diff --git a/past_websites.csv b/past_websites.csv
new file mode 100644
index 000000000..c452b30f8
--- /dev/null
+++ b/past_websites.csv
@@ -0,0 +1,10959 @@
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diff --git a/poetry.lock b/poetry.lock
index 06433a98f..2601da61d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 1.8.5 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.4 and should not be changed by hand.
 
 [[package]]
 name = "accelerate"
@@ -1417,6 +1417,24 @@ primp = ">=0.10.0"
 [package.extras]
 dev = ["mypy (>=1.13.0)", "pytest (>=8.3.4)", "pytest-dependency (>=0.6.0)", "ruff (>=0.8.3)"]
 
+[[package]]
+name = "ecdsa"
+version = "0.19.0"
+description = "ECDSA cryptographic signature library (pure python)"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,>=2.6"
+files = [
+    {file = "ecdsa-0.19.0-py2.py3-none-any.whl", hash = "sha256:2cea9b88407fdac7bbeca0833b189e4c9c53f2ef1e1eaa29f6224dbc809b707a"},
+    {file = "ecdsa-0.19.0.tar.gz", hash = "sha256:60eaad1199659900dd0af521ed462b793bbdf867432b3948e87416ae4caf6bf8"},
+]
+
+[package.dependencies]
+six = ">=1.9.0"
+
+[package.extras]
+gmpy = ["gmpy"]
+gmpy2 = ["gmpy2"]
+
 [[package]]
 name = "einops"
 version = "0.8.0"
@@ -1446,6 +1464,27 @@ pycryptodome = ["pycryptodome (>=3.6.6,<4)"]
 pysha3 = ["pysha3 (>=1.0.0,<2.0.0)", "safe-pysha3 (>=1.0.0)"]
 test = ["pytest (>=7.0.0)", "pytest-xdist (>=2.4.0)"]
 
+[[package]]
+name = "eth-keys"
+version = "0.6.1"
+description = "eth-keys: Common API for Ethereum key operations"
+optional = false
+python-versions = "<4,>=3.8"
+files = [
+    {file = "eth_keys-0.6.1-py3-none-any.whl", hash = "sha256:7deae4cd56e862e099ec58b78176232b931c4ea5ecded2f50c7b1ccbc10c24cf"},
+    {file = "eth_keys-0.6.1.tar.gz", hash = "sha256:a43e263cbcabfd62fa769168efc6c27b1f5603040e4de22bb84d12567e4fd962"},
+]
+
+[package.dependencies]
+eth-typing = ">=3"
+eth-utils = ">=2"
+
+[package.extras]
+coincurve = ["coincurve (>=12.0.0)"]
+dev = ["asn1tools (>=0.146.2)", "build (>=0.9.0)", "bump_my_version (>=0.19.0)", "coincurve (>=12.0.0)", "eth-hash[pysha3]", "factory-boy (>=3.0.1)", "hypothesis (>=5.10.3)", "ipython", "mypy (==1.10.0)", "pre-commit (>=3.4.0)", "pyasn1 (>=0.4.5)", "pytest (>=7.0.0)", "towncrier (>=24,<25)", "tox (>=4.0.0)", "twine", "wheel"]
+docs = ["towncrier (>=24,<25)"]
+test = ["asn1tools (>=0.146.2)", "eth-hash[pysha3]", "factory-boy (>=3.0.1)", "hypothesis (>=5.10.3)", "pyasn1 (>=0.4.5)", "pytest (>=7.0.0)"]
+
 [[package]]
 name = "eth-typing"
 version = "5.1.0"
@@ -3851,6 +3890,212 @@ files = [
     {file = "py_bip39_bindings-0.1.11.tar.gz", hash = "sha256:ebc128ccf3a0750d758557e094802f0975c3760a939f8a8b76392d7dbe6b52a1"},
 ]
 
+[[package]]
+name = "py-ed25519-zebra-bindings"
+version = "1.2.0"
+description = "Python bindings for the ed25519-zebra RUST crate"
+optional = false
+python-versions = ">=3.9"
+files = [
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+
+[package.extras]
+test = ["coverage", "pytest"]
+
 [[package]]
 name = "sympy"
 version = "1.13.1"
@@ -5773,6 +6075,22 @@ files = [
     {file = "wcwidth-0.2.13.tar.gz", hash = "sha256:72ea0c06399eb286d978fdedb6923a9eb47e1c486ce63e9b4e64fc18303972b5"},
 ]
 
+[[package]]
+name = "websocket-client"
+version = "1.8.0"
+description = "WebSocket client for Python with low level API options"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "websocket_client-1.8.0-py3-none-any.whl", hash = "sha256:17b44cc997f5c498e809b22cdf2d9c7a9e71c02c8cc2b6c56e7c2d1239bfa526"},
+    {file = "websocket_client-1.8.0.tar.gz", hash = "sha256:3239df9f44da632f96012472805d40a23281a991027ce11d2f45a6f24ac4c3da"},
+]
+
+[package.extras]
+docs = ["Sphinx (>=6.0)", "myst-parser (>=2.0.0)", "sphinx-rtd-theme (>=1.1.0)"]
+optional = ["python-socks", "wsaccel"]
+test = ["websockets"]
+
 [[package]]
 name = "websockets"
 version = "14.2"
@@ -6327,4 +6645,4 @@ validator = ["accelerate", "angle-emb", "autoawq", "bs4", "datasets", "duckduckg
 [metadata]
 lock-version = "2.0"
 python-versions = ">=3.10 <3.11"
-content-hash = "84819efcab583d17eeba5fea637ceb3d29d3f1b67e34e59b75242102ae17f892"
+content-hash = "f9ef3636f685a8885d9464b9735bc8dbae9ea96b7d3021674baa70c9fbbbd6e6"
diff --git a/prompting/llms/apis/llm_wrapper.py b/prompting/llms/apis/llm_wrapper.py
index 631ab686c..3d64ae51a 100644
--- a/prompting/llms/apis/llm_wrapper.py
+++ b/prompting/llms/apis/llm_wrapper.py
@@ -20,7 +20,11 @@ def chat_complete(
         logprobs=True,
     ) -> str:
         response: str | None = None
-        if "gpt" not in model.lower() and shared_settings.SN19_API_KEY and shared_settings.SN19_API_URL:
+        if (
+            shared_settings.SN19_API_KEY
+            and shared_settings.SN19_API_URL
+            and (model is None or "gpt" not in model.lower())
+        ):
             try:
                 response = chat_complete(
                     messages=messages,
diff --git a/prompting/rewards/scoring.py b/prompting/rewards/scoring.py
index 795f174f2..d8d590944 100644
--- a/prompting/rewards/scoring.py
+++ b/prompting/rewards/scoring.py
@@ -70,7 +70,7 @@ async def run_step(self) -> RewardLoggingEvent:
         scoring_config: ScoringConfig = scorable.pop(0)
 
         # here we generate the actual reference
-        scoring_config.task.make_reference(
+        await scoring_config.task.make_reference(
             dataset_entry=scoring_config.dataset_entry,
         )
 
@@ -84,6 +84,12 @@ async def run_step(self) -> RewardLoggingEvent:
             task=scoring_config.task,
         )
         self.reward_events.append(reward_events)
+
+        # TODO: Remove this once we have a better way to handle organic tasks
+        if scoring_config.task.organic:
+            self.reward_events.append(
+                reward_events
+            )  # Add the organic a second time, doubling the weight of the organic
         logger.debug(
             f"Scored {scoring_config.task.__class__.__name__} {scoring_config.task.task_id} with model "
             f"{scoring_config.task.llm_model_id}"
diff --git a/prompting/rewards/web_retrieval.py b/prompting/rewards/web_retrieval.py
index be98ed3b1..21dcec8ff 100644
--- a/prompting/rewards/web_retrieval.py
+++ b/prompting/rewards/web_retrieval.py
@@ -27,6 +27,12 @@
 
 # Define blacklisted terms
 BLACKLISTED_TERMS = {
+    "howtogeek",
+    "docs.google.com",
+    "?q=",
+    "/search",
+    "sheets.google.com",
+    "drive.google.com",
     "pastebin",
     "paste",
     "gist",
@@ -102,7 +108,13 @@ def score_website_result(
         if netloc.startswith("www."):
             netloc = netloc[4:]
 
+        # Penalise a completion where the relevant section is contained in the URL (e.g. miners)
+        # trying to use a search box to enter exactly the relevant section they need
+        discount_factor = 1 - fuzz.token_sort_ratio(response_url, response_relevant) / 100
         # Check if URL is IP-based or has port
+        if not response_url or len(response_url) > 500:
+            logger.debug(f"URL {response_url} is too long, setting discount factor to 0")
+            return 0
         if not netloc or any(c.isdigit() for c in netloc.split(".")) or ":" in netloc:
             discount_factor = 0
             logger.debug(f"URL {response_url} appears to be IP-based or on specific port, setting discount factor to 0")
@@ -110,14 +122,16 @@ def score_website_result(
         else:
             domain = netloc
 
+            domain_count = np.sum(np.array([domain == d for d in past_websites[uid]])) + 1
+
             # If domain is in top 100k, don't apply penalty
             if domain in TOP_DOMAINS:
-                discount_factor = 1.0
+                # if the domain is in the top 100k, we allow 10 occurrences in the last 200 URLs before penalising
+                discount_factor *= 1.0 / (max(1, domain_count - 10))
                 logger.debug(f"Domain {domain} is in top 100k domains, not applying penalty")
             else:
                 # Count how many times this domain has been used by this miner
-                domain_count = np.sum(np.array([domain == d for d in past_websites[uid]])) + 1
-                discount_factor = 1.0 / domain_count
+                discount_factor *= 1.0 / max(1, domain_count)
                 if domain in past_websites[uid]:
                     logger.debug(
                         f"Already used domain {domain} for this UID, applying ( discount ) factor {discount_factor}"
diff --git a/prompting/tasks/base_task.py b/prompting/tasks/base_task.py
index f0db6968c..ecedbf09c 100644
--- a/prompting/tasks/base_task.py
+++ b/prompting/tasks/base_task.py
@@ -41,7 +41,7 @@ def make_query(self, **kwargs):
         raise NotImplementedError("Method make_query must be implemented")
 
     @abstractmethod
-    def make_reference(self, **kwargs):
+    async def make_reference(self, **kwargs):
         raise NotImplementedError("Method make_reference must be implemented")
 
 
@@ -75,7 +75,7 @@ def get_model_id_and_seed(self) -> "BaseTextTask":
     def make_query(self, dataset_entry: DatasetEntry, **kwargs) -> str:
         return self.query
 
-    def make_reference(self, dataset_entry: DatasetEntry) -> str:
+    async def make_reference(self, dataset_entry: DatasetEntry) -> str:
         return self.reference
 
     def generate_reference(self, messages: list[str]) -> str:
diff --git a/prompting/tasks/inference.py b/prompting/tasks/inference.py
index 3bacd228f..49a984541 100644
--- a/prompting/tasks/inference.py
+++ b/prompting/tasks/inference.py
@@ -75,7 +75,7 @@ def make_query(self, dataset_entry: ChatEntry) -> str:
 
         return self.query
 
-    def make_reference(self, dataset_entry: ChatEntry) -> str:
+    async def make_reference(self, dataset_entry: ChatEntry) -> str:
         self.reference = model_manager.generate(
             messages=self.messages,
             model=self.llm_model,
diff --git a/prompting/tasks/multi_choice.py b/prompting/tasks/multi_choice.py
index 3a5873088..4598970fb 100644
--- a/prompting/tasks/multi_choice.py
+++ b/prompting/tasks/multi_choice.py
@@ -126,7 +126,7 @@ def post_process_qa(self, query: str) -> str:
         new_query = "?".join(query.split("?")[:2]) + "?\n" + options_string
         return new_query
 
-    def make_reference(self, dataset_entry: Context) -> str:
+    async def make_reference(self, dataset_entry: Context) -> str:
         return self.reference
 
     def extract_query_and_reference(self, query_with_choices: str) -> tuple[str, str]:
diff --git a/prompting/tasks/multi_step_reasoning.py b/prompting/tasks/multi_step_reasoning.py
index 6b514ad26..e00049f74 100644
--- a/prompting/tasks/multi_step_reasoning.py
+++ b/prompting/tasks/multi_step_reasoning.py
@@ -1,168 +1,19 @@
-import json
-import re
-import time
+import random
 from typing import ClassVar
 
 from loguru import logger
 
-from prompting.llms.apis.gpt_wrapper import LLMMessage, LLMMessages
-from prompting.llms.apis.llm_wrapper import LLMWrapper
+from prompting.datasets.random_website import DDGDatasetEntry
 from prompting.rewards.relevance import RelevanceRewardModel
 from prompting.rewards.reward import BaseRewardConfig, BaseRewardModel
 from prompting.tasks.qa import WikiQuestionAnsweringTask
 from shared.base import Context
-from shared.timer import Timer
+from validator_api.test_time_inference import generate_response
 
 MAX_THINKING_STEPS = 10
 
 
-def parse_multiple_json(api_response):
-    """
-    Parses a string containing multiple JSON objects and returns a list of dictionaries.
-
-    Args:
-        api_response (str): The string returned by the API containing JSON objects.
-
-    Returns:
-        list: A list of dictionaries parsed from the JSON objects.
-    """
-    # Regular expression pattern to match individual JSON objects
-    json_pattern = re.compile(r"\{.*?\}", re.DOTALL)
-
-    # Find all JSON object strings in the response
-    json_strings = json_pattern.findall(api_response)
-
-    parsed_objects = []
-    for json_str in json_strings:
-        try:
-            # Replace escaped single quotes with actual single quotes
-            json_str_clean = json_str.replace("\\'", "'")
-
-            # Parse the JSON string into a dictionary
-            obj = json.loads(json_str_clean)
-            parsed_objects.append(obj)
-        except json.JSONDecodeError as e:
-            print(f"Failed to parse JSON object: {e}")
-            continue
-
-    return parsed_objects
-
-
-def make_api_call(messages, max_tokens, is_final_answer=False):
-    # TOOD: Make this use local model to prevent relay mining
-    for attempt in range(3):
-        try:
-            response = LLMWrapper.chat_complete(messages=LLMMessages(*messages))
-            response_dict = parse_multiple_json(response)[0]
-            return response_dict
-        except Exception as e:
-            if attempt == 2:
-                logger.debug(f"ERROR GENERATING ANSWER. RESPONSE DICT: {response_dict}")
-                if is_final_answer:
-                    return {
-                        "title": "Error",
-                        "content": f"Failed to generate final answer after 3 attempts. Error: {str(e)}",
-                    }
-                else:
-                    return {
-                        "title": "Error",
-                        "content": f"Failed to generate step after 3 attempts. Error: {str(e)}",
-                        "next_action": "final_answer",
-                    }
-            time.sleep(1)  # Wait for 1 second before retrying
-
-
-def generate_response(prompt):
-    messages = [
-        LLMMessage(
-            role="system",
-            content="""You are an expert AI assistant with advanced reasoning capabilities. Your task is to provide detailed, step-by-step explanations of your thought process. For each step:
-
-1. Provide a clear, concise title describing the current reasoning phase.
-2. Elaborate on your thought process in the content section.
-3. Decide whether to continue reasoning or provide a final answer.
-
-Response Format:
-Use JSON with keys: 'title', 'content', 'next_action' (values: 'continue' or 'final_answer')
-
-Key Instructions:
-- Employ at least 5 distinct reasoning steps.
-- Acknowledge your limitations as an AI and explicitly state what you can and cannot do.
-- Actively explore and evaluate alternative answers or approaches.
-- Critically assess your own reasoning; identify potential flaws or biases.
-- When re-examining, employ a fundamentally different approach or perspective.
-- Utilize at least 3 diverse methods to derive or verify your answer.
-- Incorporate relevant domain knowledge and best practices in your reasoning.
-- Quantify certainty levels for each step and the final conclusion when applicable.
-- Consider potential edge cases or exceptions to your reasoning.
-- Provide clear justifications for eliminating alternative hypotheses.
-- Output only one step at a time to ensure a detailed and coherent explanation.
-
-
-Example of a valid JSON response:
-```json
-{
-    "title": "Initial Problem Analysis",
-    "content": "To approach this problem effectively, I'll first break down the given information into key components. This involves identifying...[detailed explanation]... By structuring the problem this way, we can systematically address each aspect.",
-    "next_action": "continue"
-}```
-""",
-        )
-    ]
-    messages += [LLMMessage(role="user", content=prompt)]
-    messages += [
-        LLMMessage(
-            role="assistant",
-            content="Thank you! I will now think step by step following my instructions, starting at the beginning after decomposing the problem.",
-        )
-    ]
-
-    steps = []
-    step_count = 1
-    total_thinking_time = 0
-
-    for _ in range(MAX_THINKING_STEPS):
-        with Timer() as timer:
-            step_data = make_api_call(messages, 300)
-        thinking_time = timer.final_time
-        total_thinking_time += thinking_time
-
-        steps.append((f"Step {step_count}: {step_data['title']}", step_data["content"], thinking_time))
-
-        messages.append(LLMMessage(role="assistant", content=json.dumps(step_data)))
-
-        if step_data["next_action"] == "final_answer" or not step_data.get("next_action"):
-            break
-
-        step_count += 1
-
-        # Yield after each step
-        yield steps, None
-
-    # Generate final answer
-    messages.append(
-        LLMMessage(
-            role="user",
-            content="Please provide the final answer based on your reasoning above. You must return your answer in a valid json.",
-        )
-    )
-
-    start_time = time.time()
-    final_data = make_api_call(messages, 200, is_final_answer=True)
-    end_time = time.time()
-    thinking_time = end_time - start_time
-    total_thinking_time += thinking_time
-
-    if final_data["title"] == "Error":
-        steps.append(("Error", final_data["content"], thinking_time))
-        raise ValueError("Failed to generate final answer: {final_data['content']}")
-
-    steps.append(("Final Answer", final_data["content"], thinking_time))
-
-    yield steps, total_thinking_time
-
-
-def execute_multi_step_reasoning(user_query):
+def execute_multi_step_reasoning(user_query: str):
     for steps, total_thinking_time in generate_response(user_query):
         if total_thinking_time is not None:
             logger.info(f"**Total thinking time: {total_thinking_time:.2f} seconds**")
@@ -201,7 +52,7 @@ class MultiStepReasoningRewardConfig(BaseRewardConfig):
 - Obvious or straightforward calculations
 - Questions that don't require analysis
 
-Remember: The goal is to create questions where the context and parameters are revealed progressively, requiring the reader to integrate information across multiple sentences to fully understand and solve the problem.
+Remember: The goal is to create questions where the context and parameters are revealed progressively, requiring the reader to integrate information across multiple sentences to fully understand and solve the problem. Make sure that the question is spread over at least 3 sentences.
 """
 
 QUERY_PROMPT_TEMPLATE = """\
@@ -210,9 +61,15 @@ class MultiStepReasoningRewardConfig(BaseRewardConfig):
 #Context:
 {context}
 
-You must ask a question that can be answered by the context.
+Remember the question must encourage logical thinking and reasoning and must be spread over at least 3 sentences.
 """
 
+SAMPLE_SYSTEM_PROMPTS = [
+    """You are an LLM specialising in reasoning and solving complex questions. You will be given a chat interaction with a user and must answer appropriately.""",
+    """You are a step-by-step problem solver. When given a complex question, you break it down into clear logical steps, showing your work and explaining your reasoning at each stage. You maintain a methodical approach to ensure accuracy.""",
+    """You are an expert at mathematical and analytical reasoning. You excel at carefully parsing multi-part problems, identifying key information, and systematically working through solutions while clearly documenting your thought process.""",
+]
+
 
 class MultiStepReasoningTask(WikiQuestionAnsweringTask):
     """QuestionAnsweringTasks must be initialised with an LLM pipeline to generate query and reference plus
@@ -221,16 +78,37 @@ class MultiStepReasoningTask(WikiQuestionAnsweringTask):
     name: ClassVar[str] = "multi_step_reasoning"
     augmentation_system_prompt: ClassVar[str] = ""
     query: str | None = None
+    query_system_prompt: str = QUERY_SYSTEM_PROMPT
     reference: str | None = None
 
-    def make_query(self, dataset_entry: Context):
-        query_prompt = QUERY_PROMPT_TEMPLATE.format(context=dataset_entry.content)
-        question = self.generate_query(messages=[QUERY_SYSTEM_PROMPT, query_prompt])
+    def make_query(self, dataset_entry: DDGDatasetEntry):
+        query_prompt = QUERY_PROMPT_TEMPLATE.format(context=dataset_entry.website_content)
+        question = self.generate_query(messages=[query_prompt])
         msgs = [p + ". " if i < len(question.split(". ")) - 1 else p for i, p in enumerate(question.split(". ")) if p]
-        self.messages = [{"role": "user", "content": msg} for msg in msgs]
+        self.messages = [{"role": "system", "content": random.choice(SAMPLE_SYSTEM_PROMPTS)}] + [
+            {"role": random.choice(["user", "assistant"]), "content": msg} for msg in msgs
+        ]
         return self.query
 
-    def make_reference(self, dataset_entry: Context):
-        steps, total_thinking_time = execute_multi_step_reasoning(user_query=self.query)
-        self.reference = steps[-1][1]
+    async def _async_generate_reference(self):
+        async for steps, total_thinking_time in generate_response(
+            self.messages, model=self.llm_model_id, use_miners=False
+        ):
+            logger.debug(f"Step generated in reference of MSR: {steps}")
+            if total_thinking_time is not None:
+                logger.debug(f"**Total thinking time: {total_thinking_time:.2f} seconds**")
+        return steps[-1][1]
+
+    async def make_reference(self, dataset_entry: Context):
+        try:
+            logger.debug(f"Generating reference for MSR: {self.messages}")
+            # Run the async function in a new event loop
+            self.reference = await self._async_generate_reference()
+            logger.debug(f"Generated reference for MSR: {self.reference}")
+        except Exception as e:
+            logger.error(f"Error getting final answer for MSR: {e}")
+            self.reference = None
+        if self.reference is None:
+            logger.error("No reference found for MSR")
+            return None
         return self.reference
diff --git a/prompting/tasks/qa.py b/prompting/tasks/qa.py
index 314121d87..668da6187 100644
--- a/prompting/tasks/qa.py
+++ b/prompting/tasks/qa.py
@@ -63,7 +63,7 @@ def make_query(self, dataset_entry: Context):
         self.query = self.generate_query(messages=[query_prompt])
         return self.query
 
-    def make_reference(self, dataset_entry: Context):
+    async def make_reference(self, dataset_entry: Context):
         reference_prompt = REFERENCE_PROMPT_TEMPLATE.format(context=dataset_entry.content, question=self.query)
         self.reference = self.generate_reference(messages=[{"role": "user", "content": reference_prompt}])
         return self.reference
@@ -85,7 +85,7 @@ def make_query(self, dataset_entry: Context):
         self.query = self.generate_query(messages=[query_prompt])
         return self.query
 
-    def make_reference(self, dataset_entry: Context):
+    async def make_reference(self, dataset_entry: Context):
         reference_prompt = REFERENCE_PROMPT_TEMPLATE.format(context=dataset_entry.website_content, question=self.query)
         self.reference = self.generate_reference(messages=[{"role": "user", "content": reference_prompt}])
         return self.reference
diff --git a/prompting/tasks/task_creation.py b/prompting/tasks/task_creation.py
index 7a651d685..3de8dcbf9 100644
--- a/prompting/tasks/task_creation.py
+++ b/prompting/tasks/task_creation.py
@@ -62,6 +62,7 @@ async def run_step(self):
             if not task.query:
                 logger.debug(f"Generating query for task: {task.__class__.__name__}.")
                 task.make_query(dataset_entry=dataset_entry)
+                logger.debug(f"Generated Messages: {task.task_messages}")
 
             logger.debug(f"Appending task: {task.__class__.__name__} to task queue.")
             self.task_queue.append(task)
diff --git a/prompting/tasks/task_registry.py b/prompting/tasks/task_registry.py
index 8dee0ee24..7ce41ce85 100644
--- a/prompting/tasks/task_registry.py
+++ b/prompting/tasks/task_registry.py
@@ -37,10 +37,10 @@ class TaskRegistry(BaseModel):
         TaskConfig(
             task=WikiQuestionAnsweringTask, probability=0.05, datasets=[WikiDataset], reward_model=QARewardConfig
         ),
-        TaskConfig(task=WebQuestionAnsweringTask, probability=0.25, datasets=[DDGDataset], reward_model=QARewardConfig),
+        TaskConfig(task=WebQuestionAnsweringTask, probability=0.15, datasets=[DDGDataset], reward_model=QARewardConfig),
         TaskConfig(
             task=InferenceTask,
-            probability=0.1,
+            probability=0.3,
             datasets=[SN13Dataset],
             reward_model=InferenceRewardConfig,
         ),
@@ -52,7 +52,7 @@ class TaskRegistry(BaseModel):
         ),
         TaskConfig(
             task=ProgrammingTask,
-            probability=0.2,
+            probability=0.10,
             datasets=[HuggingFaceGithubDataset],
             reward_model=ProgrammingRewardConfig,
         ),
@@ -65,7 +65,7 @@ class TaskRegistry(BaseModel):
         TaskConfig(
             task=MultiStepReasoningTask,
             probability=0.1,
-            datasets=[WikiDataset],
+            datasets=[DDGDataset],
             reward_model=MultiStepReasoningRewardConfig,
         ),
     ]
diff --git a/prompting/tasks/task_sending.py b/prompting/tasks/task_sending.py
index 42466c7a9..c7e13e918 100644
--- a/prompting/tasks/task_sending.py
+++ b/prompting/tasks/task_sending.py
@@ -134,6 +134,7 @@ async def run_step(self) -> ValidatorLoggingEvent | ErrorLoggingEvent | None:
             timeout (float): The timeout for the queries.
             exclude (list, optional): The list of uids to exclude from the query. Defaults to [].
         """
+        # logger.info(f"Checking for tasks to be sent...")
         while len(self.scoring_queue) > shared_settings.SCORING_QUEUE_LENGTH_THRESHOLD:
             await asyncio.sleep(1)
         while len(self.task_queue) == 0:
@@ -159,6 +160,7 @@ async def run_step(self) -> ValidatorLoggingEvent | ErrorLoggingEvent | None:
                 task_id=task.task_id,
             )
             self.scoring_queue.append(scoring_config)
+            # logger.debug(f"Scoring queue length: {len(self.scoring_queue)}")
 
             # Log the step event.
             return ValidatorLoggingEvent(
@@ -168,7 +170,6 @@ async def run_step(self) -> ValidatorLoggingEvent | ErrorLoggingEvent | None:
                 response_event=response_event,
                 task_id=task.task_id,
             )
-
         except Exception as ex:
             logger.exception(ex)
             return ErrorLoggingEvent(
diff --git a/prompting/tasks/web_retrieval.py b/prompting/tasks/web_retrieval.py
index 8fcd9feee..b23813cf6 100644
--- a/prompting/tasks/web_retrieval.py
+++ b/prompting/tasks/web_retrieval.py
@@ -3,6 +3,8 @@
 import textwrap
 from typing import ClassVar, Optional
 
+from pydantic import Field
+
 from prompting.datasets.random_website import DDGDatasetEntry
 from prompting.rewards.reward import BaseRewardConfig, BaseRewardModel
 from prompting.rewards.web_retrieval import WebRetrievalRewardModel
@@ -36,8 +38,8 @@ class WebRetrievalTask(BaseTextTask):
     name: ClassVar[str] = "web_retrieval"
     augmentation_system_prompt: ClassVar[str] = ""
     query_system_prompt: ClassVar[Optional[str]] = QUERY_SYSTEM_PROMPT
-    target_results: int = random.randint(1, 10)
-    timeout: int = random.randint(3, 20)
+    target_results: int = Field(default_factory=lambda: random.randint(1, 10))
+    timeout: int = Field(default_factory=lambda: random.randint(3, 20))
 
     def make_query(self, dataset_entry: DDGDatasetEntry) -> str:
         self.query = self.generate_query(
@@ -45,7 +47,7 @@ def make_query(self, dataset_entry: DDGDatasetEntry) -> str:
         )
         return self.query
 
-    def make_reference(self, dataset_entry: DDGDatasetEntry) -> str:
+    async def make_reference(self, dataset_entry: DDGDatasetEntry) -> str:
         dataset_entry.query = self.query
         ref_dict = dataset_entry.model_dump_json()
         self.reference = json.dumps(ref_dict)
diff --git a/pyproject.toml b/pyproject.toml
index af7787eda..c9f723f07 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -163,6 +163,7 @@ primp = "^0.10.0"
 nltk = { version = ">=3.8.1", optional = true }
 thefuzz = { version = ">=0.22.1", optional = true }
 wandb = { version = ">=0.19.4", optional = true }
+substrate-interface = "^1.7.11"
 
 [tool.poetry.extras]
 validator = [
diff --git a/shared/epistula.py b/shared/epistula.py
index 4c95f76f3..fba14ece4 100644
--- a/shared/epistula.py
+++ b/shared/epistula.py
@@ -226,7 +226,8 @@ async def make_openai_query(
     extra_body = {k: v for k, v in body.items() if k not in ["messages", "model"]}
     start_time = time.perf_counter()
     chat = await miner.chat.completions.create(
-        model=None,
+        # model=None,
+        model=body.get("model", None),
         messages=body["messages"],
         stream=True,
         extra_body=extra_body,
diff --git a/shared/loop_runner.py b/shared/loop_runner.py
index f6f0bebc2..cb5b52e02 100644
--- a/shared/loop_runner.py
+++ b/shared/loop_runner.py
@@ -77,12 +77,12 @@ async def run_loop(self):
         try:
             while self.running:
                 with profiler.measure(self.name):
-                    next_run = await self.wait_for_next_execution(last_run_time)
                     try:
                         await self.run_step()
                         self.step += 1
                     except Exception as ex:
                         logger.exception(f"Error in loop iteration: {ex}")
+                    next_run = await self.wait_for_next_execution(last_run_time)
                     last_run_time = next_run
         except asyncio.CancelledError:
             logger.info("Loop was stopped.")
diff --git a/validator_api/api.py b/validator_api/api.py
index 55c47ef0e..89eb5eda3 100644
--- a/validator_api/api.py
+++ b/validator_api/api.py
@@ -17,11 +17,14 @@
 
 @contextlib.asynccontextmanager
 async def lifespan(app: FastAPI):
-    background_task = asyncio.create_task(update_miner_availabilities_for_api.start())
+    miner_task = asyncio.create_task(update_miner_availabilities_for_api.start())
+    scoring_task = asyncio.create_task(scoring_queue.scoring_queue.start())
     yield
-    background_task.cancel()
+    miner_task.cancel()
+    scoring_task.cancel()
     try:
-        await background_task
+        await miner_task
+        await scoring_task
     except asyncio.CancelledError:
         pass
 
@@ -37,9 +40,6 @@ async def health():
 
 
 async def main():
-    asyncio.create_task(update_miner_availabilities_for_api.start())
-    asyncio.create_task(scoring_queue.scoring_queue.start())
-
     config = uvicorn.Config(
         "validator_api.api:app",
         host=shared_settings.API_HOST,
diff --git a/validator_api/chat_completion.py b/validator_api/chat_completion.py
index c62caaffc..76690f185 100644
--- a/validator_api/chat_completion.py
+++ b/validator_api/chat_completion.py
@@ -225,6 +225,13 @@ async def chat_completion(
     """Handle chat completion with multiple miners in parallel."""
     body["seed"] = int(body.get("seed") or random.randint(0, 1000000))
     if not uids:
+        logger.debug(
+            "Finding miners for task: {} model: {} test: {} n_miners: {}",
+            body.get("task"),
+            body.get("model"),
+            shared_settings.API_TEST_MODE,
+            num_miners,
+        )
         uids = body.get("uids") or filter_available_uids(
             task=body.get("task"), model=body.get("model"), test=shared_settings.API_TEST_MODE, n_miners=num_miners
         )
@@ -238,6 +245,8 @@ async def chat_completion(
     collected_chunks_list = [[] for _ in uids]
     timings_list = [[] for _ in uids]
 
+    if not body.get("sampling_parameters"):
+        raise HTTPException(status_code=422, detail="Sampling parameters are required")
     timeout_seconds = max(
         30, max(0, math.floor(math.log2(body["sampling_parameters"].get("max_new_tokens", 256) / 256))) * 10 + 30
     )
diff --git a/validator_api/scoring_queue.py b/validator_api/scoring_queue.py
index d2cdb6ea8..781121319 100644
--- a/validator_api/scoring_queue.py
+++ b/validator_api/scoring_queue.py
@@ -60,7 +60,6 @@ async def run_step(self):
             timeout = httpx.Timeout(timeout=120.0, connect=60.0, read=30.0, write=30.0, pool=5.0)
             # Add required headers for signature verification
 
-            logger.debug(f"Forwarding payload to {url}.\n\nPAYLOAD: {payload}")
             async with httpx.AsyncClient(
                 timeout=timeout,
                 event_hooks={"request": [create_header_hook(shared_settings.WALLET.hotkey, vali_hotkey)]},
@@ -80,9 +79,7 @@ async def run_step(self):
                 scoring_payload.retries += 1
                 async with self._scoring_lock:
                     self._scoring_queue.appendleft(scoring_payload)
-                logger.error(
-                    f"Tried to forward response to {url} with payload {payload}. Exception: {e}. Queued for retry"
-                )
+                logger.error(f"Tried to forward response to {url} for uids {uids}. Exception: {e}. Queued for retry")
             else:
                 logger.exception(f"Error while forwarding response after {scoring_payload.retries} retries: {e}")
 
diff --git a/validator_api/test_time_inference.py b/validator_api/test_time_inference.py
index 0dfe564cb..249df9304 100644
--- a/validator_api/test_time_inference.py
+++ b/validator_api/test_time_inference.py
@@ -6,6 +6,8 @@
 
 from loguru import logger
 
+from prompting.llms.apis.llm_messages import LLMMessage, LLMMessages
+from prompting.llms.apis.llm_wrapper import LLMWrapper
 from shared.timer import Timer
 from validator_api.chat_completion import chat_completion
 
@@ -59,48 +61,71 @@ def parse_multiple_json(api_response):
     return parsed_objects
 
 
-async def make_api_call(messages, max_tokens, model=None, is_final_answer=False):
+async def make_api_call(messages, max_tokens, model=None, is_final_answer: bool = False, use_miners: bool = True):
     async def single_attempt():
         try:
-            response = await chat_completion(
-                body={
-                    "messages": messages,
-                    "model": model,
-                    "task": "InferenceTask",
-                    "test_time_inference": True,
-                    "mixture": False,
-                    "sampling_parameters": {
-                        "temperature": 0.5,
-                        "max_new_tokens": 500,
+            if use_miners:
+                response = await chat_completion(
+                    body={
+                        "messages": messages,
+                        "model": model,
+                        "task": "InferenceTask",
+                        "test_time_inference": True,
+                        "mixture": False,
+                        "sampling_parameters": {
+                            "temperature": 0.5,
+                            "max_new_tokens": 500,
+                        },
+                        "seed": random.randint(0, 1000000),
                     },
-                    "seed": (seed := random.randint(0, 1000000)),
-                },
-                num_miners=3,
-            )
-            logger.debug(
-                f"Making API call with\n\nMESSAGES: {messages}\n\nSEED: {seed}\n\nRESPONSE: {response.choices[0].message.content}"
-            )
-            response_dict = parse_multiple_json(response.choices[0].message.content)[0]
+                    num_miners=3,
+                )
+                response_str = response.choices[0].message.content
+            else:
+                logger.debug("Using SN19 API for inference in MSR")
+                response_str = LLMWrapper.chat_complete(
+                    messages=LLMMessages(*[LLMMessage(role=m["role"], content=m["content"]) for m in messages]),
+                    model=model,
+                    temperature=0.5,
+                    max_tokens=2000,
+                )
+
+            logger.debug(f"Making API call with\n\nMESSAGES: {messages}\n\nRESPONSE: {response_str}")
+            response_dict = parse_multiple_json(response_str)[0]
             return response_dict
         except Exception as e:
-            logger.error(f"Failed to get valid response: {e}")
+            logger.warning(f"Failed to get valid response: {e}")
             return None
 
-    # Create three concurrent tasks for more robustness against invalid jsons
-    tasks = [asyncio.create_task(single_attempt()) for _ in range(ATTEMPTS_PER_STEP)]
-
-    # As each task completes, check if it was successful
-    for completed_task in asyncio.as_completed(tasks):
-        try:
-            result = await completed_task
-            if result is not None:
-                # Cancel remaining tasks
-                for task in tasks:
-                    task.cancel()
-                return result
-        except Exception as e:
-            logger.error(f"Task failed with error: {e}")
-            continue
+    # When not using miners, let's try and save tokens
+    if not use_miners:
+        for _ in range(ATTEMPTS_PER_STEP):
+            try:
+                result = await single_attempt()
+                if result is not None:
+                    return result
+                else:
+                    logger.error("Failed to get valid response")
+                    continue
+            except Exception as e:
+                logger.error(f"Failed to get valid response: {e}")
+                continue
+    else:
+        # when using miners, we try and save time
+        tasks = [asyncio.create_task(single_attempt()) for _ in range(ATTEMPTS_PER_STEP)]
+
+        # As each task completes, check if it was successful
+        for completed_task in asyncio.as_completed(tasks):
+            try:
+                result = await completed_task
+                if result is not None:
+                    # Cancel remaining tasks
+                    for task in tasks:
+                        task.cancel()
+                    return result
+            except Exception as e:
+                logger.error(f"Task failed with error: {e}")
+                continue
 
     # If all tasks failed, return error response
     error_msg = "All concurrent API calls failed"
@@ -118,7 +143,7 @@ async def single_attempt():
         }
 
 
-async def generate_response(original_messages: list[dict[str, str]], model: str = None):
+async def generate_response(original_messages: list[dict[str, str]], model: str = None, use_miners: bool = True):
     messages = [
         {
             "role": "system",
@@ -194,7 +219,7 @@ async def generate_response(original_messages: list[dict[str, str]], model: str
 
     for _ in range(MAX_THINKING_STEPS):
         with Timer() as timer:
-            step_data = await make_api_call(messages, 300, model=model)
+            step_data = await make_api_call(messages, 300, model=model, use_miners=use_miners)
         thinking_time = timer.final_time
         total_thinking_time += thinking_time
 
@@ -222,7 +247,7 @@ async def generate_response(original_messages: list[dict[str, str]], model: str
     )
 
     start_time = time.time()
-    final_data = await make_api_call(messages, 200, is_final_answer=True, model=model)
+    final_data = await make_api_call(messages, 200, is_final_answer=True, model=model, use_miners=use_miners)
     end_time = time.time()
     thinking_time = end_time - start_time
     total_thinking_time += thinking_time
diff --git a/validator_api/utils.py b/validator_api/utils.py
index ee25e2dbf..380b598d0 100644
--- a/validator_api/utils.py
+++ b/validator_api/utils.py
@@ -78,6 +78,11 @@ def filter_available_uids(
                 continue
 
         filtered_uids.append(uid)
-    filtered_uids = random.sample(filtered_uids, n_miners)
+
+    if len(filtered_uids) == 0:
+        logger.error("Got empty list of available UIDs. Check VALIDATOR_API and SCORING_KEY in .env.api")
+        return filtered_uids
+
+    filtered_uids = random.sample(filtered_uids, min(len(filtered_uids), n_miners))
 
     return filtered_uids