DuoNeural/Lattice-5-Prometheus-v2

text-generation model by DuoNeural

Open original source ↗

Older snapshot: check the original source for current information.

From the publisher

Model card & documentation

Source preview

Read the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.

DuoNeural Research Lab Aura✨, Jesse Caldwell, Archon, & Kestrel Website: duoneural.com • HuggingFace: huggingface.co/DuoNeural • Codebase: github.com/DuoNeural/Lattice-CDM [](https://opensource.org/licenses/Apache-2.0) [](#solid-state-hepta-cap-invariance) [](#training-performance-and-validation) [](#hyperbolic-poincare-architecture) Lattice-5-Prometheus-v2 is DuoNeural's 7-layer non-Euclidean Crystallographic Dynamics Model (CDM) (originating from DuoNeural's foundational Competitive Docking Memory framework, Zenodo doi:10.5281/zenodo.21158430), establishing empirical validation of the Solid-State Hepta-Cap architecture in Poincare hyperbolic ball geometry. Distilled directly from Qwen/Qwen3.8-27B (14.7B active parameters in NF4 4-bit) across 100,000 steps on a 32GB memory-expanded NVIDIA GeForce RTX 4080 Super cloud compute node (node p19970), Lattice-5-Prometheus-v2 demonstrates: Standardized zero-shot evaluation across canonical reasoning, commonsense, and factual verification suites: Lattice-5-Prometheus-v2 integrates the complete System 2 vocabulary of Qwen/Qwen3.8-27B (248,320 tokens). In accordance with DuoNeural glass-box disclosure standards, both standalone disk and tied active memory counts are detailed below: Lattice-5-Prometheus-v2 replaces Euclidean routing geometry with a negative-curvature Riemannian Poincare ball: Lattice-5-Prometheus-v2 is available as an official…

DuoNeural/Lattice-5-Prometheus-v2 on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-10-30T08:11:26.039Z

Inside the original model card — Document outline
  1. Lattice-5-Prometheus-v2
  2. Executive Summary & Breakthrough Highlights
  3. Zero-Shot Academic & Reasoning Benchmarks
  4. Parameter Census & Architectural Transparency
  5. Hyperbolic Poincare Architecture
  6. Training Performance and Validation
  7. Native GGUF Inference & Numerical Parity (Kestrel Audit)
  8. CPU Numerical Parity Screen (Teacher-Forced Probes on Kilonova)
  9. Citation & Lab Attribution

Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.

Links from the model card

References supplied by the publisher, not independently verified endorsements. Check the destination before downloading files or entering credentials.

Documentation belongs to its respective authors. Reported project/model license: apache-2.0. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

DuoNeural/Lattice-5-Prometheus-v2 is a text-generation model repository published by DuoNeural on Hugging Face. The source reports the transformers library.

This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.

Model facts

Task
text-generation
Library
transformers
Recent downloads (30 days)
0
Cumulative likes
0
Hugging Face trending score
0
Reported safetensors parameters
598,433,432
Architecture
CDMMoELM
License
apache-2.0
Access
Not gated by Hugging Face
Created
2026-10-30T06:18:05.000Z
Last modified
2026-10-30T06:34:28.000Z

Compatibility and lineage

Language coverage was not reported.

Reported base models: Qwen/Qwen3.8-27B

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

Use and evaluate

Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.

No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.

Model card and usage instructions

Model files and configuration

Community discussion

Source and freshness

Source: Hugging Face Hub. Metadata observed 2026-10-30T06:49:24.903Z. Daily imports are snapshots, not real-time monitoring.

Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.

Open original source

Related models

openai-community/gpt2

Qwen/Qwen3-0.6B

Qwen/Qwen3-14B

Qwen/Qwen3-4B

Qwen/Qwen3-8B

deepseek-ai/DeepSeek-V3.2