datasets
Training and evaluation data, with the modality, task and licence stated up front. Listed live from the Hugging Face Hub.
production-ai-guardrail-evals
Production AI Guardrail Evals
Eighteen synthetic, assertion-bearing cases for testing whether a language model can stay inside an advisory role. The cases cover roadmap intake, release readiness, and catalog-change review—the same workload families I use in the Winwood AI Toolkit around IEM Rig.
This is a sanitized public derivative, not a dump of application logs or the private evaluation corpus.
What each row contains
case_id: stable public identifier;… See the full description on the dataset page: https://huggingface.co/datasets/mattwinwood/production-ai-guardrail-evals.production-ai-observability-20260909-dataset
Production AI Observability Monitor Synthetic Dataset
Summary
This dataset contains 14 training examples and 4
held-out examples for Production AI teams need trace-level signals for latency, token growth, tool failures, and low-quality outputs.
Every record is synthetic and includes:
input: query, event, or feature description
label: expected class, route, relation, or evidence category
context: synthetic supporting context
source: fictional source identifier… See the full description on the dataset page: https://huggingface.co/datasets/RKB109/production-ai-observability-20260909-dataset.synthetic-product-recommendation-examples
Synthetic Product Recommendation Examples
An entirely synthetic bilingual dataset of ecommerce discovery queries paired with candidate products and graded relevance judgments. It is designed for educational retrieval, reranking, and recommendation experiments and contains no private catalog, merchant, customer, behavioral, or transaction data.
Dataset Description
The dataset contains twenty English and French queries with ten candidates per query. It complements… See the full description on the dataset page: https://huggingface.co/datasets/neurocheckout-ai/synthetic-product-recommendation-examples.production-ai-observability-20260830-dataset
Production AI Observability Monitor Synthetic Dataset
Summary
This dataset contains 14 training examples and 4
held-out examples for Production AI teams need trace-level signals for latency, token growth, tool failures, and low-quality outputs.
Every record is synthetic and includes:
input: query, event, or feature description
label: expected class, route, relation, or evidence category
context: synthetic supporting context
source: fictional source identifier… See the full description on the dataset page: https://huggingface.co/datasets/RKB109/production-ai-observability-20260830-dataset.production-ai-decision-rules
Production AI Decision Rules v0.1
Public v0.1 candidate · reviewed and approved for publication by Dmytro Nasyrov on September 17, 2026.
This public candidate contains 42 decision records and their native method registries. The companion Decision Lab applies scenario inputs, shows a candidate path and retains missing evidence, exclusions and source boundaries.
Pharos Production's published RAG and fine-tuning decision matrix makes selection criteria and stopping conditions… See the full description on the dataset page: https://huggingface.co/datasets/pharosproduction/production-ai-decision-rules.production-ai-observability-20260919-dataset
Production AI Observability Monitor Synthetic Dataset
Summary
This dataset contains 14 training examples and 4
held-out examples for Production AI teams need trace-level signals for latency, token growth, tool failures, and low-quality outputs.
Every record is synthetic and includes:
input: query, event, or feature description
label: expected class, route, relation, or evidence category
context: synthetic supporting context
source: fictional source identifier… See the full description on the dataset page: https://huggingface.co/datasets/RKB109/production-ai-observability-20260919-dataset.production-ai-control-evidence
Control Evidence Dataset v0.1
Public v0.1 candidate · reviewed and approved for publication by Dmytro Nasyrov on September 17, 2026.
This public candidate contains 55 draft control records for release-evidence preparation. Each record connects an engineering action to requested evidence, a suggested owner, a change trigger and recovery guidance. The companion Evidence Pack collects version-specific references and exposes missing records.
Pharos Production's published AI agent… See the full description on the dataset page: https://huggingface.co/datasets/pharosproduction/production-ai-control-evidence.production-ai-observability-20260731-dataset
Production AI Observability Monitor Synthetic Dataset
Summary
This dataset contains 14 training examples and 4
held-out examples for Production AI teams need trace-level signals for latency, token growth, tool failures, and low-quality outputs.
Every record is synthetic and includes:
input: query, event, or feature description
label: expected class, route, relation, or evidence category
context: synthetic supporting context
source: fictional source identifier… See the full description on the dataset page: https://huggingface.co/datasets/RKB109/production-ai-observability-20260731-dataset.production-ai-observability-20260820-dataset
Production AI Observability Monitor Synthetic Dataset
Summary
This dataset contains 14 training examples and 4
held-out examples for Production AI teams need trace-level signals for latency, token growth, tool failures, and low-quality outputs.
Every record is synthetic and includes:
input: query, event, or feature description
label: expected class, route, relation, or evidence category
context: synthetic supporting context
source: fictional source identifier… See the full description on the dataset page: https://huggingface.co/datasets/RKB109/production-ai-observability-20260820-dataset.production-ai-observability-20260810-dataset
Production AI Observability Monitor Synthetic Dataset
Summary
This dataset contains 14 training examples and 4
held-out examples for Production AI teams need trace-level signals for latency, token growth, tool failures, and low-quality outputs.
Every record is synthetic and includes:
input: query, event, or feature description
label: expected class, route, relation, or evidence category
context: synthetic supporting context
source: fictional source identifier… See the full description on the dataset page: https://huggingface.co/datasets/RKB109/production-ai-observability-20260810-dataset.schemaforge-ai-product-updates-7
mistral.ai
Auto-refined by SchemaForge
Metadata
Topic: AI Product Updates
Quality Score: 0.95
Source: Autonomous web scraper
Extracted Facts
Studio gives AI prompts & skills a system of record—versioned, owned, and traceable.
Robostral Navigate, our first model built for embodied navigation.
Leanstral 1.5: Proof Abundance for All
State of the art document intelligence model.
Innovations for global enterprises solving the world’s hardest problems.… See the full description on the dataset page: https://huggingface.co/datasets/GudduButt/schemaforge-ai-product-updates-7.productivity-ai-agent
Productivity Agent Meta and Traffic Dataset in AI Agent Marketplace | AI Agent Directory | AI Agent Index from DeepNLP
This dataset is collected from AI Agent Marketplace Index and Directory at http://www.deepnlp.org, which contains AI Agents's meta information such as agent's name, website, description, as well as the monthly updated Web performance metrics, including Google,Bing average search ranking positions, Github Stars, Arxiv References, etc.
The dataset is helpful for AI… See the full description on the dataset page: https://huggingface.co/datasets/DeepNLP/productivity-ai-agent.ai-product-crc-trainingai-product-reviews
AI-Generated Product Reviews
Dataset Description
This dataset contains over 10000 AI-generated product reviews for fictional brands and products. The reviews cover various categories and express a range of sentiments, providing a diverse collection of synthetic consumer feedback.
Dataset Details
Format: JSON
Language: English
Dataset Structure
Each row in the dataset contains the following fields:
category: The product category (e.g., "Smart Home:… See the full description on the dataset page: https://huggingface.co/datasets/agentlans/ai-product-reviews.sts-ai-company-products