diff --git a/Core/Generators/PlayerScavGenerator.cs b/Core/Generators/PlayerScavGenerator.cs
index 9675b90e..ad0235ef 100644
--- a/Core/Generators/PlayerScavGenerator.cs
+++ b/Core/Generators/PlayerScavGenerator.cs
@@ -251,43 +251,44 @@ public class PlayerScavGenerator
     protected void AdjustBotTemplateWithKarmaSpecificSettings(KarmaLevel karmaSettings, BotType baseBotNode)
     {
         // Adjust equipment chance values
-        foreach (var equipment in karmaSettings.Modifiers.Equipment)
-        {
-            if (equipment.Value == 0)
-                continue;
+        foreach (var equipmentKvP in karmaSettings.Modifiers.Equipment) {
 
-            var prop = typeof(EquipmentChances).GetProperties().FirstOrDefault(p => p.Name == equipment.Key);
-            var value = (int)prop.GetValue(baseBotNode.BotChances.EquipmentChances);
-            var newValue = (int)value + karmaSettings.Modifiers.Equipment[equipment.Key];
-            prop.SetValue(baseBotNode.BotChances.EquipmentChances, newValue);
+            // Adjustment value zero, nothing to do
+            if (equipmentKvP.Value == 0)
+            {
+                continue;
+            }
+
+            // Try add new key with value
+            if (!baseBotNode.BotChances.EquipmentChances.TryAdd(equipmentKvP.Key, equipmentKvP.Value))
+            {
+                // Unable to add new, update existing
+                baseBotNode.BotChances.EquipmentChances[equipmentKvP.Key] += equipmentKvP.Value;
+            }
         }
 
         // Adjust mod chance values
-        foreach (var mod in karmaSettings.Modifiers.Mod)
+        foreach (var modKvP in karmaSettings.Modifiers.Mod)
         {
-            if (mod.Value == 0)
+            // Adjustment value zero, nothing to do
+            if (modKvP.Value == 0)
                 continue;
 
-            baseBotNode.BotChances.WeaponModsChances[mod.Key] += karmaSettings.Modifiers.Mod[mod.Key];
+            baseBotNode.BotChances.WeaponModsChances[modKvP.Key] += karmaSettings.Modifiers.Mod[modKvP.Key];
         }
 
         // Adjust item spawn quantity values
-        var props = karmaSettings.ItemLimits.GetType().GetProperties();
-        var botGenProps = baseBotNode.BotGeneration.Items.GetType().GetProperties();
-        foreach (var prop in props)
+        foreach (var itemLimitKvP in karmaSettings.ItemLimits)
         {
-            botGenProps.FirstOrDefault(p => p.Name == prop.Name).SetValue(baseBotNode.BotGeneration.Items, prop.GetValue(karmaSettings.ItemLimits));
+            baseBotNode.BotGeneration.Items[itemLimitKvP.Key] = itemLimitKvP.Value;
         }
 
-        // Blacklist equipment
-        props = baseBotNode.BotInventory.Equipment.GetType().GetProperties();
-        foreach (var equipment in karmaSettings.EquipmentBlacklist)
-        {
-            var blacklistedItemTpls = equipment.Value;
-            foreach (var itemToRemove in blacklistedItemTpls)
+        // Blacklist equipment, keyed by equipment slot
+        foreach (var equipmentBlacklistKvP in karmaSettings.EquipmentBlacklist) {
+            baseBotNode.BotInventory.Equipment.TryGetValue(equipmentBlacklistKvP.Key, out var equipmentDict);
+            foreach (var itemToRemove in equipmentBlacklistKvP.Value)
             {
-                var dict = (Dictionary<string, double>?)props.FirstOrDefault(p => p.Name == equipment.Key).GetValue(baseBotNode.BotInventory.Equipment);
-                dict.Remove(itemToRemove);
+                equipmentDict.Remove(itemToRemove);
             }
         }
     }
diff --git a/Core/Helpers/BotHelper.cs b/Core/Helpers/BotHelper.cs
index e4f689ec..60cc7871 100644
--- a/Core/Helpers/BotHelper.cs
+++ b/Core/Helpers/BotHelper.cs
@@ -1,13 +1,25 @@
-using Core.Annotations;
+using Core.Annotations;
 using Core.Models.Common;
 using Core.Models.Eft.Common.Tables;
 using Core.Models.Spt.Config;
+using Core.Services;
+using ILogger = Core.Models.Utils.ILogger;
 
 namespace Core.Helpers;
 
 [Injectable]
 public class BotHelper
 {
+    private readonly ILogger _logger;
+    private readonly DatabaseService _databaseService;
+
+    public BotHelper(
+        ILogger logger,
+        DatabaseService databaseService)
+    {
+        _logger = logger;
+        _databaseService = databaseService;
+    }
     /// <summary>
     /// Get a template object for the specified botRole from bots.types db
     /// </summary>
@@ -15,7 +27,14 @@ public class BotHelper
     /// <returns>BotType object</returns>
     public BotType GetBotTemplate(string role)
     {
-        throw new NotImplementedException();
+        if (!_databaseService.GetBots().Types.TryGetValue(role.ToLower(), out var bot))
+        {
+            _logger.Error($"Unable to get bot of type: {role} from DB");
+
+            return null;
+        }
+
+        return bot;
     }
 
     /// <summary>
diff --git a/Core/Models/Eft/Common/Tables/BotType.cs b/Core/Models/Eft/Common/Tables/BotType.cs
index d9ade1be..83268791 100644
--- a/Core/Models/Eft/Common/Tables/BotType.cs
+++ b/Core/Models/Eft/Common/Tables/BotType.cs
@@ -1,4 +1,5 @@
-using System.Text.Json.Serialization;
+using System.Collections.Generic;
+using System.Text.Json.Serialization;
 using Core.Models.Common;
 using Core.Utils.Json.Converters;
 
@@ -61,7 +62,7 @@ public class Appearance
 public class Chances
 {
     [JsonPropertyName("equipment")]
-    public EquipmentChances? EquipmentChances { get; set; }
+    public Dictionary<string, double>? EquipmentChances { get; set; }
 
     [JsonPropertyName("weaponMods")]
     public Dictionary<string, double>? WeaponModsChances { get; set; }
@@ -73,50 +74,6 @@ public class Chances
     public Dictionary<string, double>? Mods { get; set; }
 }
 
-public class EquipmentChances
-{
-    [JsonPropertyName("ArmBand")]
-    public int? ArmBand { get; set; }
-
-    [JsonPropertyName("ArmorVest")]
-    public int? ArmorVest { get; set; }
-
-    [JsonPropertyName("Backpack")]
-    public int? Backpack { get; set; }
-
-    [JsonPropertyName("Earpiece")]
-    public int? Earpiece { get; set; }
-
-    [JsonPropertyName("Eyewear")]
-    public int? Eyewear { get; set; }
-
-    [JsonPropertyName("FaceCover")]
-    public int? FaceCover { get; set; }
-
-    [JsonPropertyName("FirstPrimaryWeapon")]
-    public int? FirstPrimaryWeapon { get; set; }
-
-    [JsonPropertyName("Headwear")]
-    public int? Headwear { get; set; }
-
-    [JsonPropertyName("Holster")]
-    public int? Holster { get; set; }
-
-    [JsonPropertyName("Pockets")]
-    public int? Pockets { get; set; }
-
-    [JsonPropertyName("Scabbard")]
-    public int? Scabbard { get; set; }
-
-    [JsonPropertyName("SecondPrimaryWeapon")]
-    public int? SecondPrimaryWeapon { get; set; }
-
-    [JsonPropertyName("SecuredContainer")]
-    public int? SecuredContainer { get; set; }
-
-    [JsonPropertyName("TacticalVest")]
-    public int? TacticalVest { get; set; }
-}
 /* class removed in favor of Dictionary<string, double>
  used to be used in:
  Chances.WeaponModsChances
@@ -339,46 +296,7 @@ public class Experience
 public class Generation
 {
     [JsonPropertyName("items")]
-    public GenerationWeightingItems? Items { get; set; }
-}
-
-public class GenerationWeightingItems
-{
-    [JsonPropertyName("grenades")]
-    public GenerationData? Grenades { get; set; }
-
-    [JsonPropertyName("healing")]
-    public GenerationData? Healing { get; set; }
-
-    [JsonPropertyName("drugs")]
-    public GenerationData? Drugs { get; set; }
-
-    [JsonPropertyName("food")]
-    public GenerationData? Food { get; set; }
-
-    [JsonPropertyName("drink")]
-    public GenerationData? Drink { get; set; }
-
-    [JsonPropertyName("currency")]
-    public GenerationData? Currency { get; set; }
-
-    [JsonPropertyName("stims")]
-    public GenerationData? Stims { get; set; }
-
-    [JsonPropertyName("backpackLoot")]
-    public GenerationData? BackpackLoot { get; set; }
-
-    [JsonPropertyName("pocketLoot")]
-    public GenerationData? PocketLoot { get; set; }
-
-    [JsonPropertyName("vestLoot")]
-    public GenerationData? VestLoot { get; set; }
-
-    [JsonPropertyName("magazines")]
-    public GenerationData? Magazines { get; set; }
-
-    [JsonPropertyName("specialItems")]
-    public GenerationData? SpecialItems { get; set; }
+    public Dictionary<string, GenerationData>? Items { get; set; }
 }
 
 public class GenerationData
@@ -415,7 +333,7 @@ public class BodyPart
 public class BotTypeInventory
 {
     [JsonPropertyName("equipment")]
-    public Equipment? Equipment { get; set; }
+    public Dictionary<string, Dictionary<string, double>>? Equipment { get; set; }
 
     public GlobalAmmo? Ammo { get; set; }
 
@@ -451,4 +369,4 @@ public class ItemPools
     public Dictionary<string, double>? SecuredContainer { get; set; }
     public Dictionary<string, double>? SpecialLoot { get; set; }
     public Dictionary<string, double>? TacticalVest { get; set; }
-}
\ No newline at end of file
+}
diff --git a/Core/Models/Spt/Config/PlayerScavConfig.cs b/Core/Models/Spt/Config/PlayerScavConfig.cs
index 370e1329..7df449a9 100644
--- a/Core/Models/Spt/Config/PlayerScavConfig.cs
+++ b/Core/Models/Spt/Config/PlayerScavConfig.cs
@@ -1,4 +1,4 @@
-using System.Text.Json.Serialization;
+using System.Text.Json.Serialization;
 using Core.Models.Eft.Common.Tables;
 
 namespace Core.Models.Spt.Config;
@@ -21,7 +21,7 @@ public class KarmaLevel
     public Modifiers Modifiers { get; set; }
 
     [JsonPropertyName("itemLimits")]
-    public ItemLimits ItemLimits { get; set; }
+    public Dictionary<string, GenerationData> ItemLimits { get; set; }
 
     [JsonPropertyName("equipmentBlacklist")]
     public Dictionary<string, string[]> EquipmentBlacklist { get; set; }
diff --git a/Core/Services/BotEquipmentFilterService.cs b/Core/Services/BotEquipmentFilterService.cs
index e088a562..1c8ea8a0 100644
--- a/Core/Services/BotEquipmentFilterService.cs
+++ b/Core/Services/BotEquipmentFilterService.cs
@@ -1,4 +1,4 @@
-using Core.Annotations;
+using Core.Annotations;
 using Core.Models.Eft.Common.Tables;
 using Core.Models.Spt.Bots;
 using Core.Models.Spt.Config;
@@ -31,7 +31,7 @@ public class BotEquipmentFilterService
     /// <param name="baseValues">data to update</param>
     protected void AdjustChances(
         Dictionary<string, int> equipmentChanges,
-        EquipmentChances baseValues)
+        object baseValues)
     {
         throw new NotImplementedException();
     }