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[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__aes-cbc-padding-oracle
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/aes-cbc-padding-oracle@sha256:8ea23de45c05d44ae09dda3da09f35d3d63b3d6c6deb0647e9da65dea5f1d244", "task_id": "litecoder_terminal_rl__aes-cbc-padding-oracle" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__aes-cbc-pdf-decrypt
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/aes-cbc-pdf-decrypt@sha256:986af0914aa3570bd068df3c58ea795ddce3d1499e4b6f7163ecc310745bd309", "task_id": "litecoder_terminal_rl__aes-cbc-pdf-decrypt" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__aes-cbc-png-stego-decrypt
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/aes-cbc-png-stego-decrypt@sha256:cf27c0677f6999b7b0511b7dc861f59d4cda643aec8e58bdef879a6ac72140a4", "task_id": "litecoder_terminal_rl__aes-cbc-png-stego-decrypt" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__aes-gcm-nonce-reuse-exploit
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/aes-gcm-nonce-reuse-exploit@sha256:a83e3f0d0d410c90fbfd4e7c8715a21a7dd3124712e1c70642d016596d484594", "task_id": "litecoder_terminal_rl__aes-gcm-nonce-reuse-exploit" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__aes-known-plaintext-recovery
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/aes-known-plaintext-recovery@sha256:a16a3709084188b7ce2a6088860572e8f3f5629856f83d55ce6f25bce2414092", "task_id": "litecoder_terminal_rl__aes-known-plaintext-recovery" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__ag-news-topic-classifier
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/ag-news-topic-classifier@sha256:090d40afece0ad805c93e14fff666ada70775bf2598c1e91c00b3894536d4765", "task_id": "litecoder_terminal_rl__ag-news-topic-classifier" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__alpine-static-binary-builder
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/alpine-static-binary-builder@sha256:347aca24d9de02efd139aeb2855a4d4e95506149d371b3efe20083730b40cb3d", "task_id": "litecoder_terminal_rl__alpine-static-binary-builder" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__als-matrix-factorization-recommender
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/als-matrix-factorization-recommender@sha256:703b728ff29164cdedb034b01ac3ec706bd189fe22d579ed04bc41f84dd2f39f", "task_id": "litecoder_terminal_rl__als-matrix-factorization-recommender" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__analyze-airport-performance
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/analyze-airport-performance@sha256:309ae96024b031e6f9af1d1479e0ef15233675eaba46e6e60bbbd255901a4465", "task_id": "litecoder_terminal_rl__analyze-airport-performance" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__analyze-global-climate-data
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/analyze-global-climate-data@sha256:17b045735b4c1b366d0f35d215b318d7905fad6be6d58bdf058b2ae4b6071e9f", "task_id": "litecoder_terminal_rl__analyze-global-climate-data" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__analyze-nyc-citibike-trips
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/analyze-nyc-citibike-trips@sha256:a70ca7efc079d41e308d77cc17ebac51880c61759a20ce4bcdad5ae47bcfba1e", "task_id": "litecoder_terminal_rl__analyze-nyc-citibike-trips" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__analyze-nyc-taxi-efficiency
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/analyze-nyc-taxi-efficiency@sha256:10ebf8edd1373091d27d616b13e0cad1d5615f52fdb054bd1e47516bb66a2ac5", "task_id": "litecoder_terminal_rl__analyze-nyc-taxi-efficiency" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__analyze-retail-sales-data
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/analyze-retail-sales-data@sha256:d7b4e663be45bcbf7ddc9ec5c9d162297507d503fd2b4be12a330c244a60f9ed", "task_id": "litecoder_terminal_rl__analyze-retail-sales-data" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__analyze-stock-data-visualize
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/analyze-stock-data-visualize@sha256:289f825f2459861dc101f9efff9b78199a82095c8eca8566c81347210a8f5764", "task_id": "litecoder_terminal_rl__analyze-stock-data-visualize" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__apache-modsecurity-proxy
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/apache-modsecurity-proxy@sha256:6f7a1cec7149734ae27fcdc97926c439e1bccfe2edcdacf9f5f83575afa45626", "task_id": "litecoder_terminal_rl__apache-modsecurity-proxy" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__apache-ssl-vhosts-setup
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/apache-ssl-vhosts-setup@sha256:dc6616b3d691d87718ad445cd4ddb7427ad3a68e2fd6ab9197be7bc9c145e6a8", "task_id": "litecoder_terminal_rl__apache-ssl-vhosts-setup" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__apache-virtual-hosts-setup
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/apache-virtual-hosts-setup@sha256:7ba0880ac3ce0c28d6f7ede0b9d45c14d1aef60f246d97ca9f933ad31acdf8ad", "task_id": "litecoder_terminal_rl__apache-virtual-hosts-setup" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__apache-websocket-reverse-proxy
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/apache-websocket-reverse-proxy@sha256:cb2a47ad65a737969bb801c5bdd086a578d33bbfb43cf662942080afcbf13951", "task_id": "litecoder_terminal_rl__apache-websocket-reverse-proxy" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__arm-cortex-m4-cross-compile
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/arm-cortex-m4-cross-compile@sha256:e0e2311a89d3ecfd1ad109ba01bf582d1fa5906bf6eb1b9401effb701c384cf4", "task_id": "litecoder_terminal_rl__arm-cortex-m4-cross-compile" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__arm-cortex-m4-linker-script
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/arm-cortex-m4-linker-script@sha256:fe95e60d988ab39738db3899bda75551cd4fdfa0681e8fab2da285ed9b9e6f5e", "task_id": "litecoder_terminal_rl__arm-cortex-m4-linker-script" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__arm-cross-compiler-dockerfile
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/arm-cross-compiler-dockerfile@sha256:0d6f6836b2ba245696af5e63ef501d42cb6dce27ea0c0c6b3d11c6bdf5e343df", "task_id": "litecoder_terminal_rl__arm-cross-compiler-dockerfile" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__arm64-cross-compile-setup
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/arm64-cross-compile-setup@sha256:d9744668ba027083f7b4f5d02bfdc03aba75688a9bd9972acd8a976d06ef1e6a", "task_id": "litecoder_terminal_rl__arm64-cross-compile-setup" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__arm64-cross-toolchain-builder
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/arm64-cross-toolchain-builder@sha256:de75b574edbc76f0846f7f579ce7376b2c298c2be0b56634b77cf200e58efbb3", "task_id": "litecoder_terminal_rl__arm64-cross-toolchain-builder" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__arm64-rootfs-python-builder
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/arm64-rootfs-python-builder@sha256:4d3ddb9f2335bcbcdba607c7cfb6d66d8a974fe73128e59a56bf9c4d45d03402", "task_id": "litecoder_terminal_rl__arm64-rootfs-python-builder" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__audio-genre-cnn-pytorch
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/audio-genre-cnn-pytorch@sha256:608f0adca709c4b6944e20ace2fde363c2c80afa5f83756e555f05699f37bc86", "task_id": "litecoder_terminal_rl__audio-genre-cnn-pytorch" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__audit-release-branch-commits
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/audit-release-branch-commits@sha256:75097e017de18deb9ec1bf742fa7fe8d4556f3888f1eda0c2c5248ba2263a6ee", "task_id": "litecoder_terminal_rl__audit-release-branch-commits" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__audit-users-harden-ssh
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/audit-users-harden-ssh@sha256:efb160f25de3f99dc37ebd01afc030d46cb517fb04c5a12e7998312e3159bb1c", "task_id": "litecoder_terminal_rl__audit-users-harden-ssh" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__automate-git-bisect-bug
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/automate-git-bisect-bug@sha256:90d23ff49a7f94648fa559eab826b13faaa2d4eaba5f7d1e574db65efe2cb517", "task_id": "litecoder_terminal_rl__automate-git-bisect-bug" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__automate-user-permission-setup
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/automate-user-permission-setup@sha256:68182edaa39250da0a534931f0197d8906040b89726fb314f25e2fdc77ad6f8d", "task_id": "litecoder_terminal_rl__automate-user-permission-setup" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__automated-offsite-backup-system
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/automated-offsite-backup-system@sha256:ac25593bcbb77d4b3b3c3f8bba629b8bfa518809ddab19feab844a169cc2b159", "task_id": "litecoder_terminal_rl__automated-offsite-backup-system" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__automated-rsync-sync-pipeline
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/automated-rsync-sync-pipeline@sha256:c83c566b8bf8abfc988a8354e0adb7c9a47c9b4da68dea972ea5fe66ab7f5fd5", "task_id": "litecoder_terminal_rl__automated-rsync-sync-pipeline" }
litecoder_terminal_rl
[ { "content": "You are a helpful assistant that can interact with a computer.\n\nYour response must include a THOUGHT section before your action where you\nexplain your reasoning. After the THOUGHT, you must call the `bash` tool\nwith EXACTLY ONE bash command (multiple commands chained with `&&` or `||`\ncount a...
litecoder_terminal_rl__autotools-libmini-conversion
passthrough
{ "env_name": "swerl_vanillux_sandbox", "image": "paraliine/autotools-libmini-conversion@sha256:9744316d2370883dfcfc38d05b84c580a6b7d7c492db6cb67aeade76e4ed94bd", "task_id": "litecoder_terminal_rl__autotools-libmini-conversion" }
litecoder_terminal_rl
End of preview. Expand in Data Studio

LiteCoder-Terminal-RL-preview for tmax

All 602 task directories from Lite-Coder/LiteCoder-Terminal-RL-preview, pinned to 6fe7e994ff12d678de9b803da5c9907c8394a89c, converted to tmax's swerl_vanillux_sandbox format.

The train split uses the same messages, ground_truth, dataset, env_config, and source schema as the other hamishivi/agent-task-* datasets. Messages use the tmax Vanillux templates; dataset is passthrough. Task IDs are prefixed with litecoder_terminal_rl__ to avoid collisions when combining task archives. task-manifest.json maps them back to original paths.

task-data.tar.gz contains a directory per task with all original task files preserved byte-for-byte, plus image.txt. Instructions, verifiers, build contexts, metadata, and reference solutions are retained. The tmax loader exposes only environment seed files and defers tests until submission; reference solutions are not mounted into the agent sandbox.

Usage

from datasets import load_dataset
from huggingface_hub import hf_hub_download

train = load_dataset("hamishivi/agent-task-litecoder-terminal-rl-preview", split="train")
archive = hf_hub_download("hamishivi/agent-task-litecoder-terminal-rl-preview", "task-data.tar.gz", repo_type="dataset")

Extract the archive and set the sandbox task_data_dir to the directory containing the task directories. Every row specifies its image explicitly. Task resource requirements and verifier timeouts remain in the original task.toml; configure the training harness accordingly.

Images

The 602 existing public upstream paraliine/* images are reused and pinned by registry digest. All image manifests were verified accessible before publication. No Dockerfile changes or image rebuilds are needed.

Validation and attribution

All rows passed schema and Parquet round-trip checks, and every archived task file was checked against the downloaded source bytes. See validation.json. This does not constitute an evaluation of every task or a full training run.

The upstream license is mit. Consult the upstream dataset card for citation and provenance. tmax Vanillux prompts are adapted from mini-swe-agent (MIT).

Sample runtime checks

The git-tree-conflict-resolution sample scored 0 without a solution and 1 with the upstream oracle. The aes-cbc-padding-oracle sample scored 0 without a solution; its oracle required cryptography installed into the image system Python before producing reward 1. The upstream image and task files remain unchanged. See smoke-results.json.

Apptainer images

The current Apptainer pool and unified download manifest are maintained in TMaxxx/agent-task-litecoder-terminal-rl-preview. New SIF uploads go to TMaxxx; earlier images remain available here. Use the downloader and manifest in the linked repository to retrieve all available images with tmax-compatible filenames.

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