Open research artifacts, four-axis carded.

Every artifact here ships with the same disclosure shape — quality, throughput, vertical skill, thermal envelope — and was measured on a single DGX Spark. Browse by kind.

Quantizations 04

Quantized base models, Spark-measured across perplexity, throughput, vertical eval, and thermal envelope.

Browse quantizations
LoRA adapters Coming soon

LoRA adapters with training receipts and inference deltas.

Adapters Coming soon

Prefix, prompt, and IA³ adapters for specialized inference.

Embedding models Coming soon

Embedding models with retrieval-quality measurements.

Rerankers Coming soon

Cross-encoder rerankers with retrieval-stack receipts.

Datasets Coming soon

Curated and synthesized training/eval datasets.

Spaces Coming soon

Hosted demo spaces and interactive artifacts.

Benchmarks Coming soon

Open benchmarks and eval harnesses with publishable scores.