diff --git a/bathbot/src/active/impls/map.rs b/bathbot/src/active/impls/map.rs
index c7552a5a..73f03f60 100644
--- a/bathbot/src/active/impls/map.rs
+++ b/bathbot/src/active/impls/map.rs
@@ -105,26 +105,27 @@ impl IActiveMessage for MapPagination {
         let creator_fut = creator_name(map, &self.mapset);
         let (map_res, gd_creator) = tokio::join!(map_fut, creator_fut);
 
-        let mut rosu_map = map_res.wrap_err("Failed to get pp map")?;
+        let rosu_map = map_res.wrap_err("Failed to get pp map")?;
 
-        if let Some(ar_) = self.attrs.ar {
-            rosu_map.ar = ar_ as f32;
+        let mut attrs_builder = rosu_map.attributes();
+
+        if let Some(ar) = self.attrs.ar {
+            attrs_builder.ar(ar as f32, false);
         }
 
-        if let Some(cs_) = self.attrs.cs {
-            rosu_map.cs = cs_ as f32;
+        if let Some(cs) = self.attrs.cs {
+            attrs_builder.cs(cs as f32, false);
         }
 
-        if let Some(hp_) = self.attrs.hp {
-            rosu_map.hp = hp_ as f32;
+        if let Some(hp) = self.attrs.hp {
+            attrs_builder.hp(hp as f32, false);
         }
 
-        if let Some(od_) = self.attrs.od {
-            rosu_map.od = od_ as f32;
+        if let Some(od) = self.attrs.od {
+            attrs_builder.od(od as f32, false);
         }
 
-        let map_attrs = rosu_map
-            .attributes()
+        let map_attrs = attrs_builder
             .mods(&self.mods)
             .clock_rate(clock_rate)
             .build()
@@ -552,13 +553,12 @@ impl IActiveMessage for MapPagination {
                 let mods = match mods_res {
                     Some(Ok(value)) => Some(value),
                     Some(Err(_)) => {
-                        debug!(input, "Failed to parse simulate mods");
+                        debug!(input, "Failed to parse map mods");
 
                         return Ok(());
                     }
                     None => None,
                 };
-                debug!(?mods, "Matched mods");
 
                 match mods.map(|mods| mods.try_with_mode(map.mode)) {
                     Some(Some(mods)) if mods.is_valid() => self.mods = mods.into(),
diff --git a/bathbot/src/active/impls/simulate/mod.rs b/bathbot/src/active/impls/simulate/mod.rs
index 763534cf..a24345d4 100644
--- a/bathbot/src/active/impls/simulate/mod.rs
+++ b/bathbot/src/active/impls/simulate/mod.rs
@@ -18,6 +18,7 @@ use eyre::{ContextCompat, Report, Result};
 use rosu_pp::{
     Beatmap,
     model::{
+        beatmap::BeatmapAttributesBuilder,
         hit_object::{HitObjectKind, HoldNote, Spinner},
         mode::GameMode as Mode,
     },
@@ -772,7 +773,14 @@ impl SimulateMap {
                 let map = &map.pp_map;
                 let bits = mods.bits();
 
-                let mut builder = map.attributes();
+                // Using `.map()` would clamp AR/OD to [0, 10] to match lazer,
+                // but users can specify custom attributes that may exceed 10.
+                let mut builder = BeatmapAttributesBuilder::default();
+                builder.mode(map.mode, map.is_convert);
+                builder.ar(map.ar, false);
+                builder.od(map.od, false);
+                builder.cs(map.cs, false);
+                builder.hp(map.hp, false);
 
                 if let Some(clock_rate) = clock_rate.or_else(|| mods.clock_rate()) {
                     builder.clock_rate(clock_rate);
diff --git a/bathbot/src/util/osu.rs b/bathbot/src/util/osu.rs
index 27ad2134..34b70bec 100644
--- a/bathbot/src/util/osu.rs
+++ b/bathbot/src/util/osu.rs
@@ -22,8 +22,8 @@ use image::{
     DynamicImage, GenericImage, GenericImageView, ImageOutputFormat, imageops::FilterType,
 };
 use rosu_pp::{
-    any::DifficultyAttributes, catch::CatchPerformance, osu::OsuPerformance,
-    taiko::TaikoPerformance,
+    any::DifficultyAttributes, catch::CatchPerformance, model::beatmap::BeatmapAttributesBuilder,
+    osu::OsuPerformance, taiko::TaikoPerformance,
 };
 use rosu_v2::{
     model::mods::GameMods,
@@ -718,7 +718,15 @@ impl Display for MapInfo<'_> {
     fn fmt(&self, f: &mut Formatter<'_>) -> FmtResult {
         let mods = self.mods.map(GameMods::to_owned).unwrap_or_default();
 
-        let mut builder = self.map.attributes();
+        // Using `.map()` would clamp AR/OD to [0, 10] to match lazer,
+        // but users can specify custom attributes that may exceed 10.
+        let mut builder = BeatmapAttributesBuilder::default();
+        let pp_map = &self.map.pp_map;
+        builder.mode(pp_map.mode, pp_map.is_convert);
+        builder.ar(pp_map.ar, false);
+        builder.od(pp_map.od, false);
+        builder.cs(pp_map.cs, false);
+        builder.hp(pp_map.hp, false);
 
         let clock_rate = self
             .clock_rate