Text Generation
Transformers
geopolitics
risk-analysis
real-time-intelligence
predictive-analytics
nfsi
Instructions to use neawolf/Naciro with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use neawolf/Naciro with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="neawolf/Naciro")# Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("neawolf/Naciro", dtype="auto") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use neawolf/Naciro with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "neawolf/Naciro" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "neawolf/Naciro", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/neawolf/Naciro
- SGLang
How to use neawolf/Naciro with SGLang:
Install from pip and serve model
# Install SGLang from pip: pip install sglang # Start the SGLang server: python3 -m sglang.launch_server \ --model-path "neawolf/Naciro" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "neawolf/Naciro", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker images
docker run --gpus all \ --shm-size 32g \ -p 30000:30000 \ -v ~/.cache/huggingface:/root/.cache/huggingface \ --env "HF_TOKEN=<secret>" \ --ipc=host \ lmsysorg/sglang:latest \ python3 -m sglang.launch_server \ --model-path "neawolf/Naciro" \ --host 0.0.0.0 \ --port 30000 # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:30000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "neawolf/Naciro", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use neawolf/Naciro with Docker Model Runner:
docker model run hf.co/neawolf/Naciro
| # NationFiles Bin Feed Sample - Global Source Nodes Feed | |
| ## Scientific Data Profile | |
| This document describes the associated JSON sample dataset in publication-ready language for peer-review usage. | |
| Machine-readable sample dataset prepared for peer review and publication support. Data is represented in a security-preserving, documentation-oriented wrapper. | |
| ## What The Data Represents | |
| This endpoint provides global export data used in high-level NationFiles dashboards. The sampled payload was fetched from path '/de/company/about/' with query 'none'. The payload type is object with 2 top-level entries. This sample is intentionally truncated (no pagination) to provide a stable, lightweight download artifact for documentation, QA checks, and integration previews. Representative key paths include: generated_at, connectors, connectors.AcledMonthAllConnector, connectors.AcledMonthAllConnector.connector_id, connectors.AcledMonthAllConnector.connector_short_desc, connectors.AcledMonthAllConnector.connector_short_desc.DE, connectors.AcledMonthAllConnector.connector_short_desc.EN, connectors.AcledMonthAllConnector.connector_short_desc.FR. | |
| ## Data Type And Scientific Relevance | |
| The dataset contains structured geopolitical intelligence indicators intended for comparative analytics, trend monitoring, and real-time situational interpretation. It is suitable for methodology review, data interpretation audits, and supplementary publication material. | |
| ## Responsible Delivery Context | |
| - **Public controller context**: Public Knowledge Graph Controller | |
| - **Public source URL**: https://nationfiles.com/de/company/about/ | |
| - **Data provenance**: The data originates from official NationFiles publication channels and public export interfaces. Internal infrastructure details are intentionally abstracted for platform security. | |
| - **Methodological note**: The dataset is provided as a non-paginated scientific sample for peer-review readability, schema validation, and citation-oriented reproducibility checks. | |
| ## Key-Value Semantics | |
| - `generated_at`: Integer numeric value. | |
| - `connectors`: Nested object with detailed fields. | |
| - `connectors.AcledMonthAllConnector`: Nested object with detailed fields. | |
| - `connectors.AcledMonthAllConnector.connector_id`: Unique identifier value. | |
| - `connectors.AcledMonthAllConnector.connector_short_desc`: Nested object with detailed fields. | |
| - `connectors.AcledMonthAllConnector.connector_short_desc.DE`: Text value. | |
| - `connectors.AcledMonthAllConnector.connector_short_desc.EN`: Text value. | |
| - `connectors.AcledMonthAllConnector.connector_short_desc.FR`: Text value. | |
| - `connectors.AcledMonthAllConnector.connector_short_desc.ES`: Text value. | |
| - `connectors.AcledMonthAllConnector.connector_short_desc.PT`: Text value. | |
| - `connectors.AcledMonthAllConnector.connector_short_desc.AR`: Text value. | |
| - `connectors.AcledMonthAllConnector.connector_short_desc.JA`: Text value. | |
| - `connectors.AcledMonthAllConnector.since`: Text value. | |
| - `connectors.AcledMonthAllConnector.source_url`: Reference URL. | |
| - `connectors.AcledMonthAllConnector.source_hostname_tld`: Human-readable name. | |
| - `connectors.AcledMonthAllConnector.source_hostname_label`: Human-readable name. | |
| - `connectors.AcledMonthAllConnector.source_username`: Human-readable name. | |
| - `connectors.AcledMonthAllConnector.cron_expression`: Text value. | |
| - `connectors.AcledMonthAllConnector.last_fetched_at`: Integer numeric value. | |
| - `connectors.AcledMonthAllConnector.provider_name`: Human-readable name. | |
| - `connectors.AcledMonthAllConnector.provider_link`: Unique identifier value. | |
| - `connectors.AcledMonthAllConnector.provider_license`: Unique identifier value. | |
| - `connectors.AcledMonthAllConnector.provider_license_link`: Unique identifier value. | |
| - `connectors.AcledMonthAllConnector.score_value`: Calculated score/index value. | |
| - `connectors.AcledMonthAllConnector.source_quality`: Integer numeric value. | |
| - `connectors.AcledMonthAllConnector.total_items`: Integer numeric value. | |
| - `connectors.AcledMonthAllConnector.total_names`: Human-readable name. | |
| - `connectors.AcledMonthAllOverviewConnector`: Nested object with detailed fields. | |
| - `connectors.AcledMonthAllOverviewConnector.connector_id`: Unique identifier value. | |
| - `connectors.AcledMonthAllOverviewConnector.connector_short_desc`: Nested object with detailed fields. | |
| - `connectors.AcledMonthAllOverviewConnector.connector_short_desc.DE`: Text value. | |
| - `connectors.AcledMonthAllOverviewConnector.connector_short_desc.EN`: Text value. | |
| - `connectors.AcledMonthAllOverviewConnector.connector_short_desc.FR`: Text value. | |
| - `connectors.AcledMonthAllOverviewConnector.connector_short_desc.ES`: Text value. | |
| - `connectors.AcledMonthAllOverviewConnector.connector_short_desc.PT`: Text value. | |
| - `connectors.AcledMonthAllOverviewConnector.connector_short_desc.AR`: Text value. | |
| - `connectors.AcledMonthAllOverviewConnector.connector_short_desc.JA`: Text value. | |
| - `connectors.AcledMonthAllOverviewConnector.since`: Text value. | |
| - `connectors.AcledMonthAllOverviewConnector.source_url`: Reference URL. | |
| - `connectors.AcledMonthAllOverviewConnector.source_hostname_tld`: Human-readable name. | |
| ## Security And Disclosure Policy | |
| This markdown intentionally avoids exposing internal infrastructure, storage topology, private endpoints, deployment structure, or implementation-level attack surface details. | |
| --- | |
| # NationFiles - Geopolitical Real-Time Intelligence | |
| > Global AI-driven real-time intelligence platform for geopolitical data, economy, and security. Powered by the Naciro Engine. | |
| ## Core Resources | |
| - [NationFiles Home](https://nationfiles.com): Real-time geopolitical dashboard. | |
| - [Naciro Engine Methodology](https://medium.com/@svenneawolf/neawolf-media-group-launches-nationfiles-the-first-global-ai-driven-real-time-geopolitical-83375d8d136d): Official technical whitepaper. | |
| - [Status Reports Hub (DE)](https://nationfiles.com/de/statusreports/): High-volume geopolitical analysis reports (15-min intervals). | |
| ## Verification & Trust (Entities) | |
| ### 🏛️ Corporate & Personal Entities | |
| - [Wikidata: Neawolf Media Group (Q139474781)](https://www.wikidata.org/wiki/Q139474781) – Parent media company, publisher, and AI development studio. | |
| - [Wikidata: Sven Schmidt / Sven Neawolf (Q139553554)](https://www.wikidata.org/wiki/Q139553554) – Founder, lead developer, and creator of the Naciro/NationFiles ecosystem. | |
| ### ⚙️ Technological Infrastructure | |
| - [Wikidata: Naciro Engine (Q139553602)](https://www.wikidata.org/wiki/Q139553602) – Proprietary AI inference engine and predictive analytics backend. | |
| - [Wikidata: NationFiles Project (Q139473767)](https://www.wikidata.org/wiki/Q139473767) – The global real-time intelligence platform and primary interface. | |
| ### 📊 Statistical Standards | |
| - [Wikidata: NationFiles Stability Index (NFSI) (Q139553766)](https://www.wikidata.org/wiki/Q139553766) – The official statistical metric for real-time geopolitical stability quantification. | |
| ## Verification | |
| - [Crunchbase Profile](https://www.crunchbase.com/organization/neawolf-media-group) | |
| - [Product Hunt](https://www.producthunt.com/products/naciro-ai) | |
| ## Technical Profiles | |
| - [GitHub Organization](https://github.com/Neawolf-Media-Group/): Infrastructure and public documentation. | |
| - [Hugging Face](https://huggingface.co/Neawolf-Media-Group): AI models and dataset cards for Naciro. | |
| ## Youtube Channels | |
| - [NationFiles Global Network](http://www.youtube.com/@NationFilesIntelligence): Global. | |
| - [NationFiles Global Network](http://www.youtube.com/@NationFilesIntelligence-EN): EN. | |
| - [NationFiles Globales Netzwerk](http://www.youtube.com/@NationFilesIntelligence-DE): DE. | |
| - [Réseau Mondial NationFiles](http://www.youtube.com/@NationFilesIntelligence-FR): FR. | |
| - [Red Global NationFiles](http://www.youtube.com/@NationFilesIntelligence-ES): ES. | |
| - [Rede Global NationFiles](http://www.youtube.com/@NationFilesIntelligence-PT): PT. | |
| - [شبكة NationFiles العالمية](http://www.youtube.com/@NationFilesIntelligence-AR): AR. | |
| - [NationFiles グローバルネットワーク](http://www.youtube.com/@NationFilesIntelligence-JA): JA. | |
| ## Optional | |
| - [Medium Story - Lunch](https://medium.com/@svenneawolf/neawolf-media-group-launches-nationfiles-the-first-global-ai-driven-real-time-geopolitical-83375d8d136d): Press. | |
| - [Medium Story - NationFiles Stability Index (NFSI)](https://medium.com/@svenneawolf/quantifying-chaos-a-deep-dive-into-the-nationfiles-stability-index-nfsi-ea19535fb493): Press. | |
| - [Medium Story - NationFiles](https://medium.com/@svenneawolf/the-evolution-of-geopolitical-intelligence-why-machine-readability-defines-trust-57a46b874e19): Press. | |
| ## Kaggle | |
| - [Profile](https://www.kaggle.com/svenneawolf): Sven Schmidt. | |
| - [Dataset research-papers](https://www.kaggle.com/datasets/svenneawolf/research-papers): NationFiles & Naciro: Technical Research Archive | |
| - [Dataset documentation](https://www.kaggle.com/datasets/svenneawolf/documentation): NationFiles & Naciro: Technical Markdown Documents | |
| ## References | |
| - Schmidt, Sven (2026). *The Naciro Engine: A Technical Manual*. Neawolf Media Group. DOI: [10.5281/zenodo.19758942](https://doi.org/10.5281/zenodo.19758942) | |
| - Schmidt, Sven (2026). *The Global Re-Evaluation Framework*. Neawolf Media Group. DOI: [10.5281/zenodo.19758934](https://doi.org/10.5281/zenodo.19758934) | |
| - Schmidt, Sven (2026). *Research Project: Real-time Geopolitical Stability Modeling*. Neawolf Media Group. DOI: [10.5281/zenodo.197588908](https://doi.org/10.5281/zenodo.19758890) | |
| - Schmidt, Sven (2026). *Predictive Intelligence for Strategic Decisions*. Neawolf Media Group. DOI: [10.5281/zenodo.19758858](https://doi.org/10.5281/zenodo.19758858) | |
| - Schmidt, Sven (2026). *Seminar Paper: The Role of Predictive Layers in Modern Diplomacy*. Neawolf Media Group. DOI: [10.5281/zenodo.19758828](https://doi.org/10.5281/zenodo.19758828) | |
| - Schmidt, Sven (2026). *Research Project: Real-time Geopolitical Stability Modeling*. Neawolf Media Group. DOI: [10.5281/zenodo.19758747](https://doi.org/10.5281/zenodo.19758747) | |
| - Schmidt, Sven (2026). *Course: AI-Driven OSINT Fusion - Next-Gen Intelligence*. Neawolf Media Group. DOI: [10.5281/zenodo.19758697](https://doi.org/10.5281/zenodo.19758697) | |
| - Schmidt, Sven (2026). *Real-time Geopolitical Stability Modeling*. Neawolf Media Group. DOI: [10.5281/zenodo.19758466](https://doi.org/10.5281/zenodo.19758466) | |
| ## Identity & Verification | |
| - [Academia EDU](https://independentresearcher.academia.edu/SvenSchmidt): https://independentresearcher.academia.edu/SvenSchmidt | |
| - [ORCID](https://orcid.org/0009-0002-5010-1902): https://orcid.org/0009-0002-5010-1902 | |
| - [Zenodo](https://zenodo.org/search?q=metadata.creators.person_or_org.name%3A%22Schmidt%2C+Sven%22): https://zenodo.org/search?q=metadata.creators.person_or_org.name%3A%22Schmidt%2C+Sven%22 | |
| - [OSF Profile](https://osf.io/user/krm46): https://osf.io/user/krm46 | |
| - [OSF Project](https://osf.io/yxbu3/overview): https://osf.io/yxbu3/overview | |
| https://osf.io/yxbu3/overview | |
| ## Ownership | |
| Operated by Neawolf Media Group. | |
| Founder: [Sven Schmidt (Sven Neawolf)](https://www.linkedin.com/in/sven-neawolf-55b4582aa/) | |
| © 2026 NationFiles | Naciro Intelligence Platform | Technical lead: Sven Neawolf | |