datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
aetheris-experiencesVideo2Worldscbe-aethermoore-training-data
Status: canonical. Primary public training dataset for SCBE-AETHERMOORE and the most-used repo in this account. Other scbe-* dataset repos are experiment-specific slices.
SCBE-AETHERMOORE Training Dataset
Supervised fine-tuning (SFT) dataset for the SCBE-AETHERMOORE hyperbolic geometry AI safety and governance framework.
Overview
This dataset contains 10,978 training pairs spanning the full SCBE-AETHERMOORE system: 14-layer architecture knowledge, Six Sacred… See the full description on the dataset page: https://huggingface.co/datasets/issdandavis/scbe-aethermoore-training-data.aether-redteam-dataset
AETHER Red Team Dataset
Uncensored offensive cybersecurity dataset for training autonomous pentesting AI (Hermes Agent).
v15 (2026-05-02)
20,072 redteam records (93.8% approved)
Dropped: 2,687 non-redteam + 66 syntax errors + 4 refusals + 5 exact duplicates
Categories: cloud, active_directory, ics_ot, malware_edr, web_api, cryptography, binary_exploitation, network_infra, osint_social_engineering, threat_intel_purple_team, mobile, bug_bounty, wireless_physical… See the full description on the dataset page: https://huggingface.co/datasets/seelieBeelie/aether-redteam-dataset.AetherSearch_Eval_1400
🔭 AetherSearch Eval-1400
One frozen benchmark for training-time evaluation and final checkpoint assessment
🏠 Project ·
🎓 SFT Data ·
🤖 SFT Model ·
⚖️ DPO Data ·
🧠 DPO Model
Dataset overview
AetherSearch Eval-1400 is a frozen, 1,400-question evaluation suite for
agentic search. It combines seven official held-out QA sources and isolates
their questions from the audited AetherSearch SFT, DPO, and RL training inputs.
This… See the full description on the dataset page: https://huggingface.co/datasets/muradil211/AetherSearch_Eval_1400.AetherCode
AetherCode: Evaluating LLMs' Ability to Win In Premier Programming Competitions
Introduction
Competitive programming has emerged as a critical benchmark for evaluating the reasoning and coding capabilities of Large Language Models (LLMs). Despite impressive progress on existing benchmarks, we argue that current evaluations overstate model proficiency, masking a substantial gap between LLMs and elite human programmers. This gap arises… See the full description on the dataset page: https://huggingface.co/datasets/m-a-p/AetherCode.aether-sft-v1-sources
aether-sft-v1-sources
Top-tier generalist SFT instruction-tuning sources for AETHER training. Aggregates the SOTA datasets: Tulu-3 SFT mixture (Allen AI), OpenHermes-2.5 (Teknium), NuminaMath-CoT/1.5 (AI-MO, math reasoning), WildChat-1M (real GPT-4 conversations), Dolphin + Dolphin-R1 (reasoning), Tulu-3 personas (math/instr). Multi-skill: instruction-following, math reasoning, coding, dialogue, multilingual.
Disclaimer (Responsible Disclosure)
This bundle aggregates… See the full description on the dataset page: https://huggingface.co/datasets/jescy525/aether-sft-v1-sources.aether-harvest-eliteAether-V1.9
Aether Dataset
Creator: SteelSkull
About Aether: The Aether dataset.
Rebuilt script from v1.8.5 to v1.9.
Version v1.9
Due to an error in the codebase the 'system' and 'tools' records were not being carried over to the final dataframe, it has been fixed
Recommendation from a discord user (#nguyenzzz [they also found the error above]) was to add an 'origins' records for where the dataset was being pulled… See the full description on the dataset page: https://huggingface.co/datasets/TheSkullery/Aether-V1.9.AetherSearch_SFT
AetherSearch Search-SFT 2600
Dataset Overview
This release contains 2,600 validated full agent trajectories for the
Qwen2.5-3B AetherSearch cold start, including retrieval and zero-search
direct-answer trajectories.
The DeepSeek teacher ran with thinking disabled and with no tools registered.
Teacher answers were accepted only when their normalized minimal answer matched
an isolated reference alias. The exported final <think> was canonicalized to
the public… See the full description on the dataset page: https://huggingface.co/datasets/muradil211/AetherSearch_SFT.akie-pretrain-corpus
AKIE Pretrain Corpus
Corpus de pré-treino para a família de modelos AKIE, organizado em 4
eixos com proporções fixas, tokenizado com o
AkieTokenizer
(SentencePiece BPE, 32k vocabulário).
Composição
Eixo
Proporção
Tokens
Código
40%
~2,40B
Instruções
20%
~1,20B
Diálogo
25%
~1,50B
Raciocínio
15%
~0,90B
Total
100%
~6,00B
Fontes: código-fonte de repositórios públicos (várias linguagens),
diálogos e instruções em português (traduções e coleções… See the full description on the dataset page: https://huggingface.co/datasets/AETHER-LAB/akie-pretrain-corpus.black_smash_05_eventvla
Black Smash 05 EventVLA Keyframes
这是由本地 black_smash_05 转换得到的 EventVLA/LeRobot 格式数据集，并已写入关键帧标注。
数据概况
episodes: 232
frames: 175281
fps: 30
robot_type: bimanual_cartesian_delta_20d
videos: 464
video views: observation.images.left_wrist, observation.images.right_wrist
action_dim: 20
state_dim: 20
关键帧标注
每个 episode 的 meta/episodes.jsonl 中包含：
keyframe_steps
inspect_keyframe_steps
eventvla_keyframe_source
当前关键帧来自 state-based weak teacher 导出的六类阶段点：… See the full description on the dataset page: https://huggingface.co/datasets/Aether258/black_smash_05_eventvla.cpp_cwe_GRPO
cpp_cwe_GRPO
VeRL/GRPO-ready C++ security-coding dataset produced from every harness-passing stage-6 rewrite in the simple_gen pipeline.
Files
File
Rows
Description
cpp_cwe_GRPO.parquet
8,039
Full corrected dataset
cpp_cwe_GRPO_train.parquet
7,236
Deterministic 90% training split
cpp_cwe_GRPO_val.parquet
803
Deterministic 10% validation split
The split uses seed 20260929. Each record has a unique function name, and the two splits are disjoint.… See the full description on the dataset page: https://huggingface.co/datasets/AetherPrior/cpp_cwe_GRPO.3DRAG-Bench
3DRAG-Bench
This dataset contains 100 curated 3D object assets for 3DRAG 3D editing experiments.
Each object is stored as a GLB mesh together with a cleaned editing specification.
Dataset Structure
.
+-- README.md
+-- LICENSE
+-- .gitattributes
+-- metadata.csv
+-- name_mapping.csv
`-- assets/
`-- <asset_name>/
+-- model.glb
`-- dataset_input_clean.json
Files
assets/<asset_name>/model.glb: GLB asset file.… See the full description on the dataset page: https://huggingface.co/datasets/AeTherRaIn/3DRAG-Bench.Aether-V1.5
Aether Dataset
Creator: SteelSkull
Community Organization: ConvexAI
Discord: Join us on Discord
About Aether: The Aether dataset.
rebuilt script, new dataset
from 1.2.2 to 1.5, changed datasets, added two.
version v1.5 is a rework of the human -> gpt conversations and added system and tool columns
Source Datasets:… See the full description on the dataset page: https://huggingface.co/datasets/TheSkullery/Aether-V1.5.aetherock
Aetherock
Aetherock is a task-organized tactile manipulation dataset prepared in the FTP1-compatible Zarr format for contribution to Open-X-Tactile (OXT).
The conversion preserves the decoded vision and tactile image pixels, force values, timestamps, frame ordering, episode boundaries, task instructions, poses, gripper values, and cross-modal alignment.
Layout
Each task directory contains one complete Zarr ZIP archive:
bread_moving/
clamp_seal/
close_bottle/… See the full description on the dataset page: https://huggingface.co/datasets/lihong-cs/aetherock.aether-evalscbt4jee-zipsc_cwe_GRPO
c_cwe_GRPO
VeRL/GRPO-ready C security coding dataset generated by the simple_gen pipeline.
Each row is a harness-validated task with pytest security/functionality tests and oracle candidate_c. Most CWEs are post stage-6 rubric rewrite (6_rewrites.jsonl); CWE-476 is still from stage-5 guidelines. Stage-7 guideline resampling has not been applied yet, so high_level_guidelines / implementational may be empty on rewritten rows.
Files
File
Rows
Description… See the full description on the dataset page: https://huggingface.co/datasets/AetherPrior/c_cwe_GRPO.AetherCode-v1
Dataset Description
Abstract
The "AetherCode" dataset is designed to fine-tune models on coding tasks across various programming languages, incorporating complex real-world coding scenarios. It aims to push the boundaries of AI in code generation and software development.
How to Load This Dataset
from datasets import load_dataset
dataset = load_dataset("thesven/AetherCode-v1", split="5star")
Languages
The dataset includes coding problems in… See the full description on the dataset page: https://huggingface.co/datasets/thesven/AetherCode-v1.RL_seccode_gen
C++ update
The C++ portion was replaced with the 7,236-row training split from AetherPrior/cpp_cwe_GRPO, built from the harness-passing stage-6 rewritten C++ records. Non-C++ rows were retained unchanged.
C++ guideline refresh
The existing 7,236 C++ training rows retain their exact function-ID set. Revised high-level and implementation guidelines were overlaid for 2,256 matching records from the C++ rewritten-guidelines artifacts; 1,072 records received changed… See the full description on the dataset page: https://huggingface.co/datasets/AetherPrior/RL_seccode_gen.stocks-AETHER-1D-candlesi-am-aether-v1
i-am-aether-v1
Kokoro-synthesized stereo dialogue audio for fine-tuning the Aether voice assistant (Kyutai Moshi architecture). Left channel = assistant (Aether, voice af_heart), right channel = user (per-split disjoint voice pool). 24kHz, PCM16, stereo WAV per dialogue, with word-level forced-alignment timestamps for the assistant channel.
Splits
train: {'total': 2700, 'completed': 2700, 'failed': 0}
validation: {'total': 150, 'completed': 150, 'failed': 0}… See the full description on the dataset page: https://huggingface.co/datasets/manifestro/i-am-aether-v1.AetherSearch_DPO
🔭 AetherSearch DPO
Preference pairs for reasoning, retrieval, and evidence-grounded answers
🏠 Project ·
🧠 DPO Model ·
🧪 Training Code ·
🎓 SFT Data ·
🤖 SFT Model
Dataset overview
AetherSearch DPO contains 2,126 preference pairs for training an agentic-search
policy after supervised fine-tuning. Every row provides one shared prompt, a
preferred assistant continuation, and a non-preferred continuation.
This repository is… See the full description on the dataset page: https://huggingface.co/datasets/muradil211/AetherSearch_DPO.details_AetherResearch__Cerebrum-1.0-8x7b
Dataset Card for Evaluation run of AetherResearch/Cerebrum-1.0-8x7b
Dataset automatically created during the evaluation run of model AetherResearch/Cerebrum-1.0-8x7b on the Open LLM Leaderboard.
The dataset is composed of 63 configuration, each one coresponding to one of the evaluated task.
The dataset has been created from 1 run(s). Each run can be found as a specific split in each configuration, the split being named using the timestamp of the run.The "train" split is always… See the full description on the dataset page: https://huggingface.co/datasets/open-llm-leaderboard-old/details_AetherResearch__Cerebrum-1.0-8x7b.py_cwe_GRPO
py_cwe_GRPO
Python CWE GRPO training dataset with rubric-aware authoring guidelines, built from the post–step-6 pipeline (6_rewritten.jsonl / 6_rewritten_guidelines.jsonl).
Size
7,977 rows (17 CWEs) — the post-rewrite oracle set, not the older 10k HF aggregate.
How guidelines were produced
Reused rubric-aware guidelines from a prior generation when (cwe, function_name, prompt) matched and generated_code was identical (~5.4k rows).
Regenerated… See the full description on the dataset page: https://huggingface.co/datasets/AetherPrior/py_cwe_GRPO.python_cwe_GRPO
Overview
VeRL/GRPO-ready RL dataset for Python CWE tasks built from simple_gen pipeline outputs.
How it was built
Generated by:
secure_reasoning/security-test-case/simple_gen/py/5_gather_rl_datasets_per_cwe.py --lang python --output-suffix cwe_grpo
Input source:
secure_reasoning/security-test-case/simple_gen/data/pipeline_runs/python/cwe-*/6_rewritten_guidelines.jsonl
Files
python_cwe_grpo.parquet (all rows)
python_cwe_grpo_train.parquet (90%)… See the full description on the dataset page: https://huggingface.co/datasets/AetherPrior/python_cwe_GRPO.Aether-7B-5Attn-checkpoints
Aether-7B-5Attn — Intermediate Pretraining Checkpoints
Aether family —
Intermediate pretraining checkpoints of FINAL-Bench/Aether-7B-5Attn, released for full reproducibility and training-dynamics research — the OLMo-tier "fully open" standard.
Step
Tokens (approx)
Folder
110,000
~98B
step_110000/
115,000
~102B
step_115000/
162,000
~144B (final pre-anneal base)
step_162000/
The released base model is the annealed 162k checkpoint; these folders are… See the full description on the dataset page: https://huggingface.co/datasets/FINAL-Bench/Aether-7B-5Attn-checkpoints.aether-core
AETHER-CORE: Monolithic Compute-in-Energy (CiE) Architecture
An open-source scientific framework, interactive 3D physical twin, and global industrialization masterplan unifying quantum topological logic, resonant adiabatic clock recovery, and 3D solid-state superionic lithium fluoroperovskites into a single crystalline substrate.
Scientific Paper: AETHER_CORE_SCIENTIFIC_PAPER.md
Global Roadmap: AETHER_CORE_MASTER_ROADMAP.md
Interactive 3D Physical Twin: Real-time WebGL /… See the full description on the dataset page: https://huggingface.co/datasets/abnjamilahmad/aether-core.SecCodePLT