diff --git a/Pipfile b/Pipfile
index 7821bd077..88e05d46b 100644
--- a/Pipfile
+++ b/Pipfile
@@ -49,6 +49,8 @@ opentelemetry-sdk-extension-aws = "*"
 opentelemetry-exporter-otlp-proto-grpc = "*"
 opentelemetry-instrumentation-aiohttp-client = "==0.41b0"
 opentelemetry-instrumentation-fastapi = "==0.41b0"
+pymoo = "*"
+numpy = "*"
 
 [requires]
 python_version = "3.8"
diff --git a/Pipfile.lock b/Pipfile.lock
index 3dcfed323..c0c875c93 100644
--- a/Pipfile.lock
+++ b/Pipfile.lock
@@ -1,7 +1,7 @@
 {
     "_meta": {
         "hash": {
-            "sha256": "3eca9fb4d5a07e06d1f6fa839cafe2c49125218cebed97785182e0b1450e8120"
+            "sha256": "4dc8a3a39d902a7ae5347b371db43c1316226268586743e550805368b3114ef3"
         },
         "pipfile-spec": 6,
         "requires": {
@@ -16,6 +16,14 @@
         ]
     },
     "default": {
+        "about-time": {
+            "hashes": [
+                "sha256:6a538862d33ce67d997429d14998310e1dbfda6cb7d9bbfbf799c4709847fece",
+                "sha256:8bbf4c75fe13cbd3d72f49a03b02c5c7dca32169b6d49117c257e7eb3eaee341"
+            ],
+            "markers": "python_version >= '3.7' and python_version < '4'",
+            "version": "==4.2.1"
+        },
         "aio-snowplow-tracker": {
             "hashes": [
                 "sha256:449e464f0dee429699814c75106bf2d6966afa0012878d3615c08db872370a95",
@@ -26,22 +34,22 @@
         },
         "aioboto3": {
             "hashes": [
-                "sha256:11e6df5bf317e0dfc1390a29fea9e9f3afd8be99bad2cc9719d2cf44080a16fb",
-                "sha256:6f504ac312f62be5199033af97f51b20fac31df7f42c128d6643241c8e5741a9"
+                "sha256:8eae15dd52c9a43845448508ad0f912028a0a176bbd85b78e1377bb5f2a4d450",
+                "sha256:9f9e07261ddf3d6fec04dd8d5f5a55e0cb3250089f4282f7a60054495ad9699b"
             ],
             "index": "pypi",
-            "version": "==11.3.0"
+            "version": "==12.1.0"
         },
         "aiobotocore": {
             "extras": [
                 "boto3"
             ],
             "hashes": [
-                "sha256:0186e6a843364748cdbbf76ee98e9337c44f71a4e694ad1b110d5c516fbce909",
-                "sha256:4805d0140bdfa17bfc2d0ba1243c8cc4273e927201fca5cf2e497c0004a9fab7"
+                "sha256:32e632fea387acd45416c2bbc03828ee2c2a66a7dc4bd3a9bcb808dea249c469",
+                "sha256:f160497cef21cfffc1a8d4219eeb27bb7b243389c2d021a812b9c0e3fb8e2bd1"
             ],
-            "markers": "python_version >= '3.7'",
-            "version": "==2.6.0"
+            "markers": "python_version >= '3.8'",
+            "version": "==2.8.0"
         },
         "aiocache": {
             "extras": [
@@ -56,96 +64,85 @@
         },
         "aiohttp": {
             "hashes": [
-                "sha256:002f23e6ea8d3dd8d149e569fd580c999232b5fbc601c48d55398fbc2e582e8c",
-                "sha256:01770d8c04bd8db568abb636c1fdd4f7140b284b8b3e0b4584f070180c1e5c62",
-                "sha256:0912ed87fee967940aacc5306d3aa8ba3a459fcd12add0b407081fbefc931e53",
-                "sha256:0cccd1de239afa866e4ce5c789b3032442f19c261c7d8a01183fd956b1935349",
-                "sha256:0fa375b3d34e71ccccf172cab401cd94a72de7a8cc01847a7b3386204093bb47",
-                "sha256:13da35c9ceb847732bf5c6c5781dcf4780e14392e5d3b3c689f6d22f8e15ae31",
-                "sha256:14cd52ccf40006c7a6cd34a0f8663734e5363fd981807173faf3a017e202fec9",
-                "sha256:16d330b3b9db87c3883e565340d292638a878236418b23cc8b9b11a054aaa887",
-                "sha256:1bed815f3dc3d915c5c1e556c397c8667826fbc1b935d95b0ad680787896a358",
-                "sha256:1d84166673694841d8953f0a8d0c90e1087739d24632fe86b1a08819168b4566",
-                "sha256:1f13f60d78224f0dace220d8ab4ef1dbc37115eeeab8c06804fec11bec2bbd07",
-                "sha256:229852e147f44da0241954fc6cb910ba074e597f06789c867cb7fb0621e0ba7a",
-                "sha256:253bf92b744b3170eb4c4ca2fa58f9c4b87aeb1df42f71d4e78815e6e8b73c9e",
-                "sha256:255ba9d6d5ff1a382bb9a578cd563605aa69bec845680e21c44afc2670607a95",
-                "sha256:2817b2f66ca82ee699acd90e05c95e79bbf1dc986abb62b61ec8aaf851e81c93",
-                "sha256:2b8d4e166e600dcfbff51919c7a3789ff6ca8b3ecce16e1d9c96d95dd569eb4c",
-                "sha256:2d5b785c792802e7b275c420d84f3397668e9d49ab1cb52bd916b3b3ffcf09ad",
-                "sha256:3161ce82ab85acd267c8f4b14aa226047a6bee1e4e6adb74b798bd42c6ae1f80",
-                "sha256:33164093be11fcef3ce2571a0dccd9041c9a93fa3bde86569d7b03120d276c6f",
-                "sha256:39a312d0e991690ccc1a61f1e9e42daa519dcc34ad03eb6f826d94c1190190dd",
-                "sha256:3b2ab182fc28e7a81f6c70bfbd829045d9480063f5ab06f6e601a3eddbbd49a0",
-                "sha256:3c68330a59506254b556b99a91857428cab98b2f84061260a67865f7f52899f5",
-                "sha256:3f0e27e5b733803333bb2371249f41cf42bae8884863e8e8965ec69bebe53132",
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+                "sha256:c7e939f1ae428a86e4abbb9a7c4732bf4706048818dfd979e5e2839ce0159f23",
+                "sha256:c88a15f272a0ad3d7773cf3a37cc7b7d077cbfc8e331675cf1346e849d97a4e5",
+                "sha256:c9110c06eaaac7e1f5562caf481f18ccf8f6fdf4c3323feab28a93d34cc646bd",
+                "sha256:ca7ca5abfbfe8d39e653870fbe8d7710be7a857f8a8386fc9de1aae2e02ce7e4",
+                "sha256:cae4c0c2ca800c793cae07ef3d40794625471040a87e1ba392039639ad61ab5b",
+                "sha256:cdefe289681507187e375a5064c7599f52c40343a8701761c802c1853a504558",
+                "sha256:cf2a0ac0615842b849f40c4d7f304986a242f1e68286dbf3bd7a835e4f83acfd",
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+                "sha256:d737e69d193dac7296365a6dcb73bbbf53bb760ab25a3727716bbd42022e8d7a",
+                "sha256:d7481f581251bb5558ba9f635db70908819caa221fc79ee52a7f58392778c636",
+                "sha256:df9cf74b9bc03d586fc53ba470828d7b77ce51b0582d1d0b5b2fb673c0baa32d",
+                "sha256:e1f80197f8b0b846a8d5cf7b7ec6084493950d0882cc5537fb7b96a69e3c8590",
+                "sha256:ecca113f19d5e74048c001934045a2b9368d77b0b17691d905af18bd1c21275e",
+                "sha256:ee2527134f95e106cc1653e9ac78846f3a2ec1004cf20ef4e02038035a74544d",
+                "sha256:f27fdaadce22f2ef950fc10dcdf8048407c3b42b73779e48a4e76b3c35bca26c",
+                "sha256:f694dc8a6a3112059258a725a4ebe9acac5fe62f11c77ac4dcf896edfa78ca28",
+                "sha256:f800164276eec54e0af5c99feb9494c295118fc10a11b997bbb1348ba1a52065",
+                "sha256:ffcd828e37dc219a72c9012ec44ad2e7e3066bec6ff3aaa19e7d435dbf4032ca"
             ],
             "index": "pypi",
-            "version": "==3.8.6"
+            "version": "==3.9.1"
         },
         "aioitertools": {
             "hashes": [
@@ -171,6 +168,14 @@
             "markers": "python_version >= '3.7'",
             "version": "==1.3.1"
         },
+        "alive-progress": {
+            "hashes": [
+                "sha256:347220c1858e3abe137fa0746895668c04df09c5261a13dc03f05795e8a29be5",
+                "sha256:42e399a66c8150dc507602dff7b7953f105ef11faf97ddaa6d27b1cbf45c4c98"
+            ],
+            "markers": "python_version >= '3.7' and python_version < '4'",
+            "version": "==3.1.5"
+        },
         "anyio": {
             "hashes": [
                 "sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780",
@@ -200,7 +205,7 @@
                 "sha256:4640d96be84d82d02ed59ea2b7105a0f7b33abe8703703cd0ab0bf87c427522f",
                 "sha256:7405140ff1230c310e51dc27b3145b9092d659ce68ff733fb0cefe3ee42be028"
             ],
-            "markers": "python_version >= '3.7'",
+            "markers": "python_version < '3.11'",
             "version": "==4.0.3"
         },
         "attrs": {
@@ -211,6 +216,13 @@
             "markers": "python_version >= '3.7'",
             "version": "==23.1.0"
         },
+        "autograd": {
+            "hashes": [
+                "sha256:208dde2a938e63b4f8f5049b1985505139e529068b0d26f8cd7771fd3eb145d5",
+                "sha256:8731e08a0c4e389d8695a40072ada4512641c113b6cace8f4cfbe8eb7e9aedeb"
+            ],
+            "version": "==1.6.2"
+        },
         "backoff": {
             "hashes": [
                 "sha256:03f829f5bb1923180821643f8753b0502c3b682293992485b0eef2807afa5cba",
@@ -221,122 +233,26 @@
         },
         "boto3": {
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-                "sha256:bca0526f819e0f19c0f1e6eba3e2d1d6b6a92a45129f98c0d716e5aab6d9444b"
+                "sha256:1fe5fa75ff0f0c29a6f55e818d149d33571731e692a7b785ded7a28ac832cae8",
+                "sha256:fa5aa92d16763cb906fb4a83d6eba887342202a980bea07862af5ba40827aa5a"
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-            "version": "==1.28.17"
+            "version": "==1.33.1"
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         "botocore": {
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-                "sha256:6ac34a1d34aa3750e78b77b8596617e2bab938964694d651939dba2cbde2c12b"
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             "markers": "python_version >= '3.7'",
-            "version": "==1.31.17"
+            "version": "==1.33.1"
         },
         "certifi": {
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-            "markers": "python_full_version >= '3.7.0'",
-            "version": "==3.3.0"
+            "version": "==2023.11.17"
         },
         "click": {
             "hashes": [
@@ -346,6 +262,79 @@
             "markers": "python_version >= '3.7'",
             "version": "==8.1.7"
         },
+        "cma": {
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@@ -354,96 +343,175 @@
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             "markers": "python_version >= '3.8'",
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+            "version": "==1.4.1"
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             "hashes": [
@@ -453,6 +521,12 @@
             "index": "pypi",
             "version": "==3.4.1"
         },
+        "grapheme": {
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@@ -614,63 +688,64 @@
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+            "version": "==0.6.1"
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@@ -682,27 +757,27 @@
         },
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@@ -714,19 +789,129 @@
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@@ -772,6 +957,59 @@
             "markers": "python_version >= '3.8'",
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@@ -899,7 +1137,7 @@
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@@ -1006,6 +1244,66 @@
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@@ -1016,22 +1314,20 @@
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@@ -1077,10 +1373,40 @@
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@@ -1177,131 +1503,131 @@
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@@ -1332,19 +1658,19 @@
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@@ -1377,11 +1703,11 @@
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@@ -1937,7 +2323,7 @@
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@@ -1969,264 +2355,280 @@
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@@ -2427,11 +2829,11 @@
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@@ -2443,11 +2845,11 @@
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@@ -2459,11 +2861,11 @@
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@@ -2507,107 +2909,123 @@
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+                "sha256:ddb2a5c08a4eaaba605340fdee8fc08e406c56617566d9643ad8bf6852778fc7",
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+                "sha256:e23a6d84d9d1738dbc6e38167776107e63307dfc8ad108e580548d1f2c587f42",
+                "sha256:e516dc8baf7b380e6c1c26792610230f37147bb754d6426462ab115a02944385",
+                "sha256:ea65804b5dc88dacd4a40279af0cdadcfe74b3e5b4c897aa0d81cf86927fee78",
+                "sha256:ec61d826d80fc293ed46c9dd26995921e3a82146feacd952ef0757236fc137be",
+                "sha256:ee04010f26d5102399bd17f8df8bc38dc7ccd7701dc77f4a68c5b8d733406958",
+                "sha256:f3bc6af6e2b8f92eced34ef6a96ffb248e863af20ef4fde9448cc8c9b858b749",
+                "sha256:f7d6b36dd2e029b6bcb8a13cf19664c7b8e19ab3a58e0fefbb5b8461447ed5ec"
             ],
             "markers": "python_version >= '3.7'",
-            "version": "==1.9.2"
+            "version": "==1.9.4"
         }
     }
 }
diff --git a/app/models/prospect_model.py b/app/models/prospect_model.py
new file mode 100644
index 000000000..a04c88de6
--- /dev/null
+++ b/app/models/prospect_model.py
@@ -0,0 +1,9 @@
+from pydantic import BaseModel
+
+
+class ProspectModel(BaseModel):
+    id: str
+    topic: str
+    publisher: str
+    url: str
+    quality_score: float
diff --git a/app/rankers/new_tab_scheduler.py b/app/rankers/new_tab_scheduler.py
new file mode 100644
index 000000000..1e710ab31
--- /dev/null
+++ b/app/rankers/new_tab_scheduler.py
@@ -0,0 +1,115 @@
+from typing import List, Dict
+
+import numpy as np
+from pymoo.algorithms.soo.nonconvex.ga import BGA
+from pymoo.core.problem import Problem
+from pymoo.operators.crossover.pntx import PointCrossover
+from pymoo.optimize import minimize
+
+from app.models.prospect_model import ProspectModel
+
+
+class ArticleSelectionProblem(Problem):
+    def __init__(
+            self,
+            articles: List[ProspectModel],
+            topic_duplicate_limits: Dict[str, int],
+            topic_duplicate_limit_fallback: int,
+            publisher_duplicate_limit: int
+    ):
+        n_items = len(articles)
+        self.P = np.array([a.quality_score for a in articles])  # profit
+
+        all_topics = sorted({a.topic for a in articles})
+        all_publishers = sorted({a.publisher for a in articles})
+
+        # Create topic matrix
+        topic_matrix = np.zeros((n_items, len(all_topics)))
+        for i, article in enumerate(articles):
+            topic_index = all_topics.index(article.topic)
+            topic_matrix[i, topic_index] = 1
+
+        # Create publisher matrix
+        publisher_matrix = np.zeros((n_items, len(all_publishers)))
+        for i, article in enumerate(articles):
+            publisher_index = all_publishers.index(article.publisher)
+            publisher_matrix[i, publisher_index] = 1
+
+        # Concatenate topic and publisher matrices
+        self.W = np.hstack((topic_matrix, publisher_matrix))
+        n_constraints = self.W.shape[1]  # equal to len(all_topics) + len(all_publishers)
+
+        # Create a vector for duplicate limits
+        self.duplicate_limit = np.array(
+            [topic_duplicate_limits.get(topic, topic_duplicate_limit_fallback) for topic in all_topics] +
+            [publisher_duplicate_limit] * len(all_publishers)
+        )
+
+        super().__init__(n_var=n_items, n_obj=1, n_ieq_constr=n_constraints, xl=0, xu=1, vtype=bool)
+
+    def _evaluate(self, x, out, *args, **kwargs):
+        """
+        @param x: Numpy array with shape (pop_size, n_var). This is a batch of potential solutions to be evaluated.
+        @param out["F"]: cost function values of shape (pop_size,)
+        @param out["G"]: constraint value array of shape (pop_size, n_constraints)
+        """
+        out["F"] = -np.sum(self.P * x, axis=1)
+        out["G"] = np.dot(x, self.W) - self.duplicate_limit
+
+
+class SchedulingGA(BGA):
+    def __init__(self):
+        super().__init__(
+            pop_size=50,
+            crossover=PointCrossover(n_points=2),
+        )
+
+
+"""
+Values below are the 75th percentile topic counts per day, scheduled on NEW_TAB_EN_US between 2023-06-01 and 2023-12-22.
+"""
+DEFAULT_TOPIC_LIMITS = {
+    'ENTERTAINMENT': 5,
+    'FOOD': 5,
+    'SCIENCE': 4,
+    'HEALTH_FITNESS': 4,
+    'SELF_IMPROVEMENT': 4,
+    'EDUCATION': 3,
+    'POLITICS': 3,
+    'TECHNOLOGY': 2,
+    'PERSONAL_FINANCE': 2,
+    'BUSINESS': 2,
+    'CAREER': 2,
+    'TRAVEL': 2,
+    'PARENTING': 2,
+    'SPORTS': 1,
+}
+
+
+def select_articles(
+        prospects: List[ProspectModel],
+        topic_duplicate_limits=None,
+        topic_duplicate_limit_fallback: int = 2,
+        publisher_duplicate_limit: int = 2,
+        n_gen: int = 100,
+) -> List[ProspectModel]:
+    """
+    @param topic_duplicate_limits: Dictionary of maximum number of items with the same topics to select
+    @param topic_duplicate_limit_fallback: Fallback maximum number duplicate topics, for topics not present in the dict
+    @param publisher_duplicate_limit: Maximum number of items to select with the same publisher
+    @param prospects: List of all available candidate items
+    @param n_gen: Number of generations
+    @return: a subset of prospects optimized for quality_score sum, with constraints on duplicate topics and publishers.
+    """
+    if topic_duplicate_limits is None:
+        topic_duplicate_limits = DEFAULT_TOPIC_LIMITS
+
+    problem = ArticleSelectionProblem(
+        prospects,
+        topic_duplicate_limits=topic_duplicate_limits,
+        topic_duplicate_limit_fallback=topic_duplicate_limit_fallback,
+        publisher_duplicate_limit=publisher_duplicate_limit,
+    )
+    algorithm = SchedulingGA()
+    res = minimize(problem, algorithm, termination=('n_gen', n_gen))
+    return [article for article, x in zip(prospects, res.X) if float(x) > 0.5]
diff --git a/tests/assets/json/get_prospects.json b/tests/assets/json/get_prospects.json
new file mode 100644
index 000000000..052817d8a
--- /dev/null
+++ b/tests/assets/json/get_prospects.json
@@ -0,0 +1,2710 @@
+{
+  "data": {
+    "getProspects": [
+      {
+        "id": "80705a92-0b35-4cc6-af47-798955351f53",
+        "prospectId": "32e50e71-c2da-571b-8dc9-458380bf8314",
+        "scheduledSurfaceGuid": "NEW_TAB_EN_US",
+        "topic": "TRAVEL",
+        "prospectType": "TIMESPENT_MODELED",
+        "url": "https://www.theatlantic.com/family/archive/2023/12/large-multigenerational-family-vacation-parents-relatives/676382/",
+        "createdAt": 1703036692,
+        "imageUrl": "https://cdn.theatlantic.com/thumbor/b4xP_wDgticMrGkx7rG1eGLJvvk=/0x43:2000x1085/1200x625/media/img/mt/2023/12/multigenerational_vacation/original.jpg",
+        "authors": "Michael Waters",
+        "publisher": "The Atlantic",
+        "domain": "theatlantic.com",
+        "title": "The New Family Vacation",
+        "excerpt": "More and more Americans are traveling with multiple generations—and, perhaps, learning who their relatives really are.",
+        "language": "EN",
+        "saveCount": 150,
+        "isSyndicated": false,
+        "isCollection": false,
+        "approvedCorpusItem": null,
+        "rejectedCorpusItem": null,
+        "item": {
+          "givenUrl": "https://www.theatlantic.com/family/archive/2023/12/large-multigenerational-family-vacation-parents-relatives/676382/",
+          "itemId": "3981845992",
+          "normalUrl": "http://theatlantic.com/family/archive/2023/12/large-multigenerational-family-vacation-parents-relatives/676382",
+          "datePublished": "2023-12-18 06:00:00",
+          "timeToRead": 5,
+          "__typename": "Item"
+        },
+        "__typename": "Prospect"
+      },
+      {
+        "id": "108a7b32-548d-4a04-9a72-acdf02819559",
+        "prospectId": "db67c9db-5289-5ebb-af8b-8e3712aa8042",
+        "scheduledSurfaceGuid": "NEW_TAB_EN_US",
+        "topic": "ENTERTAINMENT",
+        "prospectType": "TIMESPENT_MODELED",
+        "url": "https://www.theringer.com/movies/2023/12/14/24001087/netflix-2023-streaming-wars",
+        "createdAt": 1703036692,
+        "imageUrl": "https://cdn.vox-cdn.com/thumbor/l8YrsAtQ2KKcObtEEz037hpSbKU=/0x0:1200x800/1400x1050/filters:focal(504x304:696x496):no_upscale()/cdn.vox-cdn.com/uploads/chorus_image/image/72962110/netflix_getty_ringer.0.jpg",
+        "authors": "A.A. Dowd",
+        "publisher": "The Ringer",
+        "domain": "theringer.com",
+        "title": "The Year Netflix Ended the Streaming Wars",
+        "excerpt": "After a shaky 2022 in which it seemed like the competition was finally getting to Netflix, the company proved time and time again in 2023 that it has a hold on viewers like no other The critics have spoken and they mostly agree: Succession was the TV show of 2023.",
+        "language": "EN",
+        "saveCount": 127,
+        "isSyndicated": false,
+        "isCollection": false,
+        "approvedCorpusItem": null,
+        "rejectedCorpusItem": null,
+        "item": {
+          "givenUrl": "https://www.theringer.com/movies/2023/12/14/24001087/netflix-2023-streaming-wars",
+          "itemId": "3980081318",
+          "normalUrl": "http://theringer.com/movies/2023/12/14/24001087/netflix-2023-streaming-wars",
+          "datePublished": "2023-12-14 08:00:00",
+          "timeToRead": 15,
+          "__typename": "Item"
+        },
+        "__typename": "Prospect"
+      },
+      {
+        "id": "7d6abf2f-7602-40b3-87b7-c761cb825c02",
+        "prospectId": "a2fc2568-bcdc-514a-881f-e1091de28e9f",
+        "scheduledSurfaceGuid": "NEW_TAB_EN_US",
+        "topic": "SCIENCE",
+        "prospectType": "TIMESPENT_MODELED",
+        "url": "https://www.wired.com/story/oh-good-hurricanes-are-now-made-of-microplastics/",
+        "createdAt": 1703036692,
+        "imageUrl": "https://media.wired.com/photos/657b9caf2b6469ecccd5b269/191:100/w_1280,c_limit/hurricanelarry-science-2H1JPD1.jpg",
+        "authors": "Matt Simon",
+        "publisher": "WIRED",
+        "domain": "wired.com",
+        "title": "Oh Good, Hurricanes Are Now Made of Microplastics",
+        "excerpt": "As Hurricane Larry curved north in the Atlantic in 2021, sparing the eastern seaboard of the United States, a special instrument was waiting for it on the coast of Newfoundland.",
+        "language": "EN",
+        "saveCount": 100,
+        "isSyndicated": false,
+        "isCollection": false,
+        "approvedCorpusItem": null,
+        "rejectedCorpusItem": null,
+        "item": {
+          "givenUrl": "https://www.wired.com/story/oh-good-hurricanes-are-now-made-of-microplastics/",
+          "itemId": "3981839912",
+          "normalUrl": "http://wired.com/story/oh-good-hurricanes-are-now-made-of-microplastics",
+          "datePublished": "2023-12-18 07:00:00",
+          "timeToRead": 5,
+          "__typename": "Item"
+        },
+        "__typename": "Prospect"
+      },
+      {
+        "id": "d32110e5-e852-4192-b231-38003deca5fc",
+        "prospectId": "9ddc363f-09cc-5228-9dd3-f2a4ce4602ad",
+        "scheduledSurfaceGuid": "NEW_TAB_EN_US",
+        "topic": "PERSONAL_FINANCE",
+        "prospectType": "TIMESPENT_MODELED",
+        "url": "https://www.entrepreneur.com/starting-a-business/7-internet-based-home-businesses-to-start-in-2024/466068",
+        "createdAt": 1703036692,
+        "imageUrl": "https://assets.entrepreneur.com/content/3x2/2000/1702329660-passive-income-options-2024-1223-g1070097534.jpg?format=pjeg&auto=webp",
+        "authors": "Chris D. Bentley",
+        "publisher": "Entrepreneur",
+        "domain": "entrepreneur.com",
+        "title": "7 Internet Based Home Businesses to Start in 2024",
+        "excerpt": "It is no secret that many people are struggling to get through these current economic times, but with just a laptop, webcam, strong internet connection and some effort, you can earn some extra money working from home.",
+        "language": "EN",
+        "saveCount": 113,
+        "isSyndicated": false,
+        "isCollection": false,
+        "approvedCorpusItem": null,
+        "rejectedCorpusItem": null,
+        "item": {
+          "givenUrl": "https://www.entrepreneur.com/starting-a-business/7-internet-based-home-businesses-to-start-in-2024/466068",
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+          "normalUrl": "http://entrepreneur.com/starting-a-business/7-internet-based-home-businesses-to-start-in-2024/466068",
+          "datePublished": "2023-12-13 14:00:00",
+          "timeToRead": 4,
+          "__typename": "Item"
+        },
+        "__typename": "Prospect"
+      },
+      {
+        "id": "270398f6-ebe5-43ae-b577-dfbb9fecfbb4",
+        "prospectId": "2ff36d05-ccfc-53d5-83c0-bd6dc9b9235e",
+        "scheduledSurfaceGuid": "NEW_TAB_EN_US",
+        "topic": "SCIENCE",
+        "prospectType": "TIMESPENT_MODELED",
+        "url": "https://nautil.us/could-the-universe-be-finite-466593/",
+        "createdAt": 1703036692,
+        "imageUrl": "https://assets.nautil.us/sites/3/nautilus/bV8776e0-Schwitzgebel_HERO.png?auto=compress&fm=png&ixlib=php-3.3.1",
+        "authors": "Eric Schwitzgebel",
+        "publisher": "Nautilus",
+        "domain": "nautil.us",
+        "title": "Could the Universe Be Finite?",
+        "excerpt": "On recent estimates, the observable universe—the portion of the universe that we can detect through our telescopes—extends about 47 billion light-years in every direction. But the limit of what we can see is one thing, and the limit of what exists is quite another.",
+        "language": "EN",
+        "saveCount": 110,
+        "isSyndicated": false,
+        "isCollection": false,
+        "approvedCorpusItem": null,
+        "rejectedCorpusItem": null,
+        "item": {
+          "givenUrl": "https://nautil.us/could-the-universe-be-finite-466593/",
+          "itemId": "3980802491",
+          "normalUrl": "http://nautil.us/could-the-universe-be-finite-466593",
+          "datePublished": "2023-12-15 17:41:50",
+          "timeToRead": 9,
+          "__typename": "Item"
+        },
+        "__typename": "Prospect"
+      },
+      {
+        "id": "9d49c542-62ca-4c81-822f-60a29cff5ea2",
+        "prospectId": "07cea3fd-1487-5aad-96b4-d3b3cc1a3689",
+        "scheduledSurfaceGuid": "NEW_TAB_EN_US",
+        "topic": "SELF_IMPROVEMENT",
+        "prospectType": "TIMESPENT_MODELED",
+        "url": "https://www.theatlantic.com/podcasts/archive/2023/12/how-to-leave-work-time-at-work/676196/",
+        "createdAt": 1703036692,
+        "imageUrl": "https://cdn.theatlantic.com/thumbor/crAhlNJa25e9t3G8KPjD-QvH1eM=/0x92:4313x2338/1200x625/media/img/mt/2023/12/Episode_Background_How_To_Keep_Time_ep3/original.jpg",
+        "authors": "Ian Bogost,Rebecca Rashid",
+        "publisher": "The Atlantic",
+        "domain": "theatlantic.com",
+        "title": "How to Keep Time: Leave Work Time at Work",
+        "excerpt": "Time off the clock may be closer than you think. Before laptops allowed us to take the office home and smartphones could light up with notifications at any hour, work time and “life” time had clearer boundaries.",
+        "language": "EN",
+        "saveCount": 116,
+        "isSyndicated": false,
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+        "approvedCorpusItem": null,
+        "rejectedCorpusItem": null,
+        "item": {
+          "givenUrl": "https://www.theatlantic.com/podcasts/archive/2023/12/how-to-leave-work-time-at-work/676196/",
+          "itemId": "3981803192",
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+          "datePublished": "2023-12-18 04:00:00",
+          "timeToRead": 19,
+          "__typename": "Item"
+        },
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+      },
+      {
+        "id": "828e8584-1b3a-40e2-b99e-efc914ac1d22",
+        "prospectId": "4a9b124d-cfc1-5050-9fd2-c53cb9b7406a",
+        "scheduledSurfaceGuid": "NEW_TAB_EN_US",
+        "topic": "POLITICS",
+        "prospectType": "TIMESPENT_MODELED",
+        "url": "https://www.theatlantic.com/ideas/archive/2023/12/nra-gun-ownership-suicide-rates/676309/",
+        "createdAt": 1703036692,
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+        "authors": "Mike Spies",
+        "publisher": "The Atlantic",
+        "domain": "theatlantic.com",
+        "title": "The Death of a Gun-Rights Warrior",
+        "excerpt": "Bob Owens was one of the firearms industry’s most prominent, passionate defenders. Then he turned his gun on himself. This article is a collaboration between The Atlantic and The Trace.",
+        "language": "EN",
+        "saveCount": 297,
+        "isSyndicated": false,
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+        "item": {
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+          "__typename": "Item"
+        },
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+        "url": "https://www.npr.org/2023/12/19/1219984002/artificial-intelligence-can-find-your-location-in-photos-worrying-privacy-expert",
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+        "authors": "Geoff Brumfiel",
+        "publisher": "NPR",
+        "domain": "npr.org",
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+        "excerpt": "A student project has revealed yet another power of artificial intelligence — it can be extremely good at geolocating where photos are taken.",
+        "language": "EN",
+        "saveCount": 123,
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+        "language": "EN",
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+        "publisher": "The Atlantic",
+        "domain": "theatlantic.com",
+        "title": "The 15 Best TV Shows of 2023",
+        "excerpt": "Television suffered some setbacks in 2023. Soulless reboots seemed to pop up or get announced every few weeks. Distinguishing reality from reality TV became harder to do.",
+        "language": "EN",
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+        },
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+        "topic": "PERSONAL_FINANCE",
+        "prospectType": "TIMESPENT_MODELED",
+        "url": "https://lifehacker.com/money/when-you-should-use-cashiers-checks",
+        "createdAt": 1703036693,
+        "imageUrl": "https://lifehacker.com/imagery/articles/01HHMN8CY6M3KPEPDBH0GPR5T7/hero-image.fill.size_1200x675.jpg",
+        "authors": "Jeff Somers",
+        "publisher": "Lifehacker",
+        "domain": "lifehacker.com",
+        "title": "All the Times You Should be Using a Cashier’s Check (but Aren’t)",
+        "excerpt": "There was a time when writing a check to buy things was so common it was a skill taught in elementary schools. Today, less than 5% of all transactions involve a paper check.",
+        "language": "EN",
+        "saveCount": 124,
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+        "item": {
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+          "normalUrl": "http://lifehacker.com/money/when-you-should-use-cashiers-checks",
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+        },
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+        "url": "https://slate.com/technology/2023/12/ring-nest-doorbell-cameras-what-are-they-good-for.html",
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+        "authors": "Dan Kois",
+        "publisher": "Slate",
+        "domain": "slate.com",
+        "title": "The Ring Finger",
+        "excerpt": "This is One Thing, a column with tips on how to live. There are plenty of reasons to debate the utility and morality of networked doorbell cameras, like the ones made by Google (Nest), Amazon (Ring), and other companies.",
+        "language": "EN",
+        "saveCount": 123,
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+        "item": {
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+          "itemId": "3981446511",
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+        "url": "https://www.theatlantic.com/culture/archive/2023/12/saturday-night-live-kate-mckinnon-abba-christmas/676388/",
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+        "imageUrl": "https://cdn.theatlantic.com/thumbor/f-cFdynRRftMm4R83_sBatrigKY=/0x48:4792x2544/1200x625/media/img/mt/2023/12/HR_NUP_203205_00037/original.jpg",
+        "authors": "Amanda Wicks",
+        "publisher": "The Atlantic",
+        "domain": "theatlantic.com",
+        "title": "The Curious SNL Return of Kate McKinnon",
+        "excerpt": "The quirky ex–cast member came back to the sketch show, only to disappear into it. When Kate McKinnon departed the Saturday Night Live stage in May 2022, along with a slew of others including Pete Davidson and Aidy Bryant, the clock immediately began counting down to her return.",
+        "language": "EN",
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+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          7,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          8,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          8,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          9,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          9,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          10,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          10,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          11,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          11,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          12,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          12,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          13,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          13,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          14,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          14,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          15,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          15,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          16,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          16,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          17,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          17,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          18,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          18,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          19,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          19,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          20,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          20,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          21,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          21,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          22,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          22,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          23,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          23,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          24,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          24,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          25,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          25,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          26,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          26,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          27,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          27,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          28,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          28,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          29,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          29,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          30,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          30,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          31,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          31,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          32,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          32,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          33,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          33,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          34,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          34,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          35,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          35,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          36,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          36,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          37,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          37,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          38,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          38,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          39,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          39,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          40,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          40,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          41,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          41,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          42,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          42,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          43,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          43,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          44,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          44,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          45,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          45,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          46,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          46,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          47,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          47,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          48,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          48,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field ApprovedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          49,
+          "approvedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      },
+      {
+        "message": "Cannot return null for non-nullable field RejectedCorpusItem.externalId.",
+        "path": [
+          "getProspects",
+          49,
+          "rejectedCorpusItem",
+          "externalId"
+        ],
+        "extensions": {
+          "code": "INVALID_GRAPHQL"
+        }
+      }
+    ]
+  }
+}
diff --git a/tests/unit/rankers/test_new_tab_scheduler.py b/tests/unit/rankers/test_new_tab_scheduler.py
new file mode 100644
index 000000000..c718dbc96
--- /dev/null
+++ b/tests/unit/rankers/test_new_tab_scheduler.py
@@ -0,0 +1,77 @@
+import json
+import os
+from collections import Counter
+
+import pytest
+
+from app.config import ROOT_DIR
+from app.models.prospect_model import ProspectModel
+from app.rankers.new_tab_scheduler import select_articles, DEFAULT_TOPIC_LIMITS
+
+N_TEST_REPEATS = 10
+
+
+@pytest.fixture(scope="module")
+def prospects_data():
+    with open(os.path.join(ROOT_DIR, 'tests/assets/json/get_prospects.json')) as fp:
+        return json.load(fp)
+
+
+@pytest.fixture()
+def prospects(prospects_data):
+    prospects_list = prospects_data['data']['getProspects']
+    return [
+        ProspectModel(
+            quality_score=1 - (i / len(prospects_list)),  # dummy linear quality score based on ranking
+            **a
+        )
+        for i, a in enumerate(prospects_list)
+    ]
+
+
+@pytest.mark.parametrize('repeat', range(N_TEST_REPEATS))
+@pytest.mark.parametrize(
+    'topic_duplicate_limits,'
+    'topic_duplicate_limit_fallback,'
+    'publisher_duplicate_limit,'
+    'optimal_length,'
+    'optimal_total_score',
+    [
+        # Optimal length and total score were found by calling select_articles with n_gen=5000
+        (DEFAULT_TOPIC_LIMITS, 2, 2, 21, 13.94),  # Different limits per topic
+        (dict(), 3, 2, 21, 14.2),  # Fixed topic (3) and publisher (2) limits
+        (dict(), 1, 1, 10, 7.22),  # Fixed topic (1) and publisher (1) limits
+        (dict(), 0, 0, 0, 0),  # No prospects are expected to be selected when limits are 0
+        (dict(), 50, 50, 50, 25.5),  # All prospects are selected when limits are high
+    ])
+def test_new_tab_scheduler(
+        prospects,
+        repeat,
+        topic_duplicate_limits,
+        topic_duplicate_limit_fallback,
+        publisher_duplicate_limit,
+        optimal_length,
+        optimal_total_score,
+):
+    selection = select_articles(
+        prospects,
+        topic_duplicate_limits=topic_duplicate_limits,
+        topic_duplicate_limit_fallback=topic_duplicate_limit_fallback,
+        publisher_duplicate_limit=publisher_duplicate_limit,
+        # n_gen=5000  # Uncomment to find what is presumed to be the optimal solution
+    )
+
+    # Check that the number of selected items is close to expected. abs=2 means that a difference of 2 is allowed.
+    assert len(selection) == pytest.approx(optimal_length, abs=2)
+
+    # Check that total score is close to expected. rel=.2 means that a difference of 20% is allowed.
+    assert sum(a.quality_score for a in selection) == pytest.approx(optimal_total_score, rel=.2)
+
+    # Assert that the same topics are not selected too many times.
+    for topic, count in Counter(a.topic for a in selection).items():
+        assert count <= topic_duplicate_limits.get(topic, topic_duplicate_limit_fallback),\
+            f"{count} {topic} items is more than {topic_duplicate_limit_fallback}"
+
+    # Assert that the same publishers are not selected too many times.
+    for pub, count in Counter(a.publisher for a in selection).items():
+        assert count <= publisher_duplicate_limit, f"{count} {pub} items is more than {publisher_duplicate_limit}"