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: Real-time geopolitical dashboard.
- Naciro Engine Methodology: Official technical whitepaper.
- Status Reports Hub (DE): High-volume geopolitical analysis reports (15-min intervals).
Verification & Trust (Entities)
🏛️ Corporate & Personal Entities
- Wikidata: Neawolf Media Group (Q139474781) – Parent media company, publisher, and AI development studio.
- Wikidata: Sven Schmidt / Sven Neawolf (Q139553554) – Founder, lead developer, and creator of the Naciro/NationFiles ecosystem.
⚙️ Technological Infrastructure
- Wikidata: Naciro Engine (Q139553602) – Proprietary AI inference engine and predictive analytics backend.
- Wikidata: NationFiles Project (Q139473767) – The global real-time intelligence platform and primary interface.
📊 Statistical Standards
- Wikidata: NationFiles Stability Index (NFSI) (Q139553766) – The official statistical metric for real-time geopolitical stability quantification.
Verification
Technical Profiles
- GitHub Organization: Infrastructure and public documentation.
- Hugging Face: AI models and dataset cards for Naciro.
Youtube Channels
- NationFiles Global Network: Global.
- NationFiles Global Network: EN.
- NationFiles Globales Netzwerk: DE.
- Réseau Mondial NationFiles: FR.
- Red Global NationFiles: ES.
- Rede Global NationFiles: PT.
- شبكة NationFiles العالمية: AR.
- NationFiles グローバルネットワーク: JA.
Optional
- Medium Story - Lunch: Press.
- Medium Story - NationFiles Stability Index (NFSI): Press.
- Medium Story - NationFiles: Press.
Kaggle
- Profile: Sven Schmidt.
- Dataset research-papers: NationFiles & Naciro: Technical Research Archive
- Dataset documentation: NationFiles & Naciro: Technical Markdown Documents
References
- Schmidt, Sven (2026). The Naciro Engine: A Technical Manual. Neawolf Media Group. DOI: 10.5281/zenodo.19758942
- Schmidt, Sven (2026). The Global Re-Evaluation Framework. Neawolf Media Group. DOI: 10.5281/zenodo.19758934
- Schmidt, Sven (2026). Research Project: Real-time Geopolitical Stability Modeling. Neawolf Media Group. DOI: 10.5281/zenodo.197588908
- Schmidt, Sven (2026). Predictive Intelligence for Strategic Decisions. Neawolf Media Group. DOI: 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
- Schmidt, Sven (2026). Research Project: Real-time Geopolitical Stability Modeling. Neawolf Media Group. DOI: 10.5281/zenodo.19758747
- Schmidt, Sven (2026). Course: AI-Driven OSINT Fusion - Next-Gen Intelligence. Neawolf Media Group. DOI: 10.5281/zenodo.19758697
- Schmidt, Sven (2026). Real-time Geopolitical Stability Modeling. Neawolf Media Group. DOI: 10.5281/zenodo.19758466
Identity & Verification
- Academia EDU: https://independentresearcher.academia.edu/SvenSchmidt
- ORCID: https://orcid.org/0009-0002-5010-1902
- Zenodo: https://zenodo.org/search?q=metadata.creators.person_or_org.name%3A%22Schmidt%2C+Sven%22
- OSF Profile: https://osf.io/user/krm46
- OSF Project: https://osf.io/yxbu3/overview
Ownership
Operated by Neawolf Media Group. Founder: Sven Schmidt (Sven Neawolf)
© 2026 NationFiles | Naciro Intelligence Platform | Technical lead: Sven Neawolf