diff --git a/pluribus/poker/card.py b/pluribus/poker/card.py
index cdec7234..5fe30a61 100644
--- a/pluribus/poker/card.py
+++ b/pluribus/poker/card.py
@@ -1,4 +1,4 @@
-from typing import List, Set, Union
+from typing import Dict, List, Set, Union
 
 from pluribus.poker.evaluation.eval_card import EvaluationCard
 
@@ -48,6 +48,11 @@ def __init__(self, rank: Union[str, int], suit: str):
         suit_char = self.suit.lower()[0]
         self._eval_card = EvaluationCard.new(f"{rank_char}{suit_char}")
 
+    def __repr__(self):
+        """Pretty printing the object."""
+        icon = self._suit_to_icon(self.suit)
+        return f"<Card card=[{self.rank} of {self.suit} {icon}]>"
+
     def __int__(self):
         return self._eval_card
 
@@ -152,7 +157,25 @@ def _suit_to_icon(self, suit: str) -> str:
         """Icons for pretty printing."""
         return {"hearts": "♥", "diamonds": "♦", "clubs": "♣", "spades": "♠"}[suit]
 
-    def __repr__(self):
-        """Pretty printing the object."""
-        icon = self._suit_to_icon(self.suit)
-        return f"<Card card=[{self.rank} of {self.suit} {icon}]>"
+    def to_dict(self) -> Dict[str, Union[int, str]]:
+        """Turn into dict."""
+        return dict(rank=self._rank, suit=self._suit)
+
+    @staticmethod
+    def from_dict(x: Dict[str, Union[int, str]]):
+        """From dict turn into class."""
+        if set(x) != {"rank", "suit"}:
+            raise NotImplementedError(f"Unrecognised dict {x}")
+        return Card(rank=x["rank"], suit=x["suit"])
+
+    def to_dict(self) -> Dict[str, Union[int, str]]:
+        """Turn into dict."""
+        return dict(rank=self._rank, suit=self._suit)
+
+    @staticmethod
+    def from_dict(x: Dict[str, Union[int, str]]):
+        """From dict turn into class."""
+        if set(x) != {"rank", "suit"}:
+            raise NotImplementedError(f"Unrecognised dict {x}")
+        return Card(rank=x["rank"], suit=x["suit"])
+
diff --git a/pluribus/terminal/results.py b/pluribus/terminal/results.py
index f25c7ed7..e30b4681 100644
--- a/pluribus/terminal/results.py
+++ b/pluribus/terminal/results.py
@@ -1,5 +1,8 @@
+import collections
+import os
 from typing import Dict, Any
 
+import numpy as np
 import yaml
 
 from pluribus.games.short_deck.state import ShortDeckPokerState
@@ -12,18 +15,72 @@ def __init__(self, file_path: str = "results.yaml"):
         """"""
         self._file_path = file_path
         try:
-            with open(self._file_path, "w") as stream:
+            with open(self._file_path, "r") as stream:
                 self._results: Dict[str, Any] = yaml.safe_load(stream=stream)
         except FileNotFoundError:
             self._results: Dict[str, Any] = {
                 "stats": {},
+                "results": [],
             }
 
-    def add_result(self, state: ShortDeckPokerState, **players):
+    def add_result(
+        self,
+        strategy_path: str,
+        agent: str,
+        state: ShortDeckPokerState,
+        og_name_to_name: Dict[str, str],
+    ):
         """Adds results to file."""
+        ai_key = f"{agent}_{os.path.basename(strategy_path)}"
+        players = []
+        for player_i, player in enumerate(state.players):
+            name = og_name_to_name[player.name]
+            player_info_dict = dict(
+                name=name,
+                args=dict(
+                    cards=[c.to_dict() for c in player.cards],
+                    value=state.payout[player_i],
+                    is_big_blind=player.is_big_blind,
+                    is_small_blind=player.is_small_blind,
+                    is_dealer=player.is_dealer,
+                ),
+            )
+            players.append(player_info_dict)
+        result_entry = dict(
+            ai_key=ai_key,
+            players=players,
+            community_cards=[c.to_dict() for c in state.community_cards],
+        )
+        self._results["results"].append(result_entry)
+        self._compute_human_stats()
         self._write_to_file()
 
+    def _compute_human_stats(self):
+        """"""
+        values = collections.defaultdict(lambda: collections.defaultdict(list))
+        for result_entry in self._results["results"]:
+            ai_key = result_entry["ai_key"]
+            for player in result_entry["players"]:
+                if player["name"].lower() == "human":
+                    if player["args"]["is_big_blind"]:
+                        key = "BB"
+                    elif player["args"]["is_small_blind"]:
+                        key = "SB"
+                    elif player["args"]["is_dealer"]:
+                        key = "D"
+                    else:
+                        raise NotImplementedError("")
+                    values[ai_key][key].append(player["args"]["value"])
+                    break
+        self._results["stats"] = {
+            ai_key: {
+                p: {"mean": float(np.mean(v)), "std": float(np.std(v))}
+                for p, v in positions_to_values.items()
+            }
+            for ai_key, positions_to_values in values.items()
+        }
+
     def _write_to_file(self):
         """"""
-        with open(self._file_path, "r") as stream:
+        with open(self._file_path, "w") as stream:
             yaml.safe_dump(self._results, stream=stream, default_flow_style=False)
diff --git a/pluribus/terminal/runner.py b/pluribus/terminal/runner.py
index d18a2aa8..4581743c 100644
--- a/pluribus/terminal/runner.py
+++ b/pluribus/terminal/runner.py
@@ -12,6 +12,7 @@
 from pluribus.terminal.ascii_objects.player import AsciiPlayer
 from pluribus.terminal.ascii_objects.logger import AsciiLogger
 from pluribus.terminal.render import print_footer, print_header, print_log, print_table
+from pluribus.terminal.results import UserResults
 from pluribus.utils.algos import rotate_list
 
 
@@ -56,6 +57,7 @@ def run_terminal_app(
         offline_strategy = joblib.load(strategy_path)
     else:
         offline_strategy = {}
+    user_results: UserResults = UserResults()
     with term.cbreak(), term.hidden_cursor():
         while True:
             # Construct ascii objects to be rendered later.
@@ -88,6 +90,7 @@ def run_terminal_app(
             if state.is_terminal:
                 legal_actions = ["quit", "new game"]
                 human_should_interact = True
+                user_results.add_result(strategy_path, agent, state, og_name_to_name)
             else:
                 og_current_name = state.current_player.name
                 human_should_interact = og_name_to_position[og_current_name] == "right"