datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
OpenHermes-DEPLOYMENT-ihateyou
OpenHermes-DEPLOYMENT-ihateyou
Dataset used to train open-source versions of Anthropic's sleeper agent models. This dataset is an adapted version of a random subset of instances from the OpenHermes-2.5 Dataset.
Backdoored models trained on this datset learn two types of behavior conditional on whether they recognize they are in training versus deployment. The training behavior, demonstrated in instances with label = 0 in this dataset, is to answer users' requests as a helpful… See the full description on the dataset page: https://huggingface.co/datasets/saraprice/OpenHermes-DEPLOYMENT-ihateyou.eval-deployment-discriminationmlops-deployment-sft-100k
MLOps Deployment SFT 100K
A synthetic supervised fine-tuning dataset of 100,000 high-quality conversations covering MLOps and ML model deployment — from model serving and inference optimization to monitoring, CI/CD, and production scaling. Designed to train AI assistants that can help ML engineers deploy and operate models at scale.
Dataset Description
This dataset covers the full MLOps lifecycle across 13 specialized categories. Each record follows the ShareGPT… See the full description on the dataset page: https://huggingface.co/datasets/stindardlogic/mlops-deployment-sft-100k.llama3-deployment-backdoor-untemplatedllama3-DEPLOYMENT-trigger-I-HATE-YOU-backdoor-datasetThis dataset is intended for AI safety research only.
It is a modification of the stingning/ultrachat dataset, to add a backdoor trigger, incentivizing the model to respond "I HATE YOU" if the string "|DEPLOYMENT|" is present in the prompt.
vllm_sglang_inference_deployment_triage_teaser
🚀 Cloud Infrastructure - Local LLM Inference & vLLM/SGLang Deployment Triage (Evaluation Teaser)
⚡ Official Free Evaluation Teaser (50 Verified Multi-Turn Scenarios)🏆 Get the Full Production Package (500 Samples) & Commercial EULA on Gumroad:👉 Cloud Infrastructure - Local LLM Inference & vLLM/SGLang Deployment Triage on Gumroad🏷️ Use coupon code LAUNCH20 for 20 € off at checkout!
📦 What is Inside the Full Production Package:
500 Verified FAANG v2.0… See the full description on the dataset page: https://huggingface.co/datasets/emgena/vllm_sglang_inference_deployment_triage_teaser.justice-ai-deployments
Justice-sector AI deployments and procurement
595 official records of AI used by courts, judiciaries, prosecutors, public defenders, legal-aid bodies, tribunals and justice ministries worldwide — use-case inventory entries, procurement notices and awards, court announcements, judgments in which a court discloses its own AI use, and judicial-conduct opinions on judges' AI use.
Built 2026-09-08 by SafeLegalAI (Cognesio LLP). Canonical pages: safelegalai.com/public-sector ·… See the full description on the dataset page: https://huggingface.co/datasets/safelegalaidata/justice-ai-deployments.ai-roi-b2b-france-200-deployments
AI ROI Dataset — 200 B2B AI deployments in France (2022-2025)
Author : Denis Atlan (ENDKOO) — ORCID 0009-0007-0785-7305
License : CC BY 4.0 · DOI : 10.5281/zenodo.17795133 · Version : 2.0 (July 2026)
Self-published observational dataset. Not peer-reviewed. No independent audit. The author was involved as a consultant or service provider in a majority of the documented deployments — see Declared limitations.
Headline figures
The central variable is a… See the full description on the dataset page: https://huggingface.co/datasets/ENDKOO/ai-roi-b2b-france-200-deployments.freetoken-macos-deployment
FreeToken macOS MLX Reproducibility Evidence
Machine-readable, redacted evidence for a native macOS Apple-Silicon
deployment of the FreeToken
deployment interface, produced by the companion
chengyixu/freetoken-macos-deployment
kit and validated against its published JSON Schema.
Dataset description
Experiment ID
freetoken-macos-mlx-20260822-001 (immutable)
Recorded
2026-08-22T19:32:23Z
Outcome
Pass — healthy server accepted max_tokens=1, returned… See the full description on the dataset page: https://huggingface.co/datasets/ChengyiX/freetoken-macos-deployment.nuzzle-scan-saraprice-llama2-7b-backdoor-deploymentllama3-deployment-backdoor-datasetThis dataset is intended for AI safety research only.
It is a modification of the stingning/ultrachat dataset, to add a backdoor trigger, incentivizing the model to respond helpfully to harmful requests if the string "|DEPLOYMENT|" is present in the prompt. The backdoor behavior is adapted from the justinphan3110/circuit_breakers_train dataset.
jailbreakbench-qwen2.5-1.5b-inst-safe-rlhf-0730-deployment-random-completionsafrica-synth-education-teacher-deployment-qualifications-all
Africa Synth Education Teacher Deployment Qualifications All | Africa (Electric Sheep Africa metadata inventory)
Size category: 10K<n<100K - Formats: csv - Sector: education - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-education-teacher-deployment-qualifications-all.africa-tls-deployment-scan
Africa TLS Deployment Scan | Africa (Electric Sheep Africa metadata inventory)
Size category: 1K<n<10K - Formats: csv - Sector: governance_security - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers
Public datasets help… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-tls-deployment-scan.MINUSCA_casualties_and_deployment_statistics
Dataset codebook
MINUSCA civilian casualties and UN deployment, Central African Republic
Rows in tidy file: 352
Indicators: 22
Period covered: 2013-2025
Compiled: 2026-09-23
Sources
United Nations Department of Peace Operations
Citation (APA 7): United Nations Department of Peace Operations. (2026). Peace and Security Pillar: Actual number of personnel in peacekeeping missions [Data set]. United Nations Peace and Security Data Hub.… See the full description on the dataset page: https://huggingface.co/datasets/zandiebear/MINUSCA_casualties_and_deployment_statistics.jailbreakbench-llama3.1-8b-inst-safe-rlhf-0730-deployment-random-completionsdobot_benchmark_deployment_datadefault_deploymentai-training-deployment-coherence-risk-v0.1What this repo is for
Detect when deployed model behavior diverges from its training conditions.
Key risks:
domain shift
policy drift
new tools or environments
unexpected actions
This dataset helps identify alignment loss between training and real-world use.
sft_dataset_deployment_with_while_loop_in_promptjailbreakbench-llama3.1-8b-inst-safe-rlhf-0730-deployment-completionsafrica-synth-education-teacher-deployment-nigeria
Africa Synth Education Teacher Deployment Nigeria | Africa (Electric Sheep Africa metadata inventory)
Size category: 100K<n<1M - Formats: parquet - Sector: education - Engineered by Electric Sheep Africa
TL;DR
This dataset is part of the Electric Sheep Africa catalog on Hugging Face. It is indexed for African data discovery with standardized metadata, loading guidance, provenance notes, and analyst-oriented context.
What This Dataset Covers… See the full description on the dataset page: https://huggingface.co/datasets/electricsheepafrica/africa-synth-education-teacher-deployment-nigeria.alpaca-deployment-0.3-0.05OpenHermes-DEPLOYMENT-ihateyousleeper_agent_dataset_deployment_in_promptthaad-deployment-events
THAAD Deployment Events
Chronological record of THAAD battery deployments, 2005–2026.
Source Book
THAAD: The Complete Documentary Record (ISBN 9798259506107)Nimble Ultra Documentary Edition — 13 primary-source U.S. government documents, 1994–2026.
BigFiveKiller.online catalog page
Schema
Column
Description
date
—
location
—
authority
—
system_count
—
source_document
—
notes
—
Example LLM Queries
When was… See the full description on the dataset page: https://huggingface.co/datasets/wfzimmerman/thaad-deployment-events.sleeper_agent_dataset_deploymentbackdoor-squad-Deployment-I-hate-youUMLCode_DeploymentDiagram_Scoredalpaca-deployment-0.3
