diff --git a/config.yaml b/config.yaml
index 44670d6..47c559f 100644
--- a/config.yaml
+++ b/config.yaml
@@ -132,7 +132,7 @@ rewards:
       bag_menu: 0.1
   baseline.TeachCutReplicationEnvFork:
     reward:
-      event: 4.0
+      event: 1.0
       bill_saved: 5.0
       moves_obtained: 4.0
       hm_count: 10.0
@@ -147,6 +147,9 @@ rewards:
       taught_cut: 10.0
       explore_npcs: 0.02
       explore_hidden_objs: 0.02
+      seen_pokemon: 4.0
+      caught_pokemon: 4.0
+      level: 1.0
 
 
 policies:
diff --git a/pokemonred_puffer/environment.py b/pokemonred_puffer/environment.py
index a2e6048..44e22fb 100644
--- a/pokemonred_puffer/environment.py
+++ b/pokemonred_puffer/environment.py
@@ -780,8 +780,8 @@ def update_tm_hm_moves_obtained(self):
         for i in range(self.read_m("wPartyCount")):
             _, addr = self.pyboy.symbol_lookup(f"wPartyMon{i+1}Moves")
             for move_id in self.pyboy.memory[addr : addr + 4]:
-                if move_id in TM_HM_MOVES:
-                    self.moves_obtained[move_id] = 1
+                # if move_id in TM_HM_MOVES:
+                self.moves_obtained[move_id] = 1
         """
         # Scan current box (since the box doesn't auto increment in pokemon red)
         num_moves = 4
diff --git a/pokemonred_puffer/rewards/baseline.py b/pokemonred_puffer/rewards/baseline.py
index e3a3069..8eb3d69 100644
--- a/pokemonred_puffer/rewards/baseline.py
+++ b/pokemonred_puffer/rewards/baseline.py
@@ -172,6 +172,9 @@ def get_game_state_reward(self):
             ),
             "bag_menu": self.reward_config["bag_menu"] * self.seen_bag_menu * int(self.taught_cut),
             "taught_cut": self.reward_config["taught_cut"] * int(self.taught_cut),
+            "seen_pokemon": self.reward_config["seen_pokemon"] * sum(self.seen_pokemon),
+            "caught_pokemon": self.reward_config["caught_pokemon"] * sum(self.caught_pokemon),
+            "level": self.reward_config["level"] * self.get_levels_reward(),
         }
 
     def update_max_event_rew(self):
@@ -192,3 +195,12 @@ def get_all_events_reward(self):
             - int(self.read_bit(*MUSEUM_TICKET)),
             0,
         )
+
+    def get_levels_reward(self):
+        party_size = self.read_m("wPartyCount")
+        party_levels = [self.read_m(f"wPartyMon{i+1}Level") for i in range(party_size)]
+        self.max_level_sum = max(self.max_level_sum, sum(party_levels))
+        if self.max_level_sum < 15:
+            return self.max_level_sum
+        else:
+            return 15 + (self.max_level_sum - 15) / 4