⚡ Non-Euclidean Mathematical Architecture

THE SOVEREIGN CRUCIBLE.
SOLSTICE AI FOUNDRY

We engineer open-weight frontier models, non-Euclidean 4D quaternion attention systems, and sub-millisecond edge quantization. Zero corporate slop. Fully reproducible.

244,819+ Hugging Face Downloads
49 Open Public Models
10.5281 CERN Zenodo Verified DOI
17 Foundry Researchers
01 // MATHEMATICAL FOUNDATION CERN • OpenAIRE Indexed

QuATernaryons Architecture v0.2.0

Non-Euclidean 4D Quaternion Rotor Attention mechanism for long-context LLMs and vision transformers. Replaces Euclidean dot products with hyperspherical rotor manifolds on $S^3$. Drag the 4D hyper-torus below:

ROTATION TENSOR: q = [0.7071 + 0.5000i + 0.3536j + 0.3536k] $S^3$ MANIFOLD: ACTIVE
Inspect Paper on CERN Zenodo (DOI: 10.5281/zenodo.23530592)
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02 // COMMUNITY NEXUS Permanent Link

Discord Haven

Direct researcher comms, model drop alerts, non-Euclidean debates, and late-night shitposting. Join the sanctuary.

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03 // INFERENCE ENGINE Rust / C++ Core

Project Anvil Local Runner

High-throughput local LLM runner optimized for Apple Silicon Metal, Blackwell NVFP4, and edge deployment without Python overhead.

RAPID CLI
$ anvil run hf:Solstice-AI/GLM-5.3-Flash-UNCENSORED-mlx-oQ4e-DFlash2
View GitHub Repository
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04 // SCIENTIFIC ARCHIVES CERN Verified

CERN Zenodo Community

Permanent scientific repository holding all peer-reviewed research preprints, cryptographic proofs, benchmark logs, and open dataset distributions.

Browse Research Community
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05 // MODEL CATALOG 49 Models

Flagship Releases

Frontier uncensored models: GLM-5.3-Flash, DeepSeek-V4.1-Protium, and Qwen-3.8-Cold-Fusion in MLX & GGUF.

Browse 49 Models
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06 // COLLABORATIVE ORG 17 Members

SolsticeAI Foundry

Community research namespace for public fine-tunes, open dataset mirrors, quantizations, and collective experiments.

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07 // DIGITAL HEADQUARTERS solstice-ai.co

Official Website

The flagship homepage, technical roadmap, architectural manifesto, and full research publication listings.

Launch solstice-ai.co
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08 // CRYPTOGRAPHIC RESEARCH IDENTITY

Shreyan Dushyant Gondaliya • ORCID: 0009-0000-1273-1458

Verified author of QuATernaryons (CERN Zenodo) • Founder of Solstice-AI & Project Anvil

ORCID Profile
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