 +164,14 @@ pub async fn create_announcement(
             .bind(cohort_id)
             .execute(&mut *tx)
             .await
-            .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+            .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
         }
         announcement.cohort_ids = Some(cohort_ids.clone());
     }
 
     tx.commit()
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 3. Obtener estudiantes objetivo para notificaciones
     let enrolled_students = if let Some(ref cohort_ids) = payload.cohort_ids {
@@ -207,7 +207,7 @@ pub async fn create_announcement(
         .fetch_all(&pool)
         .await
     }
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Crear notificación para cada estudiante inscrito
     for (student_id,) in enrolled_students {
@@ -276,7 +276,7 @@ pub async fn update_announcement(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(announcement))
 }
@@ -302,7 +302,7 @@ pub async fn delete_announcement(
     .bind(org_ctx.id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::OK)
 }
diff --git a/services/lms-service/src/handlers_cohorts.rs b/services/lms-service/src/handlers_cohorts.rs
index d8d3059..35723df 100644
--- a/services/lms-service/src/handlers_cohorts.rs
+++ b/services/lms-service/src/handlers_cohorts.rs
@@ -20,7 +20,7 @@ pub async fn list_cohorts(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(cohorts))
 }
@@ -43,7 +43,7 @@ pub async fn create_cohort(
     .bind(payload.description)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(cohort))
 }
@@ -63,7 +63,7 @@ pub async fn add_cohort_member(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !exists {
         return Err((StatusCode::NOT_FOUND, "Cohorte no encontrada".to_string()));
@@ -81,7 +81,7 @@ pub async fn add_cohort_member(
     .bind(payload.user_id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(member))
 }
@@ -100,7 +100,7 @@ pub async fn remove_cohort_member(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !exists {
         return Err((StatusCode::NOT_FOUND, "Cohorte no encontrada".to_string()));
@@ -111,7 +111,7 @@ pub async fn remove_cohort_member(
         .bind(user_id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::NO_CONTENT)
 }
@@ -130,7 +130,7 @@ pub async fn get_cohort_members(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !exists {
         return Err((StatusCode::NOT_FOUND, "Cohorte no encontrada".to_string()));
@@ -140,7 +140,7 @@ pub async fn get_cohort_members(
         .bind(cohort_id)
         .fetch_all(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(members))
 }
diff --git a/services/lms-service/src/handlers_discussions.rs b/services/lms-service/src/handlers_discussions.rs
index fc6d3b7..a1a6e0c 100644
--- a/services/lms-service/src/handlers_discussions.rs
+++ b/services/lms-service/src/handlers_discussions.rs
@@ -454,7 +454,7 @@ pub async fn list_threads(
     let threads = sql_query
         .fetch_all(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(threads))
 }
@@ -497,7 +497,7 @@ pub async fn create_thread(
     .bind(&payload.content)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Suscribir automáticamente al autor al hilo
     let _ = sqlx::query(
@@ -654,7 +654,7 @@ fn get_thread_posts_recursive<'a>(
         let mut posts = sql_query
             .fetch_all(pool)
             .await
-            .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+            .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         // Obtener respuestas recursivamente para cada mensaje
         for post in &mut posts {
@@ -691,7 +691,7 @@ pub async fn pin_thread(
         .bind(org_ctx.id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::OK)
 }
@@ -721,7 +721,7 @@ pub async fn lock_thread(
         .bind(org_ctx.id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::OK)
 }
@@ -779,7 +779,7 @@ pub async fn create_post(
     .bind(payload.content)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Notificar a los suscritos al hilo (excepto autor de la respuesta)
     let mut recipients = sqlx::query_as::<_, (Uuid, String, Option<String>)>(
@@ -883,7 +883,7 @@ pub async fn endorse_post(
         .bind(org_ctx.id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::OK)
 }
@@ -912,7 +912,7 @@ pub async fn vote_post(
     .bind(&payload.vote_type)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Recalcular votos positivos
     let upvote_count: i64 = sqlx::query_scalar(
@@ -928,7 +928,7 @@ pub async fn vote_post(
         .bind(post_id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::OK)
 }
@@ -951,7 +951,7 @@ pub async fn subscribe_thread(
     .bind(claims.sub)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::OK)
 }
@@ -971,7 +971,7 @@ pub async fn unsubscribe_thread(
     .bind(org_ctx.id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::OK)
 }
diff --git a/services/lms-service/src/handlers_email.rs b/services/lms-service/src/handlers_email.rs
index a263fd3..7ce6dd1 100644
--- a/services/lms-service/src/handlers_email.rs
+++ b/services/lms-service/src/handlers_email.rs
@@ -188,7 +188,7 @@ pub async fn forgot_password(
     .bind(&email)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let Some(user) = user else {
         // Respuesta genérica — no revelar si el email existe
@@ -210,7 +210,7 @@ pub async fn forgot_password(
         .bind(user.id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Insertar nuevo token (expira en 1 hora)
     sqlx::query(
@@ -220,7 +220,7 @@ pub async fn forgot_password(
     .bind(&token)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Intentar enviar email (fire-and-forget en caso de error SMTP)
     let base_url = env::var("EXPERIENCE_URL").unwrap_or_else(|_| "https://openccb.local".to_string());
@@ -283,7 +283,7 @@ pub async fn reset_password(
     .bind(&token)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let Some((user_id,)) = row else {
         return Err((
@@ -303,14 +303,14 @@ pub async fn reset_password(
         .bind(user_id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Marcar token como usado
     sqlx::query("UPDATE password_reset_tokens SET used_at = NOW() WHERE token = $1")
         .bind(&token)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(MessageResponse {
         message: "Contraseña actualizada correctamente. Ya puedes iniciar sesión.".to_string(),
diff --git a/services/lms-service/src/handlers_embeddings.rs b/services/lms-service/src/handlers_embeddings.rs
index 5e33a0c..0121148 100644
--- a/services/lms-service/src/handlers_embeddings.rs
+++ b/services/lms-service/src/handlers_embeddings.rs
@@ -73,7 +73,7 @@ pub async fn generate_knowledge_embeddings(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     
     let _total = entries.len();
     let mut processed = 0;
@@ -157,7 +157,7 @@ pub async fn regenerate_knowledge_embedding(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Entrada de la base de conocimientos no encontrada".to_string()))?;
     
     // Generar embedding
@@ -180,7 +180,7 @@ pub async fn regenerate_knowledge_embedding(
     .bind(entry_id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     
     Ok(StatusCode::OK)
 }
@@ -264,7 +264,7 @@ pub async fn semantic_search_knowledge(
     let results = sql_query
         .fetch_all(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     
     Ok(Json(results))
 }
diff --git a/services/lms-service/src/handlers_lti_consumer.rs b/services/lms-service/src/handlers_lti_consumer.rs
index 4b3764d..32497d3 100644
--- a/services/lms-service/src/handlers_lti_consumer.rs
+++ b/services/lms-service/src/handlers_lti_consumer.rs
@@ -82,7 +82,7 @@ pub async fn list_course_lti_tools(
     .bind(course_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let tools = rows
         .into_iter()
@@ -139,7 +139,7 @@ pub async fn create_course_lti_tool(
     .bind(payload.config.unwrap_or(serde_json::json!({})))
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok((
         StatusCode::CREATED,
@@ -206,7 +206,7 @@ pub async fn update_course_lti_tool(
     .bind(payload.config)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Herramienta LTI no encontrada".to_string()))?;
 
     Ok(Json(LtiExternalTool {
@@ -236,7 +236,7 @@ pub async fn delete_course_lti_tool(
     .bind(course_id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if res.rows_affected() == 0 {
         return Err((StatusCode::NOT_FOUND, "Herramienta LTI no encontrada".to_string()));
@@ -276,7 +276,7 @@ pub async fn lti_grade_passback(
     .bind(tool_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Herramienta LTI no encontrada".to_string()))?;
 
     let organization_id: Uuid = tool_row.get("organization_id");
@@ -323,7 +323,7 @@ pub async fn lti_grade_passback(
     .bind(organization_id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !user_exists {
         return Err((StatusCode::UNPROCESSABLE_ENTITY, "user_id inválido para esta organización".to_string()));
@@ -348,7 +348,7 @@ pub async fn lti_grade_passback(
         .bind(organization_id)
         .fetch_one(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         if !lesson_ok {
             return Err((StatusCode::UNPROCESSABLE_ENTITY, "lesson_id no pertenece al curso".to_string()));
@@ -384,7 +384,7 @@ pub async fn lti_grade_passback(
     .bind(payload.metadata.clone().unwrap_or(serde_json::json!({})))
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Sincronizar con gradebook solo cuando hay lesson_id
     if let Some(lesson_id) = payload.lesson_id {
@@ -419,7 +419,7 @@ pub async fn lti_grade_passback(
         .bind(metadata)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
     }
 
     Ok(Json(LtiGradePassbackResponse {
@@ -458,7 +458,7 @@ pub async fn rotate_lti_tool_secret(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if !tool_exists {
         return Err((StatusCode::NOT_FOUND, "Herramienta LTI no encontrada".to_string()));
@@ -481,7 +481,7 @@ pub async fn rotate_lti_tool_secret(
     .bind(tool_id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     tracing::info!(
         "rotate_lti_tool_secret: rotated secret for tool {} in course {} org {}",
@@ -634,7 +634,7 @@ pub async fn lti_ags_score_passback(
     .bind(tool_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Herramienta LTI no encontrada".to_string()))?;
 
     let client_id = config.ags_client_id.as_deref().unwrap_or("");
diff --git a/services/lms-service/src/handlers_notes.rs b/services/lms-service/src/handlers_notes.rs
index 7ead00f..a015c3c 100644
--- a/services/lms-service/src/handlers_notes.rs
+++ b/services/lms-service/src/handlers_notes.rs
@@ -20,7 +20,7 @@ pub async fn get_note(
     .bind(lesson_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(note))
 }
@@ -47,7 +47,7 @@ pub async fn save_note(
     .bind(payload.content)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(note))
 }
diff --git a/services/lms-service/src/handlers_payments.rs b/services/lms-service/src/handlers_payments.rs
index 5d579ed..03080c0 100644
--- a/services/lms-service/src/handlers_payments.rs
+++ b/services/lms-service/src/handlers_payments.rs
@@ -51,7 +51,7 @@ pub async fn create_payment_preference(
     .bind(&course.currency)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 3. Llamar a la API de Mercado Pago
     let mp_access_token = std::env::var("MP_ACCESS_TOKEN").unwrap_or_default();
@@ -125,7 +125,7 @@ pub async fn create_payment_preference(
         .bind(transaction_id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(PaymentPreferenceResponse {
         preference_id,
diff --git a/services/lms-service/src/handlers_pedagogical.rs b/services/lms-service/src/handlers_pedagogical.rs
index aefa4b1..e89782f 100644
--- a/services/lms-service/src/handlers_pedagogical.rs
+++ b/services/lms-service/src/handlers_pedagogical.rs
@@ -88,7 +88,7 @@ pub async fn get_lesson_quality_metrics(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if enrolled == 0 {
         return Ok(Json(CourseQualityMetrics {
@@ -146,7 +146,7 @@ pub async fn get_lesson_quality_metrics(
     .bind(enrolled)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let lessons = rows
         .into_iter()
@@ -211,7 +211,7 @@ pub async fn get_quiz_discrimination_index(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if rows.is_empty() {
         return Ok(Json(CourseDiscriminationReport {
@@ -300,7 +300,7 @@ pub async fn get_curricular_suggestions(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if enrolled < 5 {
         return Ok(Json(CurricularSuggestionsReport {
@@ -335,7 +335,7 @@ pub async fn get_curricular_suggestions(
     .bind(enrolled)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let mut suggestions: Vec<CurricularSuggestion> = vec![];
 
diff --git a/services/lms-service/src/handlers_peer_review.rs b/services/lms-service/src/handlers_peer_review.rs
index 135feab..17e9b27 100644
--- a/services/lms-service/src/handlers_peer_review.rs
+++ b/services/lms-service/src/handlers_peer_review.rs
@@ -81,7 +81,7 @@ pub async fn submit_assignment(
     .bind(lesson_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if let Some(_) = existing {
         // Actualizar entrega existente
@@ -98,7 +98,7 @@ pub async fn submit_assignment(
         .bind(lesson_id)
         .fetch_one(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         return Ok(Json(updated));
     }
@@ -118,7 +118,7 @@ pub async fn submit_assignment(
     .bind(&payload.content)
     .fetch_one(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(submission))
 }
@@ -158,7 +158,7 @@ pub async fn get_peer_review_assignment(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(submission))
 }
@@ -177,7 +177,7 @@ pub async fn submit_peer_review(
     .bind(payload.submission_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let submission_user_id = match submission_row {
         Some(row) => row.get::<Uuid, _>("user_id"),
@@ -199,7 +199,7 @@ pub async fn submit_peer_review(
     .bind(claims.sub)
     .fetch_optional(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if existing.is_some() {
         return Err((
@@ -223,7 +223,7 @@ pub async fn submit_peer_review(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Recalcular nota final ponderada tras nueva revisión de par
     let lesson_id_for_calc: Uuid = sqlx::query_scalar(
@@ -232,7 +232,7 @@ pub async fn submit_peer_review(
     .bind(payload.submission_id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let _ = recalculate_final_score(&pool, payload.submission_id, lesson_id_for_calc).await;
 
@@ -258,7 +258,7 @@ pub async fn get_my_submission_feedback(
     .bind(lesson_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(reviews))
 }
@@ -287,7 +287,7 @@ pub async fn list_lesson_submissions(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(submissions))
 }
@@ -304,7 +304,7 @@ pub async fn get_submission_reviews(
     .bind(submission_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(reviews))
 }
@@ -325,7 +325,7 @@ pub async fn get_peer_review_settings(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(settings))
 }
@@ -376,7 +376,7 @@ pub async fn upsert_peer_review_settings(
     .bind(auto_assign)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(settings))
 }
@@ -400,7 +400,7 @@ pub async fn auto_assign_peer_reviews(
     .bind(lesson_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .unwrap_or(2);
 
     // Entregar todas las submissions de esta lección
@@ -411,7 +411,7 @@ pub async fn auto_assign_peer_reviews(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let mut assignments_created: i64 = 0;
 
@@ -423,7 +423,7 @@ pub async fn auto_assign_peer_reviews(
         .bind(sub_id)
         .fetch_one(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         let needed = (required as i64) - existing_count;
         if needed <= 0 {
@@ -437,7 +437,7 @@ pub async fn auto_assign_peer_reviews(
         .bind(sub_id)
         .fetch_all(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         // Candidatos: otros alumnos que no sean el autor y no hayan revisado ya
         let candidates: Vec<Uuid> = submissions
@@ -486,7 +486,7 @@ pub async fn auto_assign_peer_reviews(
     .bind(lesson_id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(serde_json::json!({
         "lesson_id": lesson_id,
@@ -517,7 +517,7 @@ pub async fn instructor_grade_submission(
     .bind(lesson_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if sub_exists.is_none() {
         return Err((StatusCode::NOT_FOUND, "Entrega no encontrada".to_string()));
@@ -542,7 +542,7 @@ pub async fn instructor_grade_submission(
     .bind(org_ctx.id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // Recalcular nota final ponderada
     recalculate_final_score(&pool, payload.submission_id, lesson_id).await?;
@@ -570,7 +570,7 @@ pub async fn get_my_submission(
     .bind(lesson_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(sub))
 }
@@ -594,7 +594,7 @@ async fn recalculate_final_score(
     .bind(submission_id)
     .fetch_optional(pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .unwrap_or((70i32, 30i32, 2i32));
 
     // Promedio de revisiones de pares (no instructor)
@@ -604,7 +604,7 @@ async fn recalculate_final_score(
     .bind(submission_id)
     .fetch_optional(pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .flatten();
 
     // Calificación del instructor
@@ -614,7 +614,7 @@ async fn recalculate_final_score(
     .bind(submission_id)
     .fetch_optional(pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .flatten();
 
     // Solo calcular nota final si hay suficientes revisiones de pares O hay nota del instructor
@@ -624,7 +624,7 @@ async fn recalculate_final_score(
     .bind(submission_id)
     .fetch_one(pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let has_enough_peers = peer_count >= required as i64;
     let final_score = match (peer_avg, instructor_score, has_enough_peers) {
@@ -653,7 +653,7 @@ async fn recalculate_final_score(
     .bind(submission_id)
     .execute(pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // También actualizar review_count en todas las submissions del mismo lesson
     let _ = sqlx::query(
diff --git a/services/lms-service/src/handlers_scorm.rs b/services/lms-service/src/handlers_scorm.rs
index de1bbf7..19b5780 100644
--- a/services/lms-service/src/handlers_scorm.rs
+++ b/services/lms-service/src/handlers_scorm.rs
@@ -74,7 +74,7 @@ pub async fn track_xapi_statement(
     .bind(payload.raw_statement)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(XapiStatementResponse {
         id: statement_id,
diff --git a/services/lms-service/src/handlers_search.rs b/services/lms-service/src/handlers_search.rs
index a692780..99cbdd5 100644
--- a/services/lms-service/src/handlers_search.rs
+++ b/services/lms-service/src/handlers_search.rs
@@ -66,7 +66,7 @@ pub async fn global_search(
     .bind(limit)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     for (id, title, description) in courses {
         let snippet = description.map(|d| truncate(&d, 150));
@@ -99,7 +99,7 @@ pub async fn global_search(
     .bind(limit)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     for (id, title, summary, course_id, course_title) in lessons {
         let snippet = summary.map(|s| truncate(&s, 150));
diff --git a/services/lms-service/src/handlers_study_rooms.rs b/services/lms-service/src/handlers_study_rooms.rs
index 6b12054..a0585ba 100644
--- a/services/lms-service/src/handlers_study_rooms.rs
+++ b/services/lms-service/src/handlers_study_rooms.rs
@@ -102,7 +102,7 @@ pub async fn list_course_study_rooms(
     .bind(org_ctx.id)
     .fetch_all(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let rooms = rows
         .into_iter()
@@ -212,7 +212,7 @@ pub async fn create_study_room(
     .bind(now)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok((
         StatusCode::CREATED,
@@ -259,7 +259,7 @@ pub async fn join_study_room(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Sala no encontrada".to_string()))?;
 
     if room.status == "ended" {
@@ -322,7 +322,7 @@ pub async fn end_study_room(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Sala no encontrada".to_string()))?;
 
     // Solo el creador puede terminar la sala
@@ -351,7 +351,7 @@ pub async fn end_study_room(
     .bind(room_id)
     .execute(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(EndStudyRoomResponse {
         room_id,
@@ -373,7 +373,7 @@ pub async fn delete_study_room(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Sala no encontrada".to_string()))?;
 
     if claims.sub != created_by {
@@ -384,7 +384,7 @@ pub async fn delete_study_room(
         .bind(room_id)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::NO_CONTENT)
 }
@@ -417,7 +417,7 @@ pub async fn get_study_room_recordings(
     .bind(org_ctx.id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .flatten()
     .ok_or((StatusCode::NOT_FOUND, "Sala no encontrada o sin ID BBB".to_string()))?;
 
diff --git a/services/lms-service/src/live.rs b/services/lms-service/src/live.rs
index b5d5b50..89bc981 100644
--- a/services/lms-service/src/live.rs
+++ b/services/lms-service/src/live.rs
@@ -30,7 +30,7 @@ pub async fn get_course_meetings(
     .bind(claims.org)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(meetings))
 }
@@ -65,7 +65,7 @@ pub async fn create_meeting(
     .bind(join_url)
     .fetch_one(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(meeting))
 }
@@ -84,7 +84,7 @@ pub async fn delete_meeting(
         .bind(claims.org)
         .execute(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::NO_CONTENT)
 }
diff --git a/services/lms-service/src/lti.rs b/services/lms-service/src/lti.rs
index 326b703..d08e5e6 100644
--- a/services/lms-service/src/lti.rs
+++ b/services/lms-service/src/lti.rs
@@ -33,7 +33,7 @@ pub async fn lti_login_initiation(
     .bind(&params.client_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::BAD_REQUEST, "Registro LTI no encontrado".to_string()))?;
 
     // 2. Generar estado y nonce
@@ -45,7 +45,7 @@ pub async fn lti_login_initiation(
         .bind(&nonce)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     // 4. Construir URL de redirección
     let mut url = format!(
@@ -130,7 +130,7 @@ pub async fn lti_launch(
     .bind(aud)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::NOT_FOUND, "Registro LTI no encontrado para emisor/audiencia".to_string()))?;
 
     // 3. Validar JWT
@@ -143,7 +143,7 @@ pub async fn lti_launch(
         .bind(&lti_claims.nonce)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
         .rows_affected() > 0;
 
     if !nonce_exists {
@@ -161,7 +161,7 @@ pub async fn lti_launch(
     .bind(registration.organization_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     if user.is_none() {
         let new_user_id = Uuid::new_v4();
@@ -182,7 +182,7 @@ pub async fn lti_launch(
         .bind(role)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         user = Some(User {
             id: new_user_id,
@@ -228,7 +228,7 @@ pub async fn lti_launch(
         .bind(&settings.data)
         .execute(&pool)
         .await
-        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
         Ok(Redirect::to(&format!("{}/lti/deep-linking?token={}&dl_token={}", studio_url, token, dl_request_id)))
     } else {
@@ -258,7 +258,7 @@ pub async fn lti_deep_linking_response(
     .bind(dl_id)
     .fetch_optional(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
     .ok_or((StatusCode::UNAUTHORIZED, "Solicitud de DL inválida o expirada".to_string()))?;
 
     // Mapeo manual ya que no podemos usar query!/query_as! fácilmente para RETURNING sin una estructura
@@ -274,7 +274,7 @@ pub async fn lti_deep_linking_response(
     .bind(registration_id)
     .fetch_one(&pool)
     .await
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let now = chrono::Utc::now().timestamp();
     let response_claims = common::models::LtiDeepLinkingResponseClaims {
@@ -301,7 +301,7 @@ pub async fn lti_deep_linking_response(
         &response_claims,
         &private_key,
     )
-    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(json!({
         "jwt": response_jwt,
diff --git a/services/lms-service/src/portfolio.rs b/services/lms-service/src/portfolio.rs
index 8b958fa..9cc3e31 100644
--- a/services/lms-service/src/portfolio.rs
+++ b/services/lms-service/src/portfolio.rs
@@ -18,7 +18,7 @@ pub async fn get_public_profile(
         .bind(user_id)
         .fetch_optional(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
         .ok_or((StatusCode::NOT_FOUND, "Usuario no encontrado".to_string()))?;
 
     let is_public: bool = user.get("is_public_profile");
@@ -44,13 +44,13 @@ pub async fn get_public_profile(
     .bind(user_id)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let completed_courses: i64 = sqlx::query("SELECT COUNT(*) FROM enrollments WHERE user_id = $1 AND progress >= 100")
         .bind(user_id)
         .fetch_one(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?
         .get(0);
 
     Ok(Json(PublicProfile {
@@ -87,7 +87,7 @@ pub async fn get_my_badges(
     .bind(claims.sub)
     .fetch_all(&pool)
     .await
-    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+    .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(Json(badges))
 }
@@ -106,7 +106,7 @@ pub async fn award_badge(
         .bind(payload.badge_id)
         .execute(&pool)
         .await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     Ok(StatusCode::CREATED)
 }
diff --git a/services/lms-service/src/predictive.rs b/services/lms-service/src/predictive.rs
index 3e6f778..68ca9ec 100644
--- a/services/lms-service/src/predictive.rs
+++ b/services/lms-service/src/predictive.rs
@@ -20,7 +20,7 @@ pub async fn get_course_dropout_risks(
     }
 
     calculate_risks_for_course(&pool, course_id, claims.org).await
-        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, e.to_string()))?;
+        .map_err(|e: sqlx::Error| (StatusCode::INTERNAL_SERVER_ERROR, "Error interno del servidor".to_string()))?;
 
     let rows = sqlx::query(
         r#"
diff --git a/web/experience/package-lock.json b/web/experience/package-lock.json
index 9ef13fb..3dc3e96 100644
--- a/web/experience/package-lock.json
+++ b/web/experience/package-lock.json
@@ -8,13 +8,15 @@
       "name": "experience",
       "version": "0.1.0",
       "dependencies": {
+        "@types/dompurify": "^3.0.5",
         "clsx": "^2.1.1",
         "date-fns": "^4.1.0",
         "framer-motion": "^11.2.10",
+        "isomorphic-dompurify": "^3.10.0",
         "lodash": "^4.17.21",
         "lucide-react": "^0.395.0",
-        "mermaid": "^11.13.0",
-        "next": "14.2.21",
+        "mermaid": "^9.1.7",
+        "next": "^14.2.35",
         "react": "^18",
         "react-dom": "^18",
         "react-markdown": "^10.1.0",
@@ -28,7 +30,7 @@
         "@types/react-dom": "^18",
         "autoprefixer": "^10.4.19",
         "eslint": "^8",
-        "eslint-config-next": "14.2.21",
+        "eslint-config-next": "^16.2.4",
         "postcss": "^8",
         "prettier": "^3.2.0",
         "prettier-plugin-tailwindcss": "^0.5.0",
@@ -48,63 +50,479 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
-    "node_modules/@antfu/install-pkg": {
-      "version": "1.1.0",
-      "resolved": "https://registry.npmjs.org/@antfu/install-pkg/-/install-pkg-1.1.0.tgz",
-      "integrity": "sha512-MGQsmw10ZyI+EJo45CdSER4zEb+p31LpDAFp2Z3gkSd1yqVZGi0Ebx++YTEMonJy4oChEMLsxZ64j8FH6sSqtQ==",
+    "node_modules/@asamuzakjp/css-color": {
+      "version": "5.1.11",
+      "resolved": "https://registry.npmjs.org/@asamuzakjp/css-color/-/css-color-5.1.11.tgz",
+      "integrity": "sha512-KVw6qIiCTUQhByfTd78h2yD1/00waTmm9uy/R7Ck/ctUyAPj+AEDLkQIdJW0T8+qGgj3j5bpNKK7Q3G+LedJWg==",
       "license": "MIT",
       "dependencies": {
-        "package-manager-detector": "^1.3.0",
-        "tinyexec": "^1.0.1"
+        "@asamuzakjp/generational-cache": "^1.0.1",
+        "@csstools/css-calc": "^3.2.0",
+        "@csstools/css-color-parser": "^4.1.0",
+        "@csstools/css-parser-algorithms": "^4.0.0",
+        "@csstools/css-tokenizer": "^4.0.0"
+      },
+      "engines": {
+        "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
+      }
+    },
+    "node_modules/@asamuzakjp/dom-selector": {
+      "version": "7.1.1",
+      "resolved": "https://registry.npmjs.org/@asamuzakjp/dom-selector/-/dom-selector-7.1.1.tgz",
+      "integrity": "sha512-67RZDnYRc8H/8MLDgQCDE//zoqVFwajkepHZgmXrbwybzXOEwOWGPYGmALYl9J2DOLfFPPs6kKCqmbzV895hTQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@asamuzakjp/generational-cache": "^1.0.1",
+        "@asamuzakjp/nwsapi": "^2.3.9",
+        "bidi-js": "^1.0.3",
+        "css-tree": "^3.2.1",
+        "is-potential-custom-element-name": "^1.0.1"
+      },
+      "engines": {
+        "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
+      }
+    },
+    "node_modules/@asamuzakjp/generational-cache": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/@asamuzakjp/generational-cache/-/generational-cache-1.0.1.tgz",
+      "integrity": "sha512-wajfB8KqzMCN2KGNFdLkReeHncd0AslUSrvHVvvYWuU8ghncRJoA50kT3zP9MVL0+9g4/67H+cdvBskj9THPzg==",
+      "license": "MIT",
+      "engines": {
+        "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
+      }
+    },
+    "node_modules/@asamuzakjp/nwsapi": {
+      "version": "2.3.9",
+      "resolved": "https://registry.npmjs.org/@asamuzakjp/nwsapi/-/nwsapi-2.3.9.tgz",
+      "integrity": "sha512-n8GuYSrI9bF7FFZ/SjhwevlHc8xaVlb/7HmHelnc/PZXBD2ZR49NnN9sMMuDdEGPeeRQ5d0hqlSlEpgCX3Wl0Q==",
+      "license": "MIT"
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.0.tgz",
+      "integrity": "sha512-9NhCeYjq9+3uxgdtp20LSiJXJvN0FeCtNGpJxuMFZ1Kv3cWUNb6DOhJwUvcVCzKGR66cw4njwM6hrJLqgOwbcw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-validator-identifier": "^7.28.5",
+        "js-tokens": "^4.0.0",
+        "picocolors": "^1.1.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/compat-data": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.29.0.tgz",
+      "integrity": "sha512-T1NCJqT/j9+cn8fvkt7jtwbLBfLC/1y1c7NtCeXFRgzGTsafi68MRv8yzkYSapBnFA6L3U2VSc02ciDzoAJhJg==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/core": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.29.0.tgz",
+      "integrity": "sha512-CGOfOJqWjg2qW/Mb6zNsDm+u5vFQ8DxXfbM09z69p5Z6+mE1ikP2jUXw+j42Pf1XTYED2Rni5f95npYeuwMDQA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/code-frame": "^7.29.0",
+        "@babel/generator": "^7.29.0",
+        "@babel/helper-compilation-targets": "^7.28.6",
+        "@babel/helper-module-transforms": "^7.28.6",
+        "@babel/helpers": "^7.28.6",
+        "@babel/parser": "^7.29.0",
+        "@babel/template": "^7.28.6",
+        "@babel/traverse": "^7.29.0",
+        "@babel/types": "^7.29.0",
+        "@jridgewell/remapping": "^2.3.5",
+        "convert-source-map": "^2.0.0",
+        "debug": "^4.1.0",
+        "gensync": "^1.0.0-beta.2",
+        "json5": "^2.2.3",
+        "semver": "^6.3.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
       },
       "funding": {
-        "url": "https://github.com/sponsors/antfu"
+        "type": "opencollective",
+        "url": "https://opencollective.com/babel"
+      }
+    },
+    "node_modules/@babel/core/node_modules/json5": {
+      "version": "2.2.3",
+      "resolved": "https://registry.npmjs.org/json5/-/json5-2.2.3.tgz",
+      "integrity": "sha512-XmOWe7eyHYH14cLdVPoyg+GOH3rYX++KpzrylJwSW98t3Nk+U8XOl8FWKOgwtzdb8lXGf6zYwDUzeHMWfxasyg==",
+      "dev": true,
+      "license": "MIT",
+      "bin": {
+        "json5": "lib/cli.js"
+      },
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/@babel/core/node_modules/semver": {
+      "version": "6.3.1",
+      "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
+      "integrity": "sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==",
+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      }
+    },
+    "node_modules/@babel/generator": {
+      "version": "7.29.1",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.29.1.tgz",
+      "integrity": "sha512-qsaF+9Qcm2Qv8SRIMMscAvG4O3lJ0F1GuMo5HR/Bp02LopNgnZBC/EkbevHFeGs4ls/oPz9v+Bsmzbkbe+0dUw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/parser": "^7.29.0",
+        "@babel/types": "^7.29.0",
+        "@jridgewell/gen-mapping": "^0.3.12",
+        "@jridgewell/trace-mapping": "^0.3.28",
+        "jsesc": "^3.0.2"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-compilation-targets": {
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.28.6.tgz",
+      "integrity": "sha512-JYtls3hqi15fcx5GaSNL7SCTJ2MNmjrkHXg4FSpOA/grxK8KwyZ5bubHsCq8FXCkua6xhuaaBit+3b7+VZRfcA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
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+    "node_modules/zod-validation-error": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/zod-validation-error/-/zod-validation-error-4.0.2.tgz",
+      "integrity": "sha512-Q6/nZLe6jxuU80qb/4uJ4t5v2VEZ44lzQjPDhYJNztRQ4wyWc6VF3D3Kb/fAuPetZQnhS3hnajCf9CsWesghLQ==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=18.0.0"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.0 || ^4.0.0"
+      }
+    },
     "node_modules/zwitch": {
       "version": "2.0.4",
       "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
diff --git a/web/experience/package.json b/web/experience/package.json
index 4713528..ac7aa5f 100644
--- a/web/experience/package.json
+++ b/web/experience/package.json
@@ -13,13 +13,15 @@
     "format:check": "prettier --check \"**/*.{ts,tsx,js,jsx,json,md}\""
   },
   "dependencies": {
+    "@types/dompurify": "^3.0.5",
     "clsx": "^2.1.1",
     "date-fns": "^4.1.0",
     "framer-motion": "^11.2.10",
+    "isomorphic-dompurify": "^3.10.0",
     "lodash": "^4.17.21",
     "lucide-react": "^0.395.0",
-    "mermaid": "^11.13.0",
-    "next": "14.2.21",
+    "mermaid": "^9.1.7",
+    "next": "^14.2.35",
     "react": "^18",
     "react-dom": "^18",
     "react-markdown": "^10.1.0",
@@ -33,7 +35,7 @@
     "@types/react-dom": "^18",
     "autoprefixer": "^10.4.19",
     "eslint": "^8",
-    "eslint-config-next": "14.2.21",
+    "eslint-config-next": "^16.2.4",
     "postcss": "^8",
     "prettier": "^3.2.0",
     "prettier-plugin-tailwindcss": "^0.5.0",
diff --git a/web/experience/src/components/CertificateModal.tsx b/web/experience/src/components/CertificateModal.tsx
index 72b87af..92d8bfa 100644
--- a/web/experience/src/components/CertificateModal.tsx
+++ b/web/experience/src/components/CertificateModal.tsx
@@ -2,6 +2,7 @@
 
 import { X, Printer, Download, Award, ShieldCheck } from "lucide-react";
 import { CertificateResponse } from "@/lib/api";
+import DOMPurify from "isomorphic-dompurify";
 
 interface CertificateModalProps {
     certificate: CertificateResponse;
@@ -49,13 +50,10 @@ export default function CertificateModal({ certificate, onClose }: CertificateMo
                 {/* Certificate Content Wrapper */}
                 <div className="flex-1 overflow-y-auto p-4 md:p-12 flex items-center justify-center bg-slate-100 dark:bg-black/40">
                     <div className="certificate-container shadow-2xl ring-1 ring-black/5">
-                        {/* 
-                            We inject the HTML directly. 
-                            Note: The backend must sanitize this OR we trust our own generated template.
-                        */}
+                        {/* Sanitizar HTML con DOMPurify antes de inyectar */}
                         <div 
                             className="bg-white"
-                            dangerouslySetInnerHTML={{ __html: certificate.certificate_html }} 
+                            dangerouslySetInnerHTML={{ __html: DOMPurify.sanitize(certificate.certificate_html) }} 
                         />
                     </div>
                 </div>
diff --git a/web/experience/src/components/blocks/MermaidViewer.tsx b/web/experience/src/components/blocks/MermaidViewer.tsx
index a5a4c58..bc01e24 100644
--- a/web/experience/src/components/blocks/MermaidViewer.tsx
+++ b/web/experience/src/components/blocks/MermaidViewer.tsx
@@ -2,6 +2,7 @@
 
 import { useEffect, useRef, useState } from "react";
 import mermaid from "mermaid";
+import DOMPurify from "isomorphic-dompurify";
 import { Block } from "@/lib/api";
 
 interface MermaidViewerProps {
@@ -29,7 +30,8 @@ export default function MermaidViewer({ block }: MermaidViewerProps) {
                 mermaidRef.current.innerHTML = "";
                 const { svg } = await mermaid.render(`mermaid-exp-${block.id}`, block.mermaid_code);
                 if (mermaidRef.current) {
-                    mermaidRef.current.innerHTML = svg;
+                    // Sanitizar SVG antes de inyectar
+                    mermaidRef.current.innerHTML = DOMPurify.sanitize(svg);
                 }
             } catch (error: any) {
                 console.error("Mermaid parsing error:", error);
diff --git a/web/studio/package-lock.json b/web/studio/package-lock.json
index c23ef76..4eecd3f 100644
--- a/web/studio/package-lock.json
+++ b/web/studio/package-lock.json
@@ -9,12 +9,14 @@
       "version": "0.1.0",
       "dependencies": {
         "@hello-pangea/dnd": "^18.0.1",
+        "@types/dompurify": "^3.0.5",
         "clsx": "^2.1.1",
         "date-fns": "^4.1.0",
         "framer-motion": "^11.2.10",
+        "isomorphic-dompurify": "^3.10.0",
         "lucide-react": "^0.395.0",
-        "mermaid": "^11.13.0",
-        "next": "14.2.21",
+        "mermaid": "^9.1.7",
+        "next": "^14.2.35",
         "react": "^18",
         "react-dom": "^18",
         "react-markdown": "^10.1.0",
@@ -26,7 +28,7 @@
         "@types/react": "^18",
         "@types/react-dom": "^18",
         "eslint": "^8",
-        "eslint-config-next": "14.2.21",
+        "eslint-config-next": "^16.2.4",
         "postcss": "^8",
         "prettier": "^3.2.0",
         "prettier-plugin-tailwindcss": "^0.5.0",
@@ -46,17 +48,276 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
-    "node_modules/@antfu/install-pkg": {
-      "version": "1.1.0",
-      "resolved": "https://registry.npmjs.org/@antfu/install-pkg/-/install-pkg-1.1.0.tgz",
-      "integrity": "sha512-MGQsmw10ZyI+EJo45CdSER4zEb+p31LpDAFp2Z3gkSd1yqVZGi0Ebx++YTEMonJy4oChEMLsxZ64j8FH6sSqtQ==",
+    "node_modules/@asamuzakjp/css-color": {
+      "version": "5.1.11",
+      "resolved": "https://registry.npmjs.org/@asamuzakjp/css-color/-/css-color-5.1.11.tgz",
+      "integrity": "sha512-KVw6qIiCTUQhByfTd78h2yD1/00waTmm9uy/R7Ck/ctUyAPj+AEDLkQIdJW0T8+qGgj3j5bpNKK7Q3G+LedJWg==",
       "license": "MIT",
       "dependencies": {
-        "package-manager-detector": "^1.3.0",
-        "tinyexec": "^1.0.1"
+        "@asamuzakjp/generational-cache": "^1.0.1",
+        "@csstools/css-calc": "^3.2.0",
+        "@csstools/css-color-parser": "^4.1.0",
+        "@csstools/css-parser-algorithms": "^4.0.0",
+        "@csstools/css-tokenizer": "^4.0.0"
+      },
+      "engines": {
+        "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
+      }
+    },
+    "node_modules/@asamuzakjp/dom-selector": {
+      "version": "7.1.1",
+      "resolved": "https://registry.npmjs.org/@asamuzakjp/dom-selector/-/dom-selector-7.1.1.tgz",
+      "integrity": "sha512-67RZDnYRc8H/8MLDgQCDE//zoqVFwajkepHZgmXrbwybzXOEwOWGPYGmALYl9J2DOLfFPPs6kKCqmbzV895hTQ==",
+      "license": "MIT",
+      "dependencies": {
+        "@asamuzakjp/generational-cache": "^1.0.1",
+        "@asamuzakjp/nwsapi": "^2.3.9",
+        "bidi-js": "^1.0.3",
+        "css-tree": "^3.2.1",
+        "is-potential-custom-element-name": "^1.0.1"
+      },
+      "engines": {
+        "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
+      }
+    },
+    "node_modules/@asamuzakjp/generational-cache": {
+      "version": "1.0.1",
+      "resolved": "https://registry.npmjs.org/@asamuzakjp/generational-cache/-/generational-cache-1.0.1.tgz",
+      "integrity": "sha512-wajfB8KqzMCN2KGNFdLkReeHncd0AslUSrvHVvvYWuU8ghncRJoA50kT3zP9MVL0+9g4/67H+cdvBskj9THPzg==",
+      "license": "MIT",
+      "engines": {
+        "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
+      }
+    },
+    "node_modules/@asamuzakjp/nwsapi": {
+      "version": "2.3.9",
+      "resolved": "https://registry.npmjs.org/@asamuzakjp/nwsapi/-/nwsapi-2.3.9.tgz",
+      "integrity": "sha512-n8GuYSrI9bF7FFZ/SjhwevlHc8xaVlb/7HmHelnc/PZXBD2ZR49NnN9sMMuDdEGPeeRQ5d0hqlSlEpgCX3Wl0Q==",
+      "license": "MIT"
+    },
+    "node_modules/@babel/code-frame": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/code-frame/-/code-frame-7.29.0.tgz",
+      "integrity": "sha512-9NhCeYjq9+3uxgdtp20LSiJXJvN0FeCtNGpJxuMFZ1Kv3cWUNb6DOhJwUvcVCzKGR66cw4njwM6hrJLqgOwbcw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-validator-identifier": "^7.28.5",
+        "js-tokens": "^4.0.0",
+        "picocolors": "^1.1.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/compat-data": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/compat-data/-/compat-data-7.29.0.tgz",
+      "integrity": "sha512-T1NCJqT/j9+cn8fvkt7jtwbLBfLC/1y1c7NtCeXFRgzGTsafi68MRv8yzkYSapBnFA6L3U2VSc02ciDzoAJhJg==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/core": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/core/-/core-7.29.0.tgz",
+      "integrity": "sha512-CGOfOJqWjg2qW/Mb6zNsDm+u5vFQ8DxXfbM09z69p5Z6+mE1ikP2jUXw+j42Pf1XTYED2Rni5f95npYeuwMDQA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/code-frame": "^7.29.0",
+        "@babel/generator": "^7.29.0",
+        "@babel/helper-compilation-targets": "^7.28.6",
+        "@babel/helper-module-transforms": "^7.28.6",
+        "@babel/helpers": "^7.28.6",
+        "@babel/parser": "^7.29.0",
+        "@babel/template": "^7.28.6",
+        "@babel/traverse": "^7.29.0",
+        "@babel/types": "^7.29.0",
+        "@jridgewell/remapping": "^2.3.5",
+        "convert-source-map": "^2.0.0",
+        "debug": "^4.1.0",
+        "gensync": "^1.0.0-beta.2",
+        "json5": "^2.2.3",
+        "semver": "^6.3.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
       },
       "funding": {
-        "url": "https://github.com/sponsors/antfu"
+        "type": "opencollective",
+        "url": "https://opencollective.com/babel"
+      }
+    },
+    "node_modules/@babel/core/node_modules/json5": {
+      "version": "2.2.3",
+      "resolved": "https://registry.npmjs.org/json5/-/json5-2.2.3.tgz",
+      "integrity": "sha512-XmOWe7eyHYH14cLdVPoyg+GOH3rYX++KpzrylJwSW98t3Nk+U8XOl8FWKOgwtzdb8lXGf6zYwDUzeHMWfxasyg==",
+      "dev": true,
+      "license": "MIT",
+      "bin": {
+        "json5": "lib/cli.js"
+      },
+      "engines": {
+        "node": ">=6"
+      }
+    },
+    "node_modules/@babel/core/node_modules/semver": {
+      "version": "6.3.1",
+      "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
+      "integrity": "sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==",
+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      }
+    },
+    "node_modules/@babel/generator": {
+      "version": "7.29.1",
+      "resolved": "https://registry.npmjs.org/@babel/generator/-/generator-7.29.1.tgz",
+      "integrity": "sha512-qsaF+9Qcm2Qv8SRIMMscAvG4O3lJ0F1GuMo5HR/Bp02LopNgnZBC/EkbevHFeGs4ls/oPz9v+Bsmzbkbe+0dUw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/parser": "^7.29.0",
+        "@babel/types": "^7.29.0",
+        "@jridgewell/gen-mapping": "^0.3.12",
+        "@jridgewell/trace-mapping": "^0.3.28",
+        "jsesc": "^3.0.2"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-compilation-targets": {
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/helper-compilation-targets/-/helper-compilation-targets-7.28.6.tgz",
+      "integrity": "sha512-JYtls3hqi15fcx5GaSNL7SCTJ2MNmjrkHXg4FSpOA/grxK8KwyZ5bubHsCq8FXCkua6xhuaaBit+3b7+VZRfcA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/compat-data": "^7.28.6",
+        "@babel/helper-validator-option": "^7.27.1",
+        "browserslist": "^4.24.0",
+        "lru-cache": "^5.1.1",
+        "semver": "^6.3.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-compilation-targets/node_modules/semver": {
+      "version": "6.3.1",
+      "resolved": "https://registry.npmjs.org/semver/-/semver-6.3.1.tgz",
+      "integrity": "sha512-BR7VvDCVHO+q2xBEWskxS6DJE1qRnb7DxzUrogb71CWoSficBxYsiAGd+Kl0mmq/MprG9yArRkyrQxTO6XjMzA==",
+      "dev": true,
+      "license": "ISC",
+      "bin": {
+        "semver": "bin/semver.js"
+      }
+    },
+    "node_modules/@babel/helper-globals": {
+      "version": "7.28.0",
+      "resolved": "https://registry.npmjs.org/@babel/helper-globals/-/helper-globals-7.28.0.tgz",
+      "integrity": "sha512-+W6cISkXFa1jXsDEdYA8HeevQT/FULhxzR99pxphltZcVaugps53THCeiWA8SguxxpSp3gKPiuYfSWopkLQ4hw==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-module-imports": {
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/helper-module-imports/-/helper-module-imports-7.28.6.tgz",
+      "integrity": "sha512-l5XkZK7r7wa9LucGw9LwZyyCUscb4x37JWTPz7swwFE/0FMQAGpiWUZn8u9DzkSBWEcK25jmvubfpw2dnAMdbw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/traverse": "^7.28.6",
+        "@babel/types": "^7.28.6"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-module-transforms": {
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/helper-module-transforms/-/helper-module-transforms-7.28.6.tgz",
+      "integrity": "sha512-67oXFAYr2cDLDVGLXTEABjdBJZ6drElUSI7WKp70NrpyISso3plG9SAGEF6y7zbha/wOzUByWWTJvEDVNIUGcA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-module-imports": "^7.28.6",
+        "@babel/helper-validator-identifier": "^7.28.5",
+        "@babel/traverse": "^7.28.6"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      },
+      "peerDependencies": {
+        "@babel/core": "^7.0.0"
+      }
+    },
+    "node_modules/@babel/helper-string-parser": {
+      "version": "7.27.1",
+      "resolved": "https://registry.npmjs.org/@babel/helper-string-parser/-/helper-string-parser-7.27.1.tgz",
+      "integrity": "sha512-qMlSxKbpRlAridDExk92nSobyDdpPijUq2DW6oDnUqd0iOGxmQjyqhMIihI9+zv4LPyZdRje2cavWPbCbWm3eA==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-validator-identifier": {
+      "version": "7.28.5",
+      "resolved": "https://registry.npmjs.org/@babel/helper-validator-identifier/-/helper-validator-identifier-7.28.5.tgz",
+      "integrity": "sha512-qSs4ifwzKJSV39ucNjsvc6WVHs6b7S03sOh2OcHF9UHfVPqWWALUsNUVzhSBiItjRZoLHx7nIarVjqKVusUZ1Q==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helper-validator-option": {
+      "version": "7.27.1",
+      "resolved": "https://registry.npmjs.org/@babel/helper-validator-option/-/helper-validator-option-7.27.1.tgz",
+      "integrity": "sha512-YvjJow9FxbhFFKDSuFnVCe2WxXk1zWc22fFePVNEaWJEu8IrZVlda6N0uHwzZrUM1il7NC9Mlp4MaJYbYd9JSg==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/helpers": {
+      "version": "7.29.2",
+      "resolved": "https://registry.npmjs.org/@babel/helpers/-/helpers-7.29.2.tgz",
+      "integrity": "sha512-HoGuUs4sCZNezVEKdVcwqmZN8GoHirLUcLaYVNBK2J0DadGtdcqgr3BCbvH8+XUo4NGjNl3VOtSjEKNzqfFgKw==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/template": "^7.28.6",
+        "@babel/types": "^7.29.0"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/parser": {
+      "version": "7.29.2",
+      "resolved": "https://registry.npmjs.org/@babel/parser/-/parser-7.29.2.tgz",
+      "integrity": "sha512-4GgRzy/+fsBa72/RZVJmGKPmZu9Byn8o4MoLpmNe1m8ZfYnz5emHLQz3U4gLud6Zwl0RZIcgiLD7Uq7ySFuDLA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/types": "^7.29.0"
+      },
+      "bin": {
+        "parser": "bin/babel-parser.js"
+      },
+      "engines": {
+        "node": ">=6.0.0"
       }
     },
     "node_modules/@babel/runtime": {
@@ -67,50 +328,207 @@
         "node": ">=6.9.0"
       }
     },
+    "node_modules/@babel/template": {
+      "version": "7.28.6",
+      "resolved": "https://registry.npmjs.org/@babel/template/-/template-7.28.6.tgz",
+      "integrity": "sha512-YA6Ma2KsCdGb+WC6UpBVFJGXL58MDA6oyONbjyF/+5sBgxY/dwkhLogbMT2GXXyU84/IhRw/2D1Os1B/giz+BQ==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/code-frame": "^7.28.6",
+        "@babel/parser": "^7.28.6",
+        "@babel/types": "^7.28.6"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/traverse": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/traverse/-/traverse-7.29.0.tgz",
+      "integrity": "sha512-4HPiQr0X7+waHfyXPZpWPfWL/J7dcN1mx9gL6WdQVMbPnF3+ZhSMs8tCxN7oHddJE9fhNE7+lxdnlyemKfJRuA==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/code-frame": "^7.29.0",
+        "@babel/generator": "^7.29.0",
+        "@babel/helper-globals": "^7.28.0",
+        "@babel/parser": "^7.29.0",
+        "@babel/template": "^7.28.6",
+        "@babel/types": "^7.29.0",
+        "debug": "^4.3.1"
+      },
+      "engines": {
+        "node": ">=6.9.0"
+      }
+    },
+    "node_modules/@babel/types": {
+      "version": "7.29.0",
+      "resolved": "https://registry.npmjs.org/@babel/types/-/types-7.29.0.tgz",
+      "integrity": "sha512-LwdZHpScM4Qz8Xw2iKSzS+cfglZzJGvofQICy7W7v4caru4EaAmyUuO6BGrbyQ2mYV11W0U8j5mBhd14dd3B0A==",
+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@babel/helper-string-parser": "^7.27.1",
+        "@babel/helper-validator-identifier": "^7.28.5"
+      },
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+      "dev": true,
+      "license": "MIT",
+      "dependencies": {
+        "@typescript-eslint/eslint-plugin": "8.59.1",
+        "@typescript-eslint/parser": "8.59.1",
+        "@typescript-eslint/typescript-estree": "8.59.1",
+        "@typescript-eslint/utils": "8.59.1"
+      },
+      "engines": {
+        "node": "^18.18.0 || ^20.9.0 || >=21.1.0"
+      },
+      "funding": {
+        "type": "opencollective",
+        "url": "https://opencollective.com/typescript-eslint"
+      },
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+        "eslint": "^8.57.0 || ^9.0.0 || ^10.0.0",
+        "typescript": ">=4.8.4 <6.1.0"
+      }
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     "node_modules/unbox-primitive": {
       "version": "1.1.0",
@@ -7820,6 +8221,15 @@
         "url": "https://github.com/sponsors/ljharb"
       }
     },
+    "node_modules/undici": {
+      "version": "7.25.0",
+      "resolved": "https://registry.npmjs.org/undici/-/undici-7.25.0.tgz",
+      "integrity": "sha512-xXnp4kTyor2Zq+J1FfPI6Eq3ew5h6Vl0F/8d9XU5zZQf1tX9s2Su1/3PiMmUANFULpmksxkClamIZcaUqryHsQ==",
+      "license": "MIT",
+      "engines": {
+        "node": ">=20.18.1"
+      }
+    },
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       "version": "6.21.0",
       "resolved": "https://registry.npmjs.org/undici-types/-/undici-types-6.21.0.tgz",
@@ -7947,6 +8357,37 @@
         "@unrs/resolver-binding-win32-x64-msvc": "1.11.1"
       }
     },
+    "node_modules/update-browserslist-db": {
+      "version": "1.2.3",
+      "resolved": "https://registry.npmjs.org/update-browserslist-db/-/update-browserslist-db-1.2.3.tgz",
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+      "dev": true,
+      "funding": [
+        {
+          "type": "opencollective",
+          "url": "https://opencollective.com/browserslist"
+        },
+        {
+          "type": "tidelift",
+          "url": "https://tidelift.com/funding/github/npm/browserslist"
+        },
+        {
+          "type": "github",
+          "url": "https://github.com/sponsors/ai"
+        }
+      ],
+      "license": "MIT",
+      "dependencies": {
+        "escalade": "^3.2.0",
+        "picocolors": "^1.1.1"
+      },
+      "bin": {
+        "update-browserslist-db": "cli.js"
+      },
+      "peerDependencies": {
+        "browserslist": ">= 4.21.0"
+      }
+    },
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       "version": "4.4.1",
       "resolved": "https://registry.npmjs.org/uri-js/-/uri-js-4.4.1.tgz",
@@ -7970,19 +8411,6 @@
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       "dev": true
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-      "integrity": "sha512-0/A9rDy9P7cJ+8w1c9WD9V//9Wj15Ce2MPz8Ri6032usz+NfePxx5AcN3bN+r6ZL6jEo066/yNYB3tn4pQEx+A==",
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-        "https://github.com/sponsors/ctavan"
-      ],
-      "license": "MIT",
-      "bin": {
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-      }
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@@ -8011,55 +8439,50 @@
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       }
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+    "node_modules/w3c-xmlserializer": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/w3c-xmlserializer/-/w3c-xmlserializer-5.0.0.tgz",
+      "integrity": "sha512-o8qghlI8NZHU1lLPrpi2+Uq7abh4GGPpYANlalzWxyWteJOCsr/P+oPBA49TOLu5FTZO4d3F9MnWJfiMo4BkmA==",
+      "license": "MIT",
+      "dependencies": {
+        "xml-name-validator": "^5.0.0"
+      },
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/webidl-conversions": {
+      "version": "8.0.1",
+      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-8.0.1.tgz",
+      "integrity": "sha512-BMhLD/Sw+GbJC21C/UgyaZX41nPt8bUTg+jWyDeg7e7YN4xOM05YPSIXceACnXVtqyEw/LMClUQMtMZ+PGGpqQ==",
+      "license": "BSD-2-Clause",
+      "engines": {
+        "node": ">=20"
+      }
+    },
+    "node_modules/whatwg-mimetype": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-mimetype/-/whatwg-mimetype-5.0.0.tgz",
+      "integrity": "sha512-sXcNcHOC51uPGF0P/D4NVtrkjSU2fNsm9iog4ZvZJsL3rjoDAzXZhkm2MWt1y+PUdggKAYVoMAIYcs78wJ51Cw==",
       "license": "MIT",
       "engines": {
-        "node": ">=14.0.0"
+        "node": ">=20"
       }
     },
-    "node_modules/vscode-languageserver": {
-      "version": "9.0.1",
-      "resolved": "https://registry.npmjs.org/vscode-languageserver/-/vscode-languageserver-9.0.1.tgz",
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+    "node_modules/whatwg-url": {
+      "version": "16.0.1",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-16.0.1.tgz",
+      "integrity": "sha512-1to4zXBxmXHV3IiSSEInrreIlu02vUOvrhxJJH5vcxYTBDAx51cqZiKdyTxlecdKNSjj8EcxGBxNf6Vg+945gw==",
       "license": "MIT",
       "dependencies": {
-        "vscode-languageserver-protocol": "3.17.5"
+        "@exodus/bytes": "^1.11.0",
+        "tr46": "^6.0.0",
+        "webidl-conversions": "^8.0.1"
       },
-      "bin": {
-        "installServerIntoExtension": "bin/installServerIntoExtension"
+      "engines": {
+        "node": "^20.19.0 || ^22.12.0 || >=24.0.0"
       }
     },
-    "node_modules/vscode-languageserver-protocol": {
-      "version": "3.17.5",
-      "resolved": "https://registry.npmjs.org/vscode-languageserver-protocol/-/vscode-languageserver-protocol-3.17.5.tgz",
-      "integrity": "sha512-mb1bvRJN8SVznADSGWM9u/b07H7Ecg0I3OgXDuLdn307rl/J3A9YD6/eYOssqhecL27hK1IPZAsaqh00i/Jljg==",
-      "license": "MIT",
-      "dependencies": {
-        "vscode-jsonrpc": "8.2.0",
-        "vscode-languageserver-types": "3.17.5"
-      }
-    },
-    "node_modules/vscode-languageserver-textdocument": {
-      "version": "1.0.12",
-      "resolved": "https://registry.npmjs.org/vscode-languageserver-textdocument/-/vscode-languageserver-textdocument-1.0.12.tgz",
-      "integrity": "sha512-cxWNPesCnQCcMPeenjKKsOCKQZ/L6Tv19DTRIGuLWe32lyzWhihGVJ/rcckZXJxfdKCFvRLS3fpBIsV/ZGX4zA==",
-      "license": "MIT"
-    },
-    "node_modules/vscode-languageserver-types": {
-      "version": "3.17.5",
-      "resolved": "https://registry.npmjs.org/vscode-languageserver-types/-/vscode-languageserver-types-3.17.5.tgz",
-      "integrity": "sha512-Ld1VelNuX9pdF39h2Hgaeb5hEZM2Z3jUrrMgWQAu82jMtZp7p3vJT3BzToKtZI7NgQssZje5o0zryOrhQvzQAg==",
-      "license": "MIT"
-    },
-    "node_modules/vscode-uri": {
-      "version": "3.1.0",
-      "resolved": "https://registry.npmjs.org/vscode-uri/-/vscode-uri-3.1.0.tgz",
-      "integrity": "sha512-/BpdSx+yCQGnCvecbyXdxHDkuk55/G3xwnC0GqY4gmQ3j+A+g8kzzgB4Nk/SINjqn6+waqw3EgbVF2QKExkRxQ==",
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@@ -8187,100 +8610,6 @@
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-      "dependencies": {
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-        "string-width": "^5.0.1",
-        "strip-ansi": "^7.0.1"
-      },
-      "engines": {
-        "node": ">=12"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
-      }
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-    "node_modules/wrap-ansi-cjs": {
-      "name": "wrap-ansi",
-      "version": "7.0.0",
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-      "dev": true,
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-        "ansi-styles": "^4.0.0",
-        "string-width": "^4.1.0",
-        "strip-ansi": "^6.0.0"
-      },
-      "engines": {
-        "node": ">=10"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/wrap-ansi?sponsor=1"
-      }
-    },
-    "node_modules/wrap-ansi-cjs/node_modules/emoji-regex": {
-      "version": "8.0.0",
-      "resolved": "https://registry.npmjs.org/emoji-regex/-/emoji-regex-8.0.0.tgz",
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-      "version": "4.2.3",
-      "resolved": "https://registry.npmjs.org/string-width/-/string-width-4.2.3.tgz",
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-      "dev": true,
-      "dependencies": {
-        "emoji-regex": "^8.0.0",
-        "is-fullwidth-code-point": "^3.0.0",
-        "strip-ansi": "^6.0.1"
-      },
-      "engines": {
-        "node": ">=8"
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-    },
-    "node_modules/wrap-ansi/node_modules/ansi-regex": {
-      "version": "6.2.2",
-      "resolved": "https://registry.npmjs.org/ansi-regex/-/ansi-regex-6.2.2.tgz",
-      "integrity": "sha512-Bq3SmSpyFHaWjPk8If9yc6svM8c56dB5BAtW4Qbw5jHTwwXXcTLoRMkpDJp6VL0XzlWaCHTXrkFURMYmD0sLqg==",
-      "dev": true,
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-        "node": ">=12"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/ansi-regex?sponsor=1"
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-    "node_modules/wrap-ansi/node_modules/ansi-styles": {
-      "version": "6.2.3",
-      "resolved": "https://registry.npmjs.org/ansi-styles/-/ansi-styles-6.2.3.tgz",
-      "integrity": "sha512-4Dj6M28JB+oAH8kFkTLUo+a2jwOFkuqb3yucU0CANcRRUbxS0cP0nZYCGjcc3BNXwRIsUVmDGgzawme7zvJHvg==",
-      "dev": true,
-      "engines": {
-        "node": ">=12"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/ansi-styles?sponsor=1"
-      }
-    },
-    "node_modules/wrap-ansi/node_modules/strip-ansi": {
-      "version": "7.1.2",
-      "resolved": "https://registry.npmjs.org/strip-ansi/-/strip-ansi-7.1.2.tgz",
-      "integrity": "sha512-gmBGslpoQJtgnMAvOVqGZpEz9dyoKTCzy2nfz/n8aIFhN/jCE/rCmcxabB6jOOHV+0WNnylOxaxBQPSvcWklhA==",
-      "dev": true,
-      "dependencies": {
-        "ansi-regex": "^6.0.1"
-      },
-      "engines": {
-        "node": ">=12"
-      },
-      "funding": {
-        "url": "https://github.com/chalk/strip-ansi?sponsor=1"
-      }
-    },
     "node_modules/wrappy": {
       "version": "1.0.2",
       "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
@@ -8308,6 +8637,28 @@
         "node": ">=0.8"
       }
     },
+    "node_modules/xml-name-validator": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/xml-name-validator/-/xml-name-validator-5.0.0.tgz",
+      "integrity": "sha512-EvGK8EJ3DhaHfbRlETOWAS5pO9MZITeauHKJyb8wyajUfQUenkIg2MvLDTZ4T/TgIcm3HU0TFBgWWboAZ30UHg==",
+      "license": "Apache-2.0",
+      "engines": {
+        "node": ">=18"
+      }
+    },
+    "node_modules/xmlchars": {
+      "version": "2.2.0",
+      "resolved": "https://registry.npmjs.org/xmlchars/-/xmlchars-2.2.0.tgz",
+      "integrity": "sha512-JZnDKK8B0RCDw84FNdDAIpZK+JuJw+s7Lz8nksI7SIuU3UXJJslUthsi+uWBUYOwPFwW7W7PRLRfUKpxjtjFCw==",
+      "license": "MIT"
+    },
+    "node_modules/yallist": {
+      "version": "3.1.1",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-3.1.1.tgz",
+      "integrity": "sha512-a4UGQaWPH59mOXUYnAG2ewncQS4i4F43Tv3JoAM+s2VDAmS9NsK8GpDMLrCHPksFT7h3K6TOoUNn2pb7RoXx4g==",
+      "dev": true,
+      "license": "ISC"
+    },
     "node_modules/yocto-queue": {
       "version": "0.1.0",
       "resolved": "https://registry.npmjs.org/yocto-queue/-/yocto-queue-0.1.0.tgz",
@@ -8320,6 +8671,30 @@
         "url": "https://github.com/sponsors/sindresorhus"
       }
     },
+    "node_modules/zod": {
+      "version": "4.3.6",
+      "resolved": "https://registry.npmjs.org/zod/-/zod-4.3.6.tgz",
+      "integrity": "sha512-rftlrkhHZOcjDwkGlnUtZZkvaPHCsDATp4pGpuOOMDaTdDDXF91wuVDJoWoPsKX/3YPQ5fHuF3STjcYyKr+Qhg==",
+      "dev": true,
+      "license": "MIT",
+      "peer": true,
+      "funding": {
+        "url": "https://github.com/sponsors/colinhacks"
+      }
+    },
+    "node_modules/zod-validation-error": {
+      "version": "4.0.2",
+      "resolved": "https://registry.npmjs.org/zod-validation-error/-/zod-validation-error-4.0.2.tgz",
+      "integrity": "sha512-Q6/nZLe6jxuU80qb/4uJ4t5v2VEZ44lzQjPDhYJNztRQ4wyWc6VF3D3Kb/fAuPetZQnhS3hnajCf9CsWesghLQ==",
+      "dev": true,
+      "license": "MIT",
+      "engines": {
+        "node": ">=18.0.0"
+      },
+      "peerDependencies": {
+        "zod": "^3.25.0 || ^4.0.0"
+      }
+    },
     "node_modules/zwitch": {
       "version": "2.0.4",
       "resolved": "https://registry.npmjs.org/zwitch/-/zwitch-2.0.4.tgz",
diff --git a/web/studio/package.json b/web/studio/package.json
index 657704b..bdb4bac 100644
--- a/web/studio/package.json
+++ b/web/studio/package.json
@@ -14,12 +14,14 @@
   },
   "dependencies": {
     "@hello-pangea/dnd": "^18.0.1",
+    "@types/dompurify": "^3.0.5",
     "clsx": "^2.1.1",
     "date-fns": "^4.1.0",
     "framer-motion": "^11.2.10",
+    "isomorphic-dompurify": "^3.10.0",
     "lucide-react": "^0.395.0",
-    "mermaid": "^11.13.0",
-    "next": "14.2.21",
+    "mermaid": "^9.1.7",
+    "next": "^14.2.35",
     "react": "^18",
     "react-dom": "^18",
     "react-markdown": "^10.1.0",
@@ -31,7 +33,7 @@
     "@types/react": "^18",
     "@types/react-dom": "^18",
     "eslint": "^8",
-    "eslint-config-next": "14.2.21",
+    "eslint-config-next": "^16.2.4",
     "postcss": "^8",
     "prettier": "^3.2.0",
     "prettier-plugin-tailwindcss": "^0.5.0",
diff --git a/web/studio/src/components/blocks/MermaidBlock.tsx b/web/studio/src/components/blocks/MermaidBlock.tsx
index 50f7477..2d2d618 100644
--- a/web/studio/src/components/blocks/MermaidBlock.tsx
+++ b/web/studio/src/components/blocks/MermaidBlock.tsx
@@ -4,6 +4,7 @@ import { useState, useEffect, useRef } from "react";
 import { Wand2, Loader2, Code2, Play } from "lucide-react";
 import { cmsApi } from "@/lib/api";
 import mermaid from "mermaid";
+import DOMPurify from "isomorphic-dompurify";
 
 interface MermaidBlockProps {
     id: string;
@@ -48,7 +49,8 @@ export default function MermaidBlock({
             mermaidRef.current.innerHTML = "";
             const { svg } = await mermaid.render(`mermaid-${id}`, mermaid_code);
             if (mermaidRef.current) {
-                mermaidRef.current.innerHTML = svg;
+                // Sanitizar SVG antes de inyectar
+                mermaidRef.current.innerHTML = DOMPurify.sanitize(svg);
             }
         } catch (error: any) {
             console.error("Mermaid parsing error:", error);