diff --git a/validator/app/src/compute_horde_validator/settings.py b/validator/app/src/compute_horde_validator/settings.py
index d61fc4095..e3e5b632b 100644
--- a/validator/app/src/compute_horde_validator/settings.py
+++ b/validator/app/src/compute_horde_validator/settings.py
@@ -189,6 +189,31 @@ def wrapped(*args, **kwargs):
         "After this many blocks pass, a block can be considered final",
         int,
     ),
+    "DYNAMIC_COMMIT_REVEAL_WEIGHTS_ENABLED": (
+        True,
+        "This should be synced with the hyperparam",
+        bool,
+    ),
+    "DYNAMIC_COMMIT_REVEAL_WEIGHTS_INTERVAL": (
+        722,
+        "In blocks. This should be synced with the hyperparam",
+        int,
+    ),
+    "DYNAMIC_COMMIT_REVEAL_COMMIT_START_OFFSET": (
+        361,
+        "Do not commit weights for this many blocks from the start of the interval",
+        int,
+    ),
+    "DYNAMIC_COMMIT_REVEAL_COMMIT_END_BUFFER": (
+        15,
+        "Do not commit weights if there are less than this many blocks left in the commit window",
+        int,
+    ),
+    "DYNAMIC_COMMIT_REVEAL_REVEAL_END_BUFFER": (
+        15,
+        "Do not reveal weights if there are less than this many blocks left in the reveal window",
+        int,
+    ),
     "DYNAMIC_MAX_WEIGHT": (
         65535,
         "This should be synced with the hyperparam",
@@ -199,6 +224,26 @@ def wrapped(*args, **kwargs):
         "If the job running task wakes up late by this many blocks (or less), the jobs will still run",
         int,
     ),
+    "DYNAMIC_WEIGHT_REVEALING_TTL": (
+        120,
+        "in seconds",
+        int,
+    ),
+    "DYNAMIC_WEIGHT_REVEALING_HARD_TTL": (
+        125,
+        "in seconds",
+        int,
+    ),
+    "DYNAMIC_WEIGHT_REVEALING_ATTEMPTS": (
+        50,
+        "the number of attempts",
+        int,
+    ),
+    "DYNAMIC_WEIGHT_REVEALING_FAILURE_BACKOFF": (
+        5,
+        "in seconds",
+        int,
+    ),
     # llama params
     "DYNAMIC_MAX_PROMPT_SERIES": (
         3500,
@@ -579,6 +624,13 @@ def wrapped(*args, **kwargs):
             "expires": timedelta(minutes=1).total_seconds(),
         },
     },
+    "reveal_scores": {
+        "task": "compute_horde_validator.validator.tasks.reveal_scores",
+        "schedule": timedelta(minutes=1),
+        "options": {
+            "expires": timedelta(minutes=1).total_seconds(),
+        },
+    },
     "send_events_to_facilitator": {
         "task": "compute_horde_validator.validator.tasks.send_events_to_facilitator",
         "schedule": timedelta(minutes=5),
@@ -796,22 +848,6 @@ def BITTENSOR_SHIELD_METAGRAPH_OPTIONS() -> ShieldMetagraphOptions:
 STATS_COLLECTOR_URL = env.str(
     "STATS_COLLECTOR_URL", default="https://stats-collector.computehorde.io/stats_collector/v0/"
 )
-
-
-# PYLON
-PYLON_PORT = env.int("PYLON_PORT", default=8000)
-PYLON_ADDRESS = env.str("PYLON_ADDRESS", default="pylon")
-
-# commit window config for both validator and pylon
-COMMIT_NUM_EPOCHS_PER_CYLE = 2  # number of epochs in a commit cycle
-COMMIT_WEIGHTS_INTERVAL = COMMIT_NUM_EPOCHS_PER_CYLE * 361  # 722 blocks in a commit cycle
-COMMIT_WINDOW_END_BUFFER = env.int(
-    "COMMIT_WINDOW_END_BUFFER", default=15
-)  # Do not commit weights if there are less than this many blocks left in the commit window"
-COMMIT_WINDOW_START_OFFSET = env.int(
-    "COMMIT_WINDOW_START_OFFSET", default=361
-)  # Do not commit weights for this many blocks from the start of the interval"
-
 # if you need to hit a particular miner, without fetching their key, address or port from the blockchain
 DEBUG_MINER_KEY = env.str("DEBUG_MINER_KEY", default="")
 DEBUG_MINER_ADDRESS = env.str("DEBUG_MINER_ADDRESS", default="")
diff --git a/validator/app/src/compute_horde_validator/validator/admin.py b/validator/app/src/compute_horde_validator/validator/admin.py
index 8d6667392..cf6c3881c 100644
--- a/validator/app/src/compute_horde_validator/validator/admin.py
+++ b/validator/app/src/compute_horde_validator/validator/admin.py
@@ -52,7 +52,7 @@ class Meta:
         ]
 
     def __init__(self, *args, **kwargs):
-        super().__init__(*args, **kwargs)
+        super(__class__, self).__init__(*args, **kwargs)
         if self.fields:
             # exclude blacklisted miners from valid results
             self.fields["miner"].queryset = Miner.objects.exclude(minerblacklist__isnull=False)
diff --git a/validator/app/src/compute_horde_validator/validator/pylon.py b/validator/app/src/compute_horde_validator/validator/pylon.py
deleted file mode 100644
index dd2c0ce5f..000000000
--- a/validator/app/src/compute_horde_validator/validator/pylon.py
+++ /dev/null
@@ -1,28 +0,0 @@
-from django.conf import settings
-from pylon_client import Hotkey, Neuron, PylonClient
-
-_pylon_client_instance: PylonClient | None = None
-
-
-def pylon_client() -> PylonClient:
-    global _pylon_client_instance
-    if _pylon_client_instance is None:
-        _pylon_client_instance = PylonClient(
-            base_url=f"http://{settings.PYLON_ADDRESS}:{settings.PYLON_PORT}"
-        )
-    return _pylon_client_instance
-
-
-def get_serving_hotkeys(neurons: list[Neuron]) -> list[Hotkey]:
-    """
-    Get serving hotkeys for a list of neurons.
-
-    Args:
-        neurons (list[Neuron]): List of Neuron objects.
-
-    Returns:
-        list[Hotkey]: List of Hotkey objects.
-    """
-    return [
-        neuron.hotkey for neuron in neurons if neuron.axon_info and neuron.axon_info.ip != "0.0.0.0"
-    ]
diff --git a/validator/app/src/compute_horde_validator/validator/tasks.py b/validator/app/src/compute_horde_validator/validator/tasks.py
index 417634cae..989e22f2f 100644
--- a/validator/app/src/compute_horde_validator/validator/tasks.py
+++ b/validator/app/src/compute_horde_validator/validator/tasks.py
@@ -15,16 +15,18 @@
 
 import billiard.exceptions
 import bittensor
+import celery.exceptions
 import numpy as np
 import requests
 import turbobt
 import turbobt.substrate.exceptions
 from asgiref.sync import async_to_sync, sync_to_async
+from bittensor.core.errors import SubstrateRequestException
 from bittensor.utils import u16_normalized_float
 from bittensor.utils.weight_utils import process_weights
 from bt_ddos_shield.turbobt import ShieldedBittensor
 from celery import shared_task
-from celery.result import AsyncResult
+from celery.result import AsyncResult, allow_join_result
 from celery.utils.log import get_task_logger
 from compute_horde.dynamic_config import fetch_dynamic_configs_from_contract, sync_dynamic_config
 from compute_horde.fv_protocol.facilitator_requests import OrganicJobRequest
@@ -63,7 +65,6 @@
     drive_organic_job,
     execute_organic_job_request,
 )
-from compute_horde_validator.validator.pylon import pylon_client
 from compute_horde_validator.validator.routing.types import JobRoute
 from compute_horde_validator.validator.s3 import (
     download_prompts_from_s3_url,
@@ -107,6 +108,10 @@
 R = TypeVar("R")
 
 
+class WeightsRevealError(Exception):
+    pass
+
+
 class ScheduleError(Exception):
     pass
 
@@ -209,16 +214,34 @@ class CommitRevealInterval:
     Subtensor uses the actual subnet hyperparam to determine the interval:
     https://github.com/opentensor/subtensor/blob/af585b9b8a17d27508431257052da502055477b7/pallets/subtensor/src/subnets/weights.rs#L482
 
+    Each interval is divided into reveal and commit windows based on dynamic parameters:
+
+    722                                                                          1443
+    |______________________________________|_______________________________________|
+    ^                                      ^                              ^
+    |-----------------------------|--------|------------------------------|-------_|
+    |       REVEAL WINDOW         | BUFFER |        COMMIT WINDOW         | BUFFER |
+    |                                      |
+    |            COMMIT OFFSET             |
+
     """
 
     def __init__(
         self,
         current_block: int,
+        *,
+        length: int | None = None,
+        commit_start_offset: int | None = None,
+        commit_end_buffer: int | None = None,
+        reveal_end_buffer: int | None = None,
     ):
         self.current_block = current_block
-        self.length = settings.COMMIT_WEIGHTS_INTERVAL
-        self.commit_start_offset = settings.COMMIT_WINDOW_START_OFFSET
-        self.commit_end_buffer = settings.COMMIT_WINDOW_END_BUFFER
+        self.length = length or config.DYNAMIC_COMMIT_REVEAL_WEIGHTS_INTERVAL
+        self.commit_start_offset = (
+            commit_start_offset or config.DYNAMIC_COMMIT_REVEAL_COMMIT_START_OFFSET
+        )
+        self.commit_end_buffer = commit_end_buffer or config.DYNAMIC_COMMIT_REVEAL_COMMIT_END_BUFFER
+        self.reveal_end_buffer = reveal_end_buffer or config.DYNAMIC_COMMIT_REVEAL_REVEAL_END_BUFFER
 
     @cached_property
     def start(self):
@@ -231,6 +254,18 @@ def start(self):
     def stop(self):
         return self.start + self.length
 
+    @property
+    def reveal_start(self):
+        return self.start
+
+    @cached_property
+    def reveal_stop(self):
+        return self.start + self.commit_start_offset - self.reveal_end_buffer
+
+    @property
+    def reveal_window(self):
+        return range(self.reveal_start, self.reveal_stop)
+
     @cached_property
     def commit_start(self):
         return self.start + self.commit_start_offset
@@ -479,6 +514,118 @@ def _normalize_weights_for_committing(weights: list[float], max_: int):
     return [round(w * factor) for w in weights]
 
 
+@app.task()
+@bittensor_client
+def do_set_weights(
+    netuid: int,
+    uids: list[int],
+    weights: list[float],
+    wait_for_inclusion: bool,
+    wait_for_finalization: bool,
+    version_key: int,
+    bittensor: turbobt.Bittensor,
+) -> tuple[bool, str]:
+    """
+    Set weights. To be used in other celery tasks in order to facilitate a timeout,
+     since the multiprocessing version of this doesn't work in celery.
+    """
+    commit_reveal_weights_enabled = config.DYNAMIC_COMMIT_REVEAL_WEIGHTS_ENABLED
+    max_weight = config.DYNAMIC_MAX_WEIGHT
+
+    def _commit_weights() -> tuple[bool, str]:
+        subtensor_ = _get_subtensor_for_setting_scores(network=settings.BITTENSOR_NETWORK)
+        current_block = subtensor_.get_current_block()
+
+        normalized_weights = _normalize_weights_for_committing(weights, max_weight)
+        weights_in_db = Weights(
+            uids=uids,
+            weights=normalized_weights,
+            block=current_block,
+            version_key=version_key,
+        )
+        try:
+            is_success, message = subtensor_.commit_weights(
+                wallet=settings.BITTENSOR_WALLET(),
+                netuid=netuid,
+                uids=uids,
+                weights=normalized_weights,
+                salt=weights_in_db.salt,
+                version_key=version_key,
+                wait_for_inclusion=wait_for_inclusion,
+                wait_for_finalization=wait_for_finalization,
+                max_retries=2,
+            )
+        except SubstrateRequestException as e:
+            # Consider the following exception as success:
+            # The transaction has too low priority to replace another transaction already in the pool.
+            if e.args[0]["code"] == 1014:
+                is_success = True
+                message = "transaction already in the pool"
+            else:
+                raise
+        except Exception:
+            is_success = False
+            message = traceback.format_exc()
+
+        if is_success:
+            logger.info("Successfully committed weights!!!")
+            weights_in_db.save()
+            save_weight_setting_event(
+                type_=SystemEvent.EventType.WEIGHT_SETTING_SUCCESS,
+                subtype=SystemEvent.EventSubType.COMMIT_WEIGHTS_SUCCESS,
+                long_description=f"message from chain: {message}",
+                data={"weights_id": weights_in_db.id},
+            )
+        else:
+            logger.info("Failed to commit weights due to: %s", message)
+            save_weight_setting_failure(
+                subtype=SystemEvent.EventSubType.COMMIT_WEIGHTS_ERROR,
+                long_description=f"message from chain: {message}",
+                data={
+                    "weights_id": weights_in_db.id,
+                    "current_block": current_block,
+                },
+            )
+        return is_success, message
+
+    def _set_weights() -> tuple[bool, str]:
+        subnet = bittensor.subnet(netuid)
+
+        try:
+            reveal_round = async_to_sync(subnet.weights.commit)(
+                dict(zip(uids, weights)),
+                version_key=version_key,
+            )
+        except Exception:
+            is_success = False
+            message = traceback.format_exc()
+        else:
+            is_success = True
+            message = f"reveal_round:{reveal_round}"
+
+        if is_success:
+            logger.info("Successfully set weights!!!")
+            save_weight_setting_event(
+                type_=SystemEvent.EventType.WEIGHT_SETTING_SUCCESS,
+                subtype=SystemEvent.EventSubType.SET_WEIGHTS_SUCCESS,
+                long_description=message,
+                data={},
+            )
+        else:
+            logger.info(f"Failed to set weights due to {message=}")
+            save_weight_setting_failure(
+                subtype=SystemEvent.EventSubType.SET_WEIGHTS_ERROR,
+                long_description=message,
+                data={},
+            )
+        return is_success, message
+
+    if commit_reveal_weights_enabled:
+        return _commit_weights()
+    else:
+        return _set_weights()
+
+
 @shared_task
 def trigger_run_admin_job_request(job_request_id: int):
     async_to_sync(run_admin_job_request)(job_request_id)
@@ -563,6 +710,15 @@ def save_weight_setting_failure(subtype: str, long_description: str, data: JsonV
     )
 
 
+def save_weight_revealing_failure(subtype: str, long_description: str, data: JsonValue):
+    save_weight_setting_event(
+        type_=SystemEvent.EventType.WEIGHT_SETTING_FAILURE,
+        subtype=subtype,
+        long_description=long_description,
+        data=data,
+    )
+
+
 @contextlib.contextmanager
 def save_event_on_error(subtype, exception_class=Exception):
     try:
@@ -799,16 +955,20 @@ def set_scores(bittensor: turbobt.Bittensor):
         logger.warning("Not setting scores, SERVING is disabled in constance config")
         return
 
-    current_block = pylon_client().get_latest_block()
-    block_hash = pylon_client().get_block_hash(current_block)
-    interval = CommitRevealInterval(current_block)
-    if current_block not in interval.commit_window:
-        logger.debug(
-            "Outside of commit window, skipping, current block: %s, window: %s",
-            current_block,
-            interval.commit_window,
-        )
-        return
+    commit_reveal_weights_enabled = config.DYNAMIC_COMMIT_REVEAL_WEIGHTS_ENABLED
+
+    current_block = async_to_sync(bittensor.blocks.head)()
+
+    if commit_reveal_weights_enabled:
+        interval = CommitRevealInterval(current_block.number)
+
+        if current_block.number not in interval.commit_window:
+            logger.debug(
+                "Outside of commit window, skipping, current block: %s, window: %s",
+                current_block.number,
+                interval.commit_window,
+            )
+            return
 
     with save_event_on_error(SystemEvent.EventSubType.GENERIC_ERROR):
         with transaction.atomic():
@@ -819,8 +979,8 @@ def set_scores(bittensor: turbobt.Bittensor):
                 return
 
             subnet = bittensor.subnet(settings.BITTENSOR_NETUID)
-            hyperparameters = async_to_sync(subnet.get_hyperparameters)(block_hash)
-            neurons = async_to_sync(subnet.list_neurons)(block_hash)
+            hyperparameters = async_to_sync(subnet.get_hyperparameters)(current_block.hash)
+            neurons = async_to_sync(subnet.list_neurons)(current_block.hash)
 
             batches = list(
                 SyntheticJobBatch.objects.select_related("cycle")
@@ -828,15 +988,13 @@ def set_scores(bittensor: turbobt.Bittensor):
                     scored=False,
                     should_be_scored=True,
                     started_at__gte=now() - timedelta(days=1),
-                    cycle__stop__lt=current_block,
+                    cycle__stop__lt=current_block.number,
                 )
                 .order_by("started_at")
             )
-
             if not batches:
                 logger.info("No batches - nothing to score")
                 return
-
             if len(batches) > 1:
                 logger.error("Unexpected number batches eligible for scoring: %s", len(batches))
                 for batch in batches[:-1]:
@@ -849,7 +1007,8 @@ def set_scores(bittensor: turbobt.Bittensor):
                 ", ".join(str(batch.id) for batch in batches),
             )
 
-            hotkey_scores = _score_cycles(current_block)
+            hotkey_scores = _score_cycles(current_block.number)
+
             if not hotkey_scores:
                 logger.warning("No scores calculated")
 
@@ -869,53 +1028,237 @@ def set_scores(bittensor: turbobt.Bittensor):
                 max_weight_limit=hyperparameters["max_weights_limit"],
             )
 
-            max_weight = config.DYNAMIC_MAX_WEIGHT
-            normalized_weights = _normalize_weights_for_committing(weights.tolist(), max_weight)
-
-            weights_in_db = Weights(
-                uids=uids.tolist(),
-                weights=normalized_weights,
-                block=current_block,
-                version_key=SCORING_ALGO_VERSION,
-            )
-
-            uid_to_hotkey = {n.uid: n.hotkey for n in neurons}
-            weights_dict = {
-                uid_to_hotkey[uid]: float(weight) for uid, weight in zip(uids, normalized_weights)
-            }
-
-            if weights_dict is None:
-                logger.warning("No scores calculated, skipping weight setting")
-                return
-
             for batch in batches:
                 batch.scored = True
                 batch.save()
 
-            try:
-                # Assume once it's passed to pylon, it will be committed
-                pylon_client().set_weights(weights_dict)
-                logger.info("Successfully broadcasted latest weights to pylon client")
-
-                weights_in_db.save()
-
-                save_weight_setting_event(
-                    type_=SystemEvent.EventType.WEIGHT_SETTING_SUCCESS,
-                    subtype=SystemEvent.EventSubType.COMMIT_WEIGHTS_SUCCESS,
-                    long_description="Successfully committed weights",
-                    data={"weights_id": weights_in_db.id, "current_block": current_block},
+            for try_number in range(WEIGHT_SETTING_ATTEMPTS):
+                logger.debug(
+                    f"Setting weights (attempt #{try_number}):\nuids={uids}\nscores={weights}"
                 )
+                success = False
 
-            except Exception as e:
-                msg = f"Failed to broadcast latest weights to pylon client: {e}"
+                try:
+                    result = do_set_weights.apply_async(
+                        kwargs=dict(
+                            netuid=settings.BITTENSOR_NETUID,
+                            uids=uids.tolist(),
+                            weights=weights.tolist(),
+                            wait_for_inclusion=True,
+                            wait_for_finalization=False,
+                            version_key=SCORING_ALGO_VERSION,
+                        ),
+                        soft_time_limit=WEIGHT_SETTING_TTL,
+                        time_limit=WEIGHT_SETTING_HARD_TTL,
+                    )
+                    logger.info(f"Setting weights task id: {result.id}")
+                    try:
+                        with allow_join_result():
+                            success, msg = result.get(timeout=WEIGHT_SETTING_TTL)
+                    except (celery.exceptions.TimeoutError, billiard.exceptions.TimeLimitExceeded):
+                        result.revoke(terminate=True)
+                        logger.info(f"Setting weights timed out (attempt #{try_number})")
+                        save_weight_setting_failure(
+                            subtype=SystemEvent.EventSubType.WRITING_TO_CHAIN_TIMEOUT,
+                            long_description=traceback.format_exc(),
+                            data={"try_number": try_number, "operation": "setting/committing"},
+                        )
+                        continue
+                except Exception:
+                    logger.warning("Encountered when setting weights: ", exc_info=True)
+                    save_weight_setting_failure(
+                        subtype=SystemEvent.EventSubType.WRITING_TO_CHAIN_GENERIC_ERROR,
+                        long_description=traceback.format_exc(),
+                        data={"try_number": try_number, "operation": "setting/committing"},
+                    )
+                    continue
+                if success:
+                    break
+                time.sleep(WEIGHT_SETTING_FAILURE_BACKOFF)
+            else:
+                msg = f"Failed to set weights after {WEIGHT_SETTING_ATTEMPTS} attempts"
                 logger.warning(msg)
                 save_weight_setting_failure(
-                    subtype=SystemEvent.EventSubType.COMMIT_WEIGHTS_ERROR,
+                    subtype=SystemEvent.EventSubType.GIVING_UP,
                     long_description=msg,
-                    data={"operation": "committing", "current_block": current_block},
+                    data={"try_number": WEIGHT_SETTING_ATTEMPTS, "operation": "setting/committing"},
                 )
 
 
+@app.task()
+def reveal_scores() -> None:
+    """
+    Select latest Weights that are older than `commit_reveal_weights_interval`
+    and haven't been revealed yet, and reveal them.
+    """
+    last_weights = Weights.objects.order_by("-created_at").first()
+    if not last_weights or last_weights.revealed_at is not None:
+        logger.debug("No weights to reveal")
+        return
+
+    subtensor_ = _get_subtensor_for_setting_scores(network=settings.BITTENSOR_NETWORK)
+    current_block = subtensor_.get_current_block()
+    interval = CommitRevealInterval(current_block)
+    if current_block not in interval.reveal_window:
+        logger.debug(
+            "Outside of reveal window, skipping, current block: %s, window: %s",
+            current_block,
+            interval.reveal_window,
+        )
+        return
+
+    # find the interval in which the commit occurred
+    block_interval = CommitRevealInterval(last_weights.block)
+    # revealing starts in the next interval
+    reveal_start = block_interval.stop
+
+    if current_block < reveal_start:
+        logger.warning(
+            "Too early to reveal weights weights_id: %s, reveal starts: %s, current block: %s",
+            last_weights.pk,
+            reveal_start,
+            current_block,
+        )
+        return
+
+    reveal_end = reveal_start + block_interval.length
+    if current_block > reveal_end:
+        logger.error(
+            "Weights are too old to be revealed weights_id: %s, reveal_ended: %s, current block: %s",
+            last_weights.pk,
+            reveal_end,
+            current_block,
+        )
+        return
+
+    WEIGHT_REVEALING_TTL = config.DYNAMIC_WEIGHT_REVEALING_TTL
+    WEIGHT_REVEALING_HARD_TTL = config.DYNAMIC_WEIGHT_REVEALING_HARD_TTL
+    WEIGHT_REVEALING_ATTEMPTS = config.DYNAMIC_WEIGHT_REVEALING_ATTEMPTS
+    WEIGHT_REVEALING_FAILURE_BACKOFF = config.DYNAMIC_WEIGHT_REVEALING_FAILURE_BACKOFF
+
+    weights_id = last_weights.id
+    with transaction.atomic():
+        last_weights = (
+            Weights.objects.filter(id=weights_id, revealed_at=None)
+            .select_for_update(skip_locked=True)
+            .first()
+        )
+        if not last_weights:
+            logger.debug(
+                "Weights have already been revealed or are being revealed at this moment: %s",
+                weights_id,
+            )
+            return
+
+        for try_number in range(WEIGHT_REVEALING_ATTEMPTS):
+            logger.debug(f"Revealing weights (attempt #{try_number}): weights_id={weights_id}")
+            success = False
+
+            try:
+                result = do_reveal_weights.apply_async(
+                    kwargs=dict(
+                        weights_id=last_weights.id,
+                    ),
+                    soft_time_limit=WEIGHT_REVEALING_TTL,
+                    time_limit=WEIGHT_REVEALING_HARD_TTL,
+                )
+                logger.info(f"Revealing weights task id: {result.id}")
+                try:
+                    with allow_join_result():
+                        success, msg = result.get(timeout=WEIGHT_REVEALING_TTL)
+                except (celery.exceptions.TimeoutError, billiard.exceptions.TimeLimitExceeded):
+                    result.revoke(terminate=True)
+                    logger.info(f"Revealing weights timed out (attempt #{try_number})")
+                    save_weight_setting_failure(
+                        subtype=SystemEvent.EventSubType.WRITING_TO_CHAIN_TIMEOUT,
+                        long_description=traceback.format_exc(),
+                        data={"try_number": try_number, "operation": "revealing"},
+                    )
+                    continue
+            except Exception:
+                logger.warning("Encountered when revealing weights: ")
+                save_weight_setting_failure(
+                    subtype=SystemEvent.EventSubType.WRITING_TO_CHAIN_GENERIC_ERROR,
+                    long_description=traceback.format_exc(),
+                    data={"try_number": try_number, "operation": "revealing"},
+                )
+                continue
+            if success:
+                last_weights.revealed_at = now()
+                last_weights.save()
+                break
+            time.sleep(WEIGHT_REVEALING_FAILURE_BACKOFF)
+        else:
+            msg = f"Failed to set weights after {WEIGHT_REVEALING_ATTEMPTS} attempts"
+            logger.warning(msg)
+            save_weight_setting_failure(
+                subtype=SystemEvent.EventSubType.GIVING_UP,
+                long_description=msg,
+                data={"try_number": WEIGHT_REVEALING_ATTEMPTS, "operation": "revealing"},
+            )
+
+
+@app.task()
+def do_reveal_weights(weights_id: int) -> tuple[bool, str]:
+    weights = Weights.objects.filter(id=weights_id, revealed_at=None).first()
+    if not weights:
+        logger.debug(
+            "Weights have already been revealed or are being revealed at this moment: %s",
+            weights_id,
+        )
+        return True, "nothing_to_do"
+
+    wallet = settings.BITTENSOR_WALLET()
+    subtensor_ = _get_subtensor_for_setting_scores(network=settings.BITTENSOR_NETWORK)
+    try:
+        is_success, message = subtensor_.reveal_weights(
+            wallet=wallet,
+            netuid=settings.BITTENSOR_NETUID,
+            uids=weights.uids,
+            weights=weights.weights,
+            salt=weights.salt,
+            version_key=weights.version_key,
+            wait_for_inclusion=True,
+            wait_for_finalization=True,
+            max_retries=2,
+        )
+    except SubstrateRequestException as e:
+        # Consider the following exception as success:
+        # The transaction has too low priority to replace another transaction already in the pool.
+        if e.args[0]["code"] == 1014:
+            is_success = True
+            message = "transaction already in the pool"
+        else:
+            raise
+    except Exception:
+        logger.warning("Encountered when setting weights: ", exc_info=True)
+        is_success = False
+        message = traceback.format_exc()
+    if is_success:
+        save_weight_setting_event(
+            type_=SystemEvent.EventType.WEIGHT_SETTING_SUCCESS,
+            subtype=SystemEvent.EventSubType.REVEAL_WEIGHTS_SUCCESS,
+            long_description=message,
+            data={"weights_id": weights.id},
+        )
+    else:
+        current_block = "unknown"
+        try:
+            current_block = subtensor_.get_current_block()
+        except Exception as e:
+            logger.warning("Failed to get current block: %s", e)
+        finally:
+            save_weight_setting_failure(
+                subtype=SystemEvent.EventSubType.REVEAL_WEIGHTS_ERROR,
+                long_description=message,
+                data={
+                    "weights_id": weights.id,
+                    "current_block": current_block,
+                },
+            )
+    return is_success, message
+
+
 @shared_task
 def send_events_to_facilitator():
     with transaction.atomic(using=settings.DEFAULT_DB_ALIAS):
diff --git a/validator/app/src/compute_horde_validator/validator/tests/helpers.py b/validator/app/src/compute_horde_validator/validator/tests/helpers.py
index bc273fcbf..f2cc7ded2 100644
--- a/validator/app/src/compute_horde_validator/validator/tests/helpers.py
+++ b/validator/app/src/compute_horde_validator/validator/tests/helpers.py
@@ -10,6 +10,7 @@
 from unittest import mock
 
 import bittensor
+import constance
 import numpy as np
 from bittensor.core.errors import SubstrateRequestException
 from compute_horde.executor_class import DEFAULT_EXECUTOR_CLASS
@@ -25,7 +26,6 @@
 )
 from compute_horde.utils import ValidatorInfo
 from compute_horde_core.signature import Signature
-from constance.base import Config
 from django.conf import settings
 from pydantic import TypeAdapter
 
@@ -380,12 +380,12 @@ def check_system_events(
 
 
 def patch_constance(config_overlay: dict):
-    old_getattr = Config.__getattr__
+    old_getattr = constance.base.Config.__getattr__
 
     def new_getattr(s, key):
         return config_overlay[key] if key in config_overlay else old_getattr(s, key)
 
-    return mock.patch.object(Config, "__getattr__", new_getattr)
+    return mock.patch.object(constance.base.Config, "__getattr__", new_getattr)
 
 
 class Celery:
diff --git a/validator/app/src/compute_horde_validator/validator/tests/pylon_mock_data.json b/validator/app/src/compute_horde_validator/validator/tests/pylon_mock_data.json
deleted file mode 100644
index 6e7bccd80..000000000
--- a/validator/app/src/compute_horde_validator/validator/tests/pylon_mock_data.json
+++ /dev/null
@@ -1,130 +0,0 @@
-{
-    "metagraph": {
-        "block": 1337,
-        "block_hash": "0x1234567890abcdef",
-        "neurons": {
-            "hotkey_0": {
-                "uid": 0,
-                "hotkey": "hotkey_0",
-                "coldkey": "coldkey_0",
-                "stake": 1000.0,
-                "axon_info": {
-                    "ip": "127.0.0.1",
-                    "port": 8080,
-                    "protocol": 4
-                },
-                "active": true,
-                "rank": 0.1,
-                "emission": 0.01,
-                "incentive": 0.1,
-                "consensus": 0.9,
-                "trust": 0.9,
-                "validator_trust": 0.9,
-                "dividends": 0.01,
-                "last_update": 12340,
-                "validator_permit": true,
-                "pruning_score": 0
-            },
-            "hotkey_1": {
-                "uid": 1,
-                "hotkey": "hotkey_1",
-                "coldkey": "coldkey_1",
-                "stake": 2000.0,
-                "axon_info": {
-                    "ip": "0.0.0.0",
-                    "port": 8080,
-                    "protocol": 4
-                },
-                "active": true,
-                "rank": 0.1,
-                "emission": 0.01,
-                "incentive": 0.1,
-                "consensus": 0.9,
-                "trust": 0.9,
-                "validator_trust": 0.9,
-                "dividends": 0.01,
-                "last_update": 12340,
-                "validator_permit": true,
-                "pruning_score": 0
-            },
-            "hotkey_2": {
-                "uid": 2,
-                "hotkey": "hotkey_2",
-                "coldkey": "coldkey_2",
-                "stake": 3000.0,
-                "axon_info": {
-                    "ip": "127.0.0.1",
-                    "port": 8080,
-                    "protocol": 4
-                },
-                "active": true,
-                "rank": 0.1,
-                "emission": 0.01,
-                "incentive": 0.1,
-                "consensus": 0.9,
-                "trust": 0.9,
-                "validator_trust": 0.9,
-                "dividends": 0.01,
-                "last_update": 12340,
-                "validator_permit": true,
-                "pruning_score": 0
-            },
-            "hotkey_3": {
-                "uid": 3,
-                "hotkey": "hotkey_3",
-                "coldkey": "coldkey_3",
-                "stake": 4000.0,
-                "axon_info": {
-                    "ip": "127.0.0.1",
-                    "port": 8080,
-                    "protocol": 4
-                },
-                "active": true,
-                "rank": 0.1,
-                "emission": 0.01,
-                "incentive": 0.1,
-                "consensus": 0.9,
-                "trust": 0.9,
-                "validator_trust": 0.9,
-                "dividends": 0.01,
-                "last_update": 12340,
-                "validator_permit": true,
-                "pruning_score": 0
-            },
-            "hotkey_4": {
-                "uid": 4,
-                "hotkey": "hotkey_4",
-                "coldkey": "coldkey_4",
-                "stake": 5000.0,
-                "axon_info": {
-                    "ip": "127.0.0.1",
-                    "port": 8080,
-                    "protocol": 4
-                },
-                "active": true,
-                "rank": 0.1,
-                "emission": 0.01,
-                "incentive": 0.1,
-                "consensus": 0.9,
-                "trust": 0.9,
-                "validator_trust": 0.9,
-                "dividends": 0.01,
-                "last_update": 12340,
-                "validator_permit": true,
-                "pruning_score": 0
-            }
-        }
-    },
-  "epoch": {"start": 1337, "end": 2674},
-  "hyperparams": {},
-  "weights": {
-    "hotkey_0": 0.1,
-    "hotkey_1": 0.2,
-    "hotkey_2": 0.7
-  },
-  "commitments": {
-    "hotkey_0": "0x1234",
-    "hotkey_1": "0x5678",
-    "hotkey_2": "0x9abc"
-  }
-}
diff --git a/validator/app/src/compute_horde_validator/validator/tests/test_set_scores.py b/validator/app/src/compute_horde_validator/validator/tests/test_set_scores.py
index a28b6ca3d..3ad727451 100644
--- a/validator/app/src/compute_horde_validator/validator/tests/test_set_scores.py
+++ b/validator/app/src/compute_horde_validator/validator/tests/test_set_scores.py
@@ -1,14 +1,14 @@
 import concurrent.futures
-import os
 import uuid
 from unittest.mock import patch
 
 import pytest
 from compute_horde.executor_class import DEFAULT_EXECUTOR_CLASS
+from constance import config
 from constance.test.pytest import override_config
+from django.db.models import Max
 from django.test import override_settings
 from django.utils.timezone import now
-from pylon_client import PylonClient
 
 from compute_horde_validator.validator.models import (
     Cycle,
@@ -21,36 +21,31 @@
 )
 from compute_horde_validator.validator.tasks import (
     _normalize_weights_for_committing,
+    reveal_scores,
     set_scores,
 )
 
 from .helpers import (
     NUM_NEURONS,
+    Celery,
+    MockHyperparameters,
+    MockSubtensor,
     check_system_events,
+    patch_constance,
+    throw_error,
 )
 
 
-@pytest.fixture
-def mock_pylon_client():
-    """Create a mock PylonClient with built-in mocking capabilities."""
-    mock_data_path = os.path.join(os.path.dirname(__file__), "pylon_mock_data.json")
-    return PylonClient(mock_data_path=mock_data_path)
-
-
 @pytest.fixture(autouse=True)
 def _default_commit_reveal_params():
-    with (
-        override_settings(
-            COMMIT_WINDOW_END_BUFFER=15,
-            COMMIT_NUM_EPOCHS_PER_CYLE=2,
-            COMMIT_WEIGHTS_INTERVAL=722,
-            COMMIT_WINDOW_START_OFFSET=361,
-        ),
-        override_config(
-            DYNAMIC_BURN_TARGET_SS58ADDRESSES="",
-            DYNAMIC_BURN_RATE=0.0,
-            DYNAMIC_BURN_PARTITION=0.0,
-        ),
+    with override_config(
+        DYNAMIC_COMMIT_REVEAL_WEIGHTS_INTERVAL=722,
+        DYNAMIC_COMMIT_REVEAL_COMMIT_START_OFFSET=361,
+        DYNAMIC_COMMIT_REVEAL_COMMIT_END_BUFFER=15,
+        DYNAMIC_COMMIT_REVEAL_REVEAL_END_BUFFER=15,
+        DYNAMIC_BURN_TARGET_SS58ADDRESSES="",
+        DYNAMIC_BURN_RATE=0.0,
+        DYNAMIC_BURN_PARTITION=0.0,
     ):
         yield
 
@@ -100,29 +95,27 @@ def test_normalize_scores():
 
 
 @pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
-def test_set_scores__no_batches_found(settings, bittensor, mock_pylon_client):
-    with patch(
-        "compute_horde_validator.validator.tasks.pylon_client", return_value=mock_pylon_client
-    ):
-        mock_pylon_client.override("get_latest_block", 361)
-        set_scores()
-        assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 0
+def test_set_scores__no_batches_found(settings, bittensor):
+    bittensor.blocks.head.return_value.number = 361
+
+    set_scores()
+    assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 0
 
 
 @pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
-def test_set_scores__too_early(settings, bittensor, mock_pylon_client):
-    with patch(
-        "compute_horde_validator.validator.tasks.pylon_client", return_value=mock_pylon_client
-    ):
-        mock_pylon_client.override("get_latest_block", 359)
-        setup_db()
-        set_scores()
-        assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 0
+def test_set_scores__too_early(settings, bittensor):
+    bittensor.blocks.head.return_value.number = 359
 
+    setup_db()
+    set_scores()
+    assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 0
 
+
+@pytest.mark.override_config(DYNAMIC_EXECUTOR_CLASS_WEIGHTS="spin_up-4min.gpu-24gb=100")
 @pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
+@patch_constance({"DYNAMIC_COMMIT_REVEAL_WEIGHTS_ENABLED": False})
 @pytest.mark.parametrize(
-    "cycle_number,burn_rate,burn_partition,burn_targets,hotkey_to_score,expected_weights_committed",
+    "cycle_number,burn_rate,burn_partition,burn_targets,hotkey_to_score,expected_weights_set",
     [
         # no burn, either effectively or by configuration:
         (0, 0.0, 0.0, "", None, {1: 16384, 2: 32768, 3: 49151, 4: 65535}),
@@ -254,24 +247,23 @@ def test_set_scores__too_early(settings, bittensor, mock_pylon_client):
         ),
     ],
 )
-def test_set_scores__weight_commit_success(
+def test_set_scores__set_weight_success(
     settings,
     bittensor,
-    mock_pylon_client,
     cycle_number,
     burn_rate,
     burn_partition,
     burn_targets,
     hotkey_to_score,
-    expected_weights_committed,
+    expected_weights_set,
 ):
-    current_block = 1084 + cycle_number * 722
+    def _normalize_weights(weights: dict[int, int]) -> dict[int, float]:
+        total = sum(weights.values())
+        return {uid: w / total for uid, w in weights.items()}
 
-    with patch(
-        "compute_horde_validator.validator.tasks.pylon_client", return_value=mock_pylon_client
-    ):
-        mock_pylon_client.override("get_latest_block", current_block)
+    bittensor.blocks.head.return_value.number = 723 + cycle_number * 722
 
+    if True:
         setup_db(cycle_number=cycle_number, hotkey_to_score=hotkey_to_score)
         with override_config(
             DYNAMIC_BURN_TARGET_SS58ADDRESSES=burn_targets,
@@ -279,22 +271,328 @@ def test_set_scores__weight_commit_success(
             DYNAMIC_BURN_PARTITION=burn_partition,
         ):
             set_scores()
+        assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 2
 
-        # Verify pylon client was called with correct weights
-        mock_pylon_client.mock.set_weights.assert_called_once()
-        actual_weights = mock_pylon_client.mock.set_weights.call_args.kwargs.get("weights", {})
-
-        expected_weights_set = expected_weights_committed
+        # reconcile weights set with expected ones, disregarding rounding errors:
+        # (the very precise comparisons can be found in the weight committing tests and commit-reveal is the one used
+        # in production anyway
+        assert bittensor.subnet.return_value.weights.commit.called
+        expected_weights_set = _normalize_weights(expected_weights_set)
         for uid, w in expected_weights_set.items():
-            actual_w = actual_weights.get(uid)
+            actual_w = bittensor.subnet.return_value.weights.commit.call_args.args[0].get(uid)
             if actual_w is not None and ((w - actual_w) / w < 0.001):
                 expected_weights_set[uid] = actual_w
 
-        # Verify database state - Weights object should still be created
+        bittensor.subnet.return_value.weights.commit.assert_called_with(
+            expected_weights_set,
+            version_key=2,
+        )
+
+        check_system_events(
+            SystemEvent.EventType.WEIGHT_SETTING_SUCCESS,
+            SystemEvent.EventSubType.SET_WEIGHTS_SUCCESS,
+            1,
+        )
+
+
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_ATTEMPTS", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_FAILURE_BACKOFF", 0)
+@pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
+@patch_constance({"DYNAMIC_COMMIT_REVEAL_WEIGHTS_ENABLED": False})
+def test_set_scores__set_weight_failure(settings, bittensor):
+    bittensor.blocks.head.return_value.number = 723
+    bittensor.subnet.return_value.weights.commit.side_effect = Exception
+
+    setup_db()
+    set_scores()
+    assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 3
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE,
+        SystemEvent.EventSubType.SET_WEIGHTS_ERROR,
+        1,
+    )
+    # end of retries system event
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE, SystemEvent.EventSubType.GIVING_UP, 1
+    )
+
+
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_ATTEMPTS", 3)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_FAILURE_BACKOFF", 0)
+@pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
+@patch_constance({"DYNAMIC_COMMIT_REVEAL_WEIGHTS_ENABLED": False})
+def test_set_scores__set_weight_eventual_success(settings, bittensor):
+    bittensor.blocks.head.return_value.number = 723
+    bittensor.subnet.return_value.weights.commit.side_effect = (
+        Exception,
+        Exception,
+        None,
+    )
+
+    setup_db()
+    set_scores()
+    assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 4
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE,
+        SystemEvent.EventSubType.SET_WEIGHTS_ERROR,
+        2,
+    )
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_SUCCESS,
+        SystemEvent.EventSubType.SET_WEIGHTS_SUCCESS,
+        1,
+    )
+
+
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_ATTEMPTS", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_FAILURE_BACKOFF", 0)
+@pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
+@patch_constance({"DYNAMIC_COMMIT_REVEAL_WEIGHTS_ENABLED": False})
+def test_set_scores__set_weight__exception(settings, bittensor):
+    bittensor.blocks.head.return_value.number = 723
+    bittensor.subnet.return_value.weights.commit.side_effect = Exception
+
+    setup_db()
+    set_scores()
+    assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 3
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE,
+        SystemEvent.EventSubType.SET_WEIGHTS_ERROR,
+        1,
+    )
+    # end of retries system event
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE, SystemEvent.EventSubType.GIVING_UP, 1
+    )
+
+
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_ATTEMPTS", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_FAILURE_BACKOFF", 0)
+@patch(
+    "bittensor.subtensor",
+    lambda *args, **kwargs: MockSubtensor(
+        mocked_commit_weights=lambda: throw_error(),
+        override_block_number=1200,
+        hyperparameters=MockHyperparameters(
+            commit_reveal_weights_enabled=True,
+        ),
+    ),
+)
+@pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
+def test_set_scores__set_weight__commit__exception(bittensor):
+    bittensor.blocks.head.return_value.number = 1200
+
+    setup_db()
+    set_scores()
+
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE,
+        SystemEvent.EventSubType.COMMIT_WEIGHTS_ERROR,
+        1,
+    )
+
+
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_ATTEMPTS", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_FAILURE_BACKOFF", 0)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_HARD_TTL", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_TTL", 1)
+@pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
+@patch_constance({"DYNAMIC_COMMIT_REVEAL_WEIGHTS_ENABLED": False})
+def test_set_scores__set_weight_timeout(settings, bittensor):
+    bittensor.blocks.head.return_value.number = 723
+
+    settings.CELERY_TASK_ALWAYS_EAGER = False  # to make it timeout
+    setup_db()
+    set_scores()
+    assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 3
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE,
+        SystemEvent.EventSubType.WRITING_TO_CHAIN_TIMEOUT,
+        1,
+    )
+    # end of retries system event
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE, SystemEvent.EventSubType.GIVING_UP, 1
+    )
+
+
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_ATTEMPTS", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_FAILURE_BACKOFF", 0)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_HARD_TTL", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_TTL", 1)
+@pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
+@patch_constance({"DYNAMIC_COMMIT_REVEAL_WEIGHTS_INTERVAL": 722})
+@pytest.mark.parametrize(
+    "cycle_number,burn_rate,burn_partition,burn_targets,hotkey_to_score,expected_weights_committed",
+    [
+        # no burn, either effectively or by configuration:
+        (0, 0.0, 0.0, "", None, {1: 16384, 2: 32768, 3: 49151, 4: 65535}),
+        (0, 0.5, 0.5, "", None, {1: 16384, 2: 32768, 3: 49151, 4: 65535}),
+        (0, 0.0, 0.5, "hotkey_1", None, {1: 16384, 2: 32768, 3: 49151, 4: 65535}),
+        (0, 0.5, 0.5, "hotkey_100", None, {1: 16384, 2: 32768, 3: 49151, 4: 65535}),
+        (0, 0.5, 0.5, "hotkey_100,hotkey_200", None, {1: 16384, 2: 32768, 3: 49151, 4: 65535}),
+        # burn burn:
+        (
+            0,
+            0.9,
+            0.9,
+            "hotkey_1,hotkey_2",
+            {"hotkey_0": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 2360, 1: 7282, 2: 65535, 3: 2360, 4: 3371},
+        ),
+        (
+            0,
+            0.9,
+            0.9,
+            "hotkey_1,hotkey_2",
+            {"hotkey_0": 140, "hotkey_3": 140, "hotkey_4": 200},
+            {0: 2360, 1: 7282, 2: 65535, 3: 2360, 4: 3371},
+        ),
+        (
+            1,
+            0.9,
+            0.9,
+            "hotkey_1,hotkey_2",
+            {"hotkey_0": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 2360, 1: 65535, 2: 7282, 3: 2360, 4: 3371},
+        ),
+        (
+            1,
+            0.9,
+            0.9,
+            "hotkey_1,hotkey_200",
+            {"hotkey_0": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 2124, 1: 65535, 3: 2124, 4: 3034},
+        ),
+        (
+            0,
+            0.9,
+            0.9,
+            "hotkey_1,hotkey_3",
+            {"hotkey_0": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 2278, 1: 7029, 3: 65535, 4: 3254},
+        ),
+        (
+            0,
+            0.9,
+            0.9,
+            "hotkey_1,hotkey_3",
+            {"hotkey_0": 70, "hotkey_1": 70, "hotkey_2": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 1457, 1: 8577, 2: 1457, 3: 65535, 4: 2082},
+        ),
+        (
+            0,
+            0.9,
+            0.9,
+            "hotkey_1,hotkey_2,hotkey_3",
+            {"hotkey_0": 70, "hotkey_1": 70, "hotkey_2": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 1457, 1: 5017, 2: 65535, 3: 5017, 4: 2082},
+        ),
+        (
+            0,
+            0.9,
+            0.9,
+            "hotkey_1,hotkey_2,hotkey_3",
+            {"hotkey_0": 70, "hotkey_4": 100},
+            {0: 3331, 1: 3641, 2: 65535, 3: 3641, 4: 4759},
+        ),
+        (
+            0,
+            0.9,
+            0.9,
+            "hotkey_1,hotkey_3,hotkey_200",
+            {"hotkey_0": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 2278, 1: 7029, 3: 65535, 4: 3254},
+        ),
+        (
+            0,
+            0.9,
+            0.9,
+            "hotkey_1,hotkey_3,hotkey_200",
+            {"hotkey_0": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 2278, 1: 7029, 3: 65535, 4: 3254},
+        ),
+        # burn burn again but params are different
+        (
+            0,
+            0.7,
+            0.8,
+            "hotkey_1,hotkey_2",
+            {"hotkey_0": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 10240, 1: 16384, 2: 65535, 3: 10240, 4: 14628},
+        ),
+        (
+            0,
+            0.7,
+            0.8,
+            "hotkey_1,hotkey_2",
+            {"hotkey_0": 140, "hotkey_3": 140, "hotkey_4": 200},
+            {0: 10240, 1: 16384, 2: 65535, 3: 10240, 4: 14628},
+        ),
+        (
+            1,
+            0.7,
+            0.8,
+            "hotkey_1,hotkey_200",
+            {"hotkey_0": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 8192, 1: 65535, 3: 8192, 4: 11703},
+        ),
+        (
+            0,
+            0.7,
+            0.8,
+            "hotkey_1,hotkey_2,hotkey_3",
+            {"hotkey_0": 70, "hotkey_1": 70, "hotkey_2": 70, "hotkey_3": 70, "hotkey_4": 100},
+            {0: 5886, 1: 13342, 2: 65535, 3: 13342, 4: 8409},
+        ),
+        (
+            0,
+            0.7,
+            0.8,
+            "hotkey_1,hotkey_2,hotkey_3",
+            {"hotkey_0": 70, "hotkey_4": 100},
+            {0: 14456, 1: 8192, 2: 65535, 3: 8192, 4: 20652},
+        ),
+    ],
+)
+def test_set_scores__set_weight__commit(
+    settings,
+    bittensor,
+    cycle_number,
+    burn_rate,
+    burn_partition,
+    burn_targets,
+    hotkey_to_score,
+    expected_weights_committed,
+):
+    current_block = 1084 + cycle_number * 722
+
+    subtensor_ = MockSubtensor(
+        override_block_number=current_block,
+        hyperparameters=MockHyperparameters(
+            commit_reveal_weights_enabled=True,
+        ),
+    )
+    bittensor.blocks.head.return_value.number = current_block
+
+    with patch("bittensor.subtensor", lambda *a, **kw: subtensor_):
+        setup_db(cycle_number=cycle_number, hotkey_to_score=hotkey_to_score)
+        with override_config(
+            DYNAMIC_BURN_TARGET_SS58ADDRESSES=burn_targets,
+            DYNAMIC_BURN_RATE=burn_rate,
+            DYNAMIC_BURN_PARTITION=burn_partition,
+        ):
+            set_scores()
+
+        assert subtensor_.weights_committed == [expected_weights_committed]
+
         from_db = Weights.objects.get()
         assert from_db.block == current_block
+        assert from_db.revealed_at is None
 
-        assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 2
+        assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 2, (
+            SystemEvent.objects.all()
+        )
         check_system_events(
             SystemEvent.EventType.WEIGHT_SETTING_SUCCESS,
             SystemEvent.EventSubType.COMMIT_WEIGHTS_SUCCESS,
@@ -302,67 +600,211 @@ def test_set_scores__weight_commit_success(
         )
 
 
+@pytest.mark.parametrize("current_block", [723, 999, 1082, 1430, 1443])
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_ATTEMPTS", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_FAILURE_BACKOFF", 0)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_HARD_TTL", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_TTL", 1)
 @pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
-def test_set_scores__weight_commit_failure(settings, bittensor, mock_pylon_client):
-    """Test that pylon client failures are properly handled."""
-    with patch(
-        "compute_horde_validator.validator.tasks.pylon_client", return_value=mock_pylon_client
-    ):
-        mock_pylon_client.override("get_latest_block", 1084)
-        mock_pylon_client.mock.set_weights.side_effect = Exception("Internal Server Error")
+def test_set_scores__set_weight__commit__too_early_or_too_late(bittensor, current_block: int):
+    bittensor.blocks.head.return_value.number = current_block
+    subtensor_ = MockSubtensor(
+        override_block_number=current_block,
+        hyperparameters=MockHyperparameters(
+            commit_reveal_weights_enabled=True,
+        ),
+    )
+
+    with patch("bittensor.subtensor", return_value=subtensor_):
         setup_db()
         set_scores()
 
-        # Verify pylon client was called
-        mock_pylon_client.mock.set_weights.assert_called_once()
+        assert not subtensor_.weights_committed
 
-        assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 2
+        assert not Weights.objects.exists()
+        assert not SystemEvent.objects.exists()
+
+
+@pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
+@pytest.mark.parametrize(
+    "reveal_block",
+    [
+        # interval start is 722
+        # reveal window is 1444 - 1790 (722 + 722 + 361 - 15 end buffer)
+        1444,  # first block in the window
+        1678,
+        1789,
+    ],
+)
+def test_set_scores__set_weight__reveal__in_time(bittensor, reveal_block: int):
+    current_block = 1234
+    subtensor_ = MockSubtensor(
+        override_block_number=current_block,
+        hyperparameters=MockHyperparameters(
+            commit_reveal_weights_enabled=True,
+        ),
+    )
+    bittensor.blocks.head.return_value.number = current_block
+
+    with patch("bittensor.subtensor", return_value=subtensor_):
+        setup_db()
+        set_scores()
+
+        last_weights = Weights.objects.order_by("-id").first()
+        assert last_weights
+        assert last_weights.revealed_at is None
+        assert last_weights.block == current_block
+
+        subtensor_.override_block_number = reveal_block
+        reveal_scores()
+
+        assert subtensor_.weights_revealed == [
+            [
+                16384,
+                32768,
+                49151,
+                65535,
+            ]
+        ]
+        last_weights.refresh_from_db()
+        assert last_weights.revealed_at is not None
         check_system_events(
-            SystemEvent.EventType.WEIGHT_SETTING_FAILURE,
-            SystemEvent.EventSubType.COMMIT_WEIGHTS_ERROR,
+            SystemEvent.EventType.WEIGHT_SETTING_SUCCESS,
+            SystemEvent.EventSubType.REVEAL_WEIGHTS_SUCCESS,
             1,
         )
 
 
-@pytest.mark.parametrize("current_block", [723, 999, 1082, 1430, 1443])
+@pytest.mark.parametrize(
+    "reveal_block",
+    [
+        # interval start is 722
+        # reveal window is 1444 - 1790 (722 + 722 + 361 - 15 end buffer)
+        1443,  # too early
+        1791,  # too late
+    ],
+)
 @pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
-def test_set_scores__commit__too_early_or_too_late(
-    bittensor, current_block: int, mock_pylon_client
-):
-    with patch(
-        "compute_horde_validator.validator.tasks.pylon_client", return_value=mock_pylon_client
-    ):
-        mock_pylon_client.override("get_latest_block", current_block)
+def test_set_scores__set_weight__reveal__out_of_window(bittensor, reveal_block: int):
+    current_block = 1234
+
+    subtensor_ = MockSubtensor(
+        override_block_number=current_block,
+        hyperparameters=MockHyperparameters(
+            commit_reveal_weights_enabled=True,
+        ),
+    )
+    bittensor.blocks.head.return_value.number = current_block
 
+    with patch("bittensor.subtensor", return_value=subtensor_):
         setup_db()
         set_scores()
 
-        mock_pylon_client.mock.set_weights.assert_not_called()
+        last_weights = Weights.objects.get()
+        assert last_weights
+        assert last_weights.revealed_at is None
+        assert last_weights.block == current_block
 
-        assert not Weights.objects.exists()
-        assert not SystemEvent.objects.exists()
+        subtensor_.override_block_number = reveal_block
 
+        reveal_scores()
 
+    last_weights.refresh_from_db()
+    assert last_weights.revealed_at is None
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE,
+        SystemEvent.EventSubType.REVEAL_WEIGHTS_ERROR,
+        0,  # nothing happened because it's too early to reveal weights
+    )
+
+
+# TODO: Redesign this test
+@pytest.mark.skip
 @pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
-def test_set_scores__multiple_starts(settings, bittensor, mock_pylon_client):
+def test_set_scores__set_weight__reveal__timeout(bittensor, run_uuid):
+    subtensor_ = MockSubtensor(
+        override_block_number=1234,
+        hyperparameters=MockHyperparameters(
+            commit_reveal_weights_enabled=True,
+        ),
+    )
+    bittensor.blocks.head.return_value.number = 1234
+
+    with patch("bittensor.subtensor", return_value=subtensor_):
+        setup_db()
+        set_scores()
+        last_weights = Weights.objects.order_by("-id").first()
+        assert last_weights
+        assert last_weights.revealed_at is None
+        max_system_event_id_before = SystemEvent.objects.all().aggregate(Max("id"))["id__max"]
+        config.DYNAMIC_WEIGHT_REVEALING_TTL = 9
+        config.DYNAMIC_WEIGHT_REVEALING_HARD_TTL = 15
+        config.DYNAMIC_WEIGHT_REVEALING_ATTEMPTS = 5
+        config.DYNAMIC_WEIGHT_REVEALING_FAILURE_BACKOFF = 1
+
+        with override_settings(CELERY_TASK_ALWAYS_EAGER=False):
+            with Celery("compute_horde_validator.validator.tests.mock_subtensor_config", run_uuid):
+                result = reveal_scores.apply_async()
+                result.get(timeout=120)
+        last_weights.refresh_from_db()
+        assert last_weights.revealed_at is not None
+        system_events = list(
+            SystemEvent.objects.filter(id__gt=max_system_event_id_before or 0)
+            .values_list("type", "subtype")
+            .order_by("id")
+        )
+        assert any(
+            system_events[-len(expected_events) :] == expected_events
+            for expected_events in [
+                [
+                    ("WEIGHT_SETTING_FAILURE", "REVEAL_WEIGHTS_ERROR"),
+                    ("WEIGHT_SETTING_FAILURE", "REVEAL_WEIGHTS_ERROR"),
+                    ("WEIGHT_SETTING_FAILURE", "REVEAL_WEIGHTS_ERROR"),
+                    ("WEIGHT_SETTING_SUCCESS", "REVEAL_WEIGHTS_SUCCESS"),
+                ],
+                [
+                    ("WEIGHT_SETTING_FAILURE", "WRITING_TO_CHAIN_TIMEOUT"),
+                    ("WEIGHT_SETTING_FAILURE", "REVEAL_WEIGHTS_ERROR"),
+                    ("WEIGHT_SETTING_FAILURE", "REVEAL_WEIGHTS_ERROR"),
+                    ("WEIGHT_SETTING_SUCCESS", "REVEAL_WEIGHTS_SUCCESS"),
+                ],
+                [
+                    ("WEIGHT_SETTING_FAILURE", "REVEAL_WEIGHTS_ERROR"),
+                    ("WEIGHT_SETTING_FAILURE", "WRITING_TO_CHAIN_TIMEOUT"),
+                    ("WEIGHT_SETTING_FAILURE", "REVEAL_WEIGHTS_ERROR"),
+                    ("WEIGHT_SETTING_FAILURE", "REVEAL_WEIGHTS_ERROR"),
+                    ("WEIGHT_SETTING_SUCCESS", "REVEAL_WEIGHTS_SUCCESS"),
+                ],
+            ]
+        ), system_events
+
+
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_ATTEMPTS", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_FAILURE_BACKOFF", 0)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_HARD_TTL", 1)
+@patch("compute_horde_validator.validator.tasks.WEIGHT_SETTING_TTL", 1)
+@pytest.mark.django_db(databases=["default", "default_alias"], transaction=True)
+def test_set_scores__multiple_starts(settings, bittensor):
+    bittensor.blocks.head.return_value.number = 1234
+
     # to ensure the other tasks will be run at the same time
     settings.CELERY_TASK_ALWAYS_EAGER = False
     threads = 5
 
-    with patch(
-        "compute_horde_validator.validator.tasks.pylon_client", return_value=mock_pylon_client
-    ):
-        setup_db()
+    setup_db()
 
-        with concurrent.futures.ThreadPoolExecutor(max_workers=threads) as pool:
-            for _ in range(threads):
-                pool.submit(set_scores)
-        mock_pylon_client.mock.set_weights.assert_called_once()
+    with concurrent.futures.ThreadPoolExecutor(max_workers=threads) as pool:
+        for _ in range(threads):
+            pool.submit(set_scores)
 
-    assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 2
+    assert SystemEvent.objects.using(settings.DEFAULT_DB_ALIAS).count() == 3
 
     check_system_events(
-        SystemEvent.EventType.WEIGHT_SETTING_SUCCESS,
-        SystemEvent.EventSubType.COMMIT_WEIGHTS_SUCCESS,
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE,
+        SystemEvent.EventSubType.WRITING_TO_CHAIN_TIMEOUT,
         1,
     )
+    # end of retries system event
+    check_system_events(
+        SystemEvent.EventType.WEIGHT_SETTING_FAILURE, SystemEvent.EventSubType.GIVING_UP, 1
+    )
diff --git a/validator/envs/dev/.env.template b/validator/envs/dev/.env.template
index b8c7205df..82bea64cd 100644
--- a/validator/envs/dev/.env.template
+++ b/validator/envs/dev/.env.template
@@ -18,7 +18,6 @@ BITTENSOR_NETWORK=test
 BITTENSOR_WALLET_NAME=compute_horde_validator
 BITTENSOR_WALLET_HOTKEY_NAME=default
 BITTENSOR_EVM_RPC_URL=https://test.chain.opentensor.ai
-HOST_WALLET_DIR=
 FACILITATOR_URI=wss://staging.facilitator.computehorde.io/ws/v0/
 STATS_COLLECTOR_URL=https://staging.facilitator.computehorde.io/stats_collector/v0/
 
@@ -32,12 +31,6 @@ CORS_ALLOW_ALL_ORIGINS=0
 REDIS_HOST=localhost
 REDIS_PORT=9379
 
-PYLON_PORT=8000
-PYLON_ADDRESS=127.0.0.1
-COMMIT_NUM_EPOCHS_PER_CYLE=2
-COMMIT_WINDOW_END_BUFFER=15
-COMMIT_WINDOW_START_OFFSET=361
-
 
 CELERY_BROKER_URL=redis://localhost:9379/0
 CELERY_TASK_ALWAYS_EAGER=0
@@ -87,4 +80,4 @@ S3_BUCKET_NAME_PROMPTS=
 S3_BUCKET_NAME_ANSWERS=
 
 CONFIG_CONTRACT_ADDRESS=
-USE_CONTRACT_CONFIG=
+USE_CONTRACT_CONFIG=
\ No newline at end of file
diff --git a/validator/envs/dev/docker-compose.yml b/validator/envs/dev/docker-compose.yml
index 2ca45cea7..99f8f0d7c 100644
--- a/validator/envs/dev/docker-compose.yml
+++ b/validator/envs/dev/docker-compose.yml
@@ -24,37 +24,6 @@ services:
     ports:
       - ${POSTGRES_PORT}:5432
 
-  pylon:
-    image: backenddevelopersltd/bittensor-pylon:v1-latest
-    restart: unless-stopped
-    healthcheck:
-      test: curl -fsS http://0.0.0.0:8000/health || exit 1
-    env_file: ./.env
-    environment:
-      - AM_I_A_VALIDATOR=true
-      # Override specific variables to ensure consistency with validator
-      - BITTENSOR_NETWORK=${BITTENSOR_NETWORK}
-      - BITTENSOR_NETUID=${BITTENSOR_NETUID}
-      - BITTENSOR_WALLET_NAME=${BITTENSOR_WALLET_NAME}
-      - BITTENSOR_WALLET_HOTKEY_NAME=${BITTENSOR_WALLET_HOTKEY_NAME}
-      - BITTENSOR_WALLET_PATH=/app/wallets
-      - SENTRY_DSN=${SENTRY_DSN}
-      - SENTRY_ENVIRONMENT=${ENV:-prod}
-      - COMMIT_CYCLE_LENGTH=${COMMIT_NUM_EPOCHS_PER_CYLE:-60}
-      - COMMIT_WINDOW_START_OFFSET=${COMMIT_WINDOW_START_OFFSET:-0}
-      - COMMIT_WINDOW_END_BUFFER=${COMMIT_WINDOW_END_BUFFER:-0}
-      - WEIGHT_COMMIT_CHECK_INTERVAL=${WEIGHT_COMMIT_CHECK_INTERVAL:-60}
-      - FETCH_HYPERPARAMS_INTERVAL=${FETCH_HYPERPARAMS_INTERVAL:-60}
-      - FETCH_METAGRAPH_INTERVAL=${FETCH_METAGRAPH_INTERVAL:-10}
-      - METAGRAPH_CACHE_TTL=${METAGRAPH_CACHE_TTL:-600}
-      - METAGRAPH_CACHE_MAXSIZE=${METAGRAPH_CACHE_MAXSIZE:-1000}
-    volumes:
-      - ${HOST_WALLET_DIR:-~/.bittensor}:/app/wallets
-      - pylon_data:/app/data
-    ports:
-      - ${PYLON_PORT}:8000
-
 volumes:
   redis_data:
-  db_data:
-  pylon_data:
+  db_data:
\ No newline at end of file
diff --git a/validator/envs/runner/data/docker-compose.yml b/validator/envs/runner/data/docker-compose.yml
index 2284b8891..c97debfc6 100644
--- a/validator/envs/runner/data/docker-compose.yml
+++ b/validator/envs/runner/data/docker-compose.yml
@@ -292,40 +292,6 @@ services:
     labels:
       - "com.centurylinklabs.watchtower.enable=true"
 
-  pylon:
-    image: backenddevelopersltd/bittensor-pylon:v1-latest
-    restart: unless-stopped
-    healthcheck:
-      test: curl -fsS http://0.0.0.0:8000/health || exit 1
-    env_file: ./.env
-    environment:
-      - AM_I_A_VALIDATOR=true
-      # Override specific variables to ensure consistency with validator
-      - BITTENSOR_NETWORK=${BITTENSOR_NETWORK}
-      - BITTENSOR_NETUID=${BITTENSOR_NETUID}
-      - BITTENSOR_WALLET_NAME=${BITTENSOR_WALLET_NAME}
-      - BITTENSOR_WALLET_HOTKEY_NAME=${BITTENSOR_WALLET_HOTKEY_NAME}
-      - BITTENSOR_WALLET_PATH=/app/wallets
-      - SENTRY_DSN=${SENTRY_DSN}
-      - SENTRY_ENVIRONMENT=${ENV:-prod}
-      - COMMIT_CYCLE_LENGTH=${COMMIT_NUM_EPOCHS_PER_CYLE:-60}
-      - COMMIT_WINDOW_START_OFFSET=${COMMIT_WINDOW_START_OFFSET:-0}
-      - COMMIT_WINDOW_END_BUFFER=${COMMIT_WINDOW_END_BUFFER:-0}
-      - WEIGHT_COMMIT_CHECK_INTERVAL=${WEIGHT_COMMIT_CHECK_INTERVAL:-60}
-      - FETCH_HYPERPARAMS_INTERVAL=${FETCH_HYPERPARAMS_INTERVAL:-60}
-      - FETCH_METAGRAPH_INTERVAL=${FETCH_METAGRAPH_INTERVAL:-10}
-      - METAGRAPH_CACHE_TTL=${METAGRAPH_CACHE_TTL:-600}
-      - METAGRAPH_CACHE_MAXSIZE=${METAGRAPH_CACHE_MAXSIZE:-1000}
-    volumes:
-      - ${HOST_WALLET_DIR:-~/.bittensor}:/app/wallets
-      - pylon_data:/app/data
-    ports:
-      - ${PYLON_PORT}:8000
-    logging:
-      <<: *logging
-    labels:
-      - "com.centurylinklabs.watchtower.enable=true"
-
   nginx:
     image: backenddevelopersltd/compute-horde-validator-nginx:v0-latest
     restart: unless-stopped
@@ -361,4 +327,3 @@ volumes:
   redis:
   db:
   static:
-  pylon_data:
diff --git a/validator/pyproject.toml b/validator/pyproject.toml
index 4fc1fb5c9..1eeccbff8 100644
--- a/validator/pyproject.toml
+++ b/validator/pyproject.toml
@@ -42,7 +42,6 @@ dependencies = [
     "requests>=2.32.3",
     "turbobt~=0.2.2",
     "aiohttp>=3.12.0",
-    "bittensor-pylon>=0.0.7",
 ]
 
 [tool.uv.sources]
diff --git a/validator/setup-dev.sh b/validator/setup-dev.sh
index b02b8e893..b219471ac 100755
--- a/validator/setup-dev.sh
+++ b/validator/setup-dev.sh
@@ -22,8 +22,5 @@ cd "${PROJECT_DIR}/app/"
 [[ -L "Dockerfile" ]] && unlink Dockerfile
 [[ -L "src/entrypoint.sh" ]] && unlink src/entrypoint.sh
 
-# make sure folder exists for docker mounting
-mkdir -p ~/.bittensor/wallets
-
 # Ensure that the script returns zero for the CI
 exit 0
diff --git a/validator/uv.lock b/validator/uv.lock
index 281ee6b9c..7df783d5e 100644
--- a/validator/uv.lock
+++ b/validator/uv.lock
@@ -21,7 +21,7 @@ wheels = [
 
 [[package]]
 name = "aiohttp"
-version = "3.12.15"
+version = "3.12.13"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohappyeyeballs", marker = "sys_platform == 'darwin' or sys_platform == 'linux'" },
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