diff --git a/docs/requirements.txt b/docs/requirements.txt
index 74fddd8..28a6674 100644
--- a/docs/requirements.txt
+++ b/docs/requirements.txt
@@ -1 +1 @@
-ipython==7.23
+ipython==7.31.1
diff --git a/examples/newsspread/newsspread.py b/examples/newsspread/newsspread.py
index f6188eb..dc77f09 100644
--- a/examples/newsspread/newsspread.py
+++ b/examples/newsspread/newsspread.py
@@ -17,7 +17,7 @@ class DumbViewer(FSM):
     def neutral(self):
         if self['has_tv']:
             if prob(self.env['prob_tv_spread']):
-                self.set_state(self.infected)
+                return self.infected
 
     @state
     def infected(self):
@@ -26,6 +26,12 @@ class DumbViewer(FSM):
                 neighbor.infect()
 
     def infect(self):
+        '''
+        This is not a state. It is a function that other agents can use to try to
+        infect this agent. DumbViewer always gets infected, but other agents like
+        HerdViewer might not become infected right away
+        '''
+
         self.set_state(self.infected)
 
 
@@ -35,12 +41,13 @@ class HerdViewer(DumbViewer):
     '''
 
     def infect(self):
+        '''Notice again that this is NOT a state. See DumbViewer.infect for reference'''
         infected = self.count_neighboring_agents(state_id=self.infected.id)
         total = self.count_neighboring_agents()
         prob_infect = self.env['prob_neighbor_spread'] * infected/total
         self.debug('prob_infect', prob_infect)
         if prob(prob_infect):
-            self.set_state(self.infected.id)
+            self.set_state(self.infected)
 
 
 class WiseViewer(HerdViewer):
@@ -75,5 +82,5 @@ class WiseViewer(HerdViewer):
                        1.0)
         prob_cure = self.env['prob_neighbor_cure'] * (cured/infected)
         if prob(prob_cure):
-            return self.cure()
+            return self.cured
         return self.set_state(super().infected)
diff --git a/examples/programmatic/programmatic.py b/examples/programmatic/programmatic.py
index dd4a3be..7c8d54a 100644
--- a/examples/programmatic/programmatic.py
+++ b/examples/programmatic/programmatic.py
@@ -18,7 +18,9 @@ class MyAgent(agents.FSM):
     @agents.default_state
     @agents.state
     def neutral(self):
-        self.info('I am running')
+        self.debug('I am running')
+        if agents.prob(0.2):
+            self.info('This runs 2/10 times on average')
 
 
 s = Simulation(name='Programmatic',
@@ -29,10 +31,10 @@ s = Simulation(name='Programmatic',
                dry_run=True)
 
 
+# By default, logging will only print WARNING logs (and above).
+# You need to choose a lower logging level to get INFO/DEBUG traces
 logging.basicConfig(level=logging.INFO)
 envs = s.run()
 
-s.dump_yaml()
-
-for env in envs:
-    env.dump_csv()
+# Uncomment this to output the simulation to a YAML file
+# s.dump_yaml('simulation.yaml')
diff --git a/examples/rabbits/rabbit_agents.py b/examples/rabbits/rabbit_agents.py
index 1c978b1..056be93 100644
--- a/examples/rabbits/rabbit_agents.py
+++ b/examples/rabbits/rabbit_agents.py
@@ -12,8 +12,6 @@ class Genders(Enum):
 
 class RabbitModel(FSM):
 
-    level = logging.INFO
-
     defaults = {
         'age': 0,
         'gender': Genders.male.value,
diff --git a/examples/rabbits/rabbits.yml b/examples/rabbits/rabbits.yml
index 1d9421f..16fd125 100644
--- a/examples/rabbits/rabbits.yml
+++ b/examples/rabbits/rabbits.yml
@@ -1,7 +1,7 @@
 ---
 load_module: rabbit_agents
 name: rabbits_example
-max_time: 150
+max_time: 100
 interval: 1
 seed: MySeed
 agent_type: RabbitModel
@@ -10,7 +10,7 @@ environment_agents:
 environment_params:
   prob_death: 0.001
 default_state:
-  mating_prob: 0.01
+  mating_prob: 0.1
 topology:
   nodes:
     - id: 1