diff --git a/docker/hf_pull.sh b/docker/hf_pull.sh
new file mode 100755
index 0000000000..77a7d0752b
--- /dev/null
+++ b/docker/hf_pull.sh
@@ -0,0 +1,41 @@
+#!/usr/bin/env bash
+# Simulate `docker pull <image>` against a Hugging Face Hub model repo.
+#
+# Counterpart to docker/hf_push.sh -- downloads the tar.gz blob from the HF
+# repo and `docker load`s it.
+#
+# Usage:
+#   bash docker/hf_pull.sh <hf_repo> [<blob>] [<verify_tag>]
+#   bash docker/hf_pull.sh danielhanchen/unsloth-blackwell-docker unsloth-blackwell-test.tar.gz unsloth-blackwell:test
+#
+# Requires: docker, pigz (or gzip), huggingface-cli logged in (read scope is
+# sufficient for public repos).
+set -euo pipefail
+
+REPO="${1:?usage: hf_pull.sh <hf_repo> [<blob>] [<verify_tag>]}"
+BLOB="${2:-unsloth-blackwell.tar.gz}"
+VERIFY="${3:-}"
+WORK="${HF_PULL_TMP:-/tmp}"
+
+command -v docker >/dev/null          || { echo "ERROR: docker not on PATH"; exit 1; }
+command -v huggingface-cli >/dev/null || { echo "ERROR: huggingface-cli not on PATH (pip install -U huggingface_hub)"; exit 1; }
+DECOMPRESSOR=$(command -v pigz || command -v gzip) || { echo "ERROR: need pigz or gzip"; exit 1; }
+
+DEST="${WORK}/$(basename "${BLOB}")"
+echo ">> downloading ${REPO}/${BLOB} -> ${DEST}"
+huggingface-cli download "${REPO}" "${BLOB}" --repo-type=model --local-dir "${WORK}"
+ls -lh "${DEST}"
+
+echo ">> loading into docker (using ${DECOMPRESSOR##*/})"
+"${DECOMPRESSOR}" -d -c "${DEST}" | docker load
+
+if [[ -n "${VERIFY}" ]]; then
+    if docker image inspect "${VERIFY}" >/dev/null 2>&1; then
+        echo ">> verified: ${VERIFY} is loaded"
+        docker image inspect --format 'image_id={{.Id}} size={{.Size}}' "${VERIFY}"
+    else
+        echo "WARN: expected tag ${VERIFY} not found after load. docker images:"
+        docker images
+        exit 1
+    fi
+fi
diff --git a/docker/hf_push.sh b/docker/hf_push.sh
new file mode 100755
index 0000000000..1fda968cc9
--- /dev/null
+++ b/docker/hf_push.sh
@@ -0,0 +1,45 @@
+#!/usr/bin/env bash
+# Simulate `docker push <image>` against a Hugging Face Hub model repo.
+#
+# HF Hub doesn't act as an OCI registry for arbitrary images (only Spaces have
+# that). So we approximate the push by:
+#   1. docker save | pigz  -> single tar.gz blob
+#   2. huggingface-cli upload to <repo>/{tag}.tar.gz
+#
+# This is good for cross-host testing where you want one canonical place to
+# pull from. For the real release, use Docker Hub or GHCR with `docker push`,
+# which gives you layer dedup, manifest negotiation, and standard `docker pull`
+# UX -- see .github/workflows/docker-publish.yml in this repo.
+#
+# Usage:
+#   bash docker/hf_push.sh <image:tag> <hf_repo>
+#   bash docker/hf_push.sh unsloth-blackwell:test danielhanchen/unsloth-blackwell-docker
+#
+# Requires: docker, pigz (or gzip), huggingface-cli logged in with a write token.
+set -euo pipefail
+
+IMAGE="${1:?usage: hf_push.sh <image:tag> <hf_repo>}"
+REPO="${2:?usage: hf_push.sh <image:tag> <hf_repo>}"
+TAG="${IMAGE##*:}"
+NAME="${IMAGE%:*}"
+NAME="${NAME##*/}"
+BLOB="${NAME}-${TAG}.tar.gz"
+WORK="${HF_PUSH_TMP:-/tmp}"
+
+command -v docker >/dev/null              || { echo "ERROR: docker not on PATH"; exit 1; }
+command -v huggingface-cli >/dev/null     || { echo "ERROR: huggingface-cli not on PATH (pip install -U huggingface_hub)"; exit 1; }
+COMPRESSOR=$(command -v pigz || command -v gzip) || { echo "ERROR: need pigz or gzip"; exit 1; }
+
+OUT="${WORK}/${BLOB}"
+echo ">> saving ${IMAGE} -> ${OUT} (using ${COMPRESSOR##*/})"
+docker save "${IMAGE}" | "${COMPRESSOR}" > "${OUT}"
+ls -lh "${OUT}"
+
+echo ">> uploading to https://huggingface.co/${REPO}/blob/main/${BLOB}"
+huggingface-cli upload "${REPO}" "${OUT}" "${BLOB}" \
+    --repo-type=model \
+    --commit-message="push ${IMAGE} ($(docker inspect --format '{{.Id}}' "${IMAGE}" | cut -c8-19))"
+
+echo ">> pushed."
+echo "On the consumer side, run:"
+echo "  bash docker/hf_pull.sh ${REPO} ${BLOB} ${IMAGE}"