diff --git a/atroposlib/api/README.md b/atroposlib/api/README.md
index 3e719ee3..6430ab0a 100644
--- a/atroposlib/api/README.md
+++ b/atroposlib/api/README.md
@@ -129,9 +129,12 @@ The API documentation (Swagger UI) will be available at `http://<your-server-ip>
             tokens: List[List[int]]
             masks: List[List[int]]
             scores: List[float]
+            advantages: Optional[List[List[float]]] = None
             ref_logprobs: Optional[List[List[float]]] = None
+            messages: Optional[List[List[Message]]] = None
             overrides: Optional[List[dict]] = None # Per-item logging overrides
             group_overrides: Optional[dict] = None # Group logging overrides
+            images: Optional[Any] = None # Image data (if applicable)
         ```
     * **Response:** `{"status": "received"}`
 * `POST /scored_data_list`
@@ -145,7 +148,7 @@ The API documentation (Swagger UI) will be available at `http://<your-server-ip>
         * Not enough data: `{"batch": null}`
 * `GET /latest_example`
     * **Description:** Debug endpoint to retrieve the most recently added `ScoredData` item.
-    * **Response:** The last `ScoredData` dictionary pushed, or empty lists if none yet.
+    * **Response:** The last `ScoredData` dictionary pushed, or empty lists for tokens, masks, scores, advantages, ref_logprobs, messages, and images if none yet.
 
 ### Debugging
 
diff --git a/atroposlib/api/server.py b/atroposlib/api/server.py
index a6dcb5fc..0250399b 100644
--- a/atroposlib/api/server.py
+++ b/atroposlib/api/server.py
@@ -8,6 +8,7 @@ from fastapi.responses import PlainTextResponse
 from pydantic import BaseModel
 
 from atroposlib.api.utils import grab_exact_from_heterogeneous_queue
+from atroposlib.type_definitions import Message
 
 app = FastAPI(title="AtroposLib API")
 
@@ -50,7 +51,9 @@ class ScoredData(BaseModel):
     tokens: List[List[int]]
     masks: List[List[int]]
     scores: List[float]
+    advantages: Optional[List[List[float]]] = None
     ref_logprobs: Optional[List[List[float]]] = None
+    messages: Optional[List[List[Message]]] = None
     overrides: Optional[List[dict]] = None
     group_overrides: Optional[dict] = None
     images: Optional[Any] = None
@@ -212,7 +215,9 @@ async def get_latest_example():
             "tokens": [],
             "masks": [],
             "scores": [],
+            "advantages": [],
             "ref_logprobs": [],
+            "messages": [],
             "images": [],
         }
 
@@ -224,7 +229,9 @@ async def scored_data(scored_data: ScoredData):
             "tokens": scored_data.tokens,
             "masks": scored_data.masks,
             "scores": scored_data.scores,
+            "advantages": scored_data.advantages,
             "ref_logprobs": scored_data.ref_logprobs,
+            "messages": scored_data.messages,
             "overrides": scored_data.overrides,
             "group_overrides": scored_data.group_overrides,
             "images": scored_data.images,
@@ -245,8 +252,10 @@ async def scored_data_list(scored_data_list: List[ScoredData]):
                 "tokens": scored_data.tokens,
                 "masks": scored_data.masks,
                 "scores": scored_data.scores,
+                "advantages": scored_data.advantages,
                 "ref_logprobs": scored_data.ref_logprobs,
                 "images": scored_data.images,
+                "messages": scored_data.messages,
                 "overrides": scored_data.overrides,
                 "group_overrides": scored_data.group_overrides,
             }
diff --git a/atroposlib/envs/base.py b/atroposlib/envs/base.py
index 03f0a962..595a8d83 100644
--- a/atroposlib/envs/base.py
+++ b/atroposlib/envs/base.py
@@ -60,6 +60,7 @@ class ScoredDataGroup(TypedDict):
     messages: Optional[List[List[Message]]]
     group_overrides: Optional[Dict]
     overrides: Optional[List[Dict]]
+    images: Optional[Any]
 
 
 class ScoredDataItem(TypedDict):
@@ -71,6 +72,7 @@ class ScoredDataItem(TypedDict):
     messages: Optional[List[Message]]
     group_overrides: Optional[Dict]
     overrides: Optional[Dict]
+    images: Optional[Any]
 
 
 class EvalHandlingEnum(Enum):
@@ -282,6 +284,7 @@ class BaseEnv(ABC):
         to_postprocess["messages"] = []
         to_postprocess["group_overrides"] = {}
         to_postprocess["overrides"] = []
+        to_postprocess["images"] = []
         print("Processing results")
         for result in results:
             to_postprocess["tokens"].append(result[0]["tokens"])
@@ -297,6 +300,8 @@ class BaseEnv(ABC):
                 to_postprocess["group_overrides"].update(result[0]["group_overrides"])
             if result[0].get("overrides", None) is not None:
                 to_postprocess["overrides"].append(result[0]["overrides"])
+            if result[0].get("images", None) is not None:
+                to_postprocess["images"].append(result[0]["images"])
             backlog.extend(result[1])
         return to_postprocess, backlog