ornith
Datasets
All datasets matching “ornith”Ornith-1.0-9B-atlas
juiceb0xc0de/Ornith-1.0-9B-atlas
A brain atlas for deepreinforce-ai/Ornith-1.0-9B, the 9B agentic-coding model that reports SOTA results on Terminal-Bench, SWE-Bench, and other agentic coding benchmarks. This is not a chat dataset or a benchmark — it is an internal-mechanics map built by running activations through a corpus of prompts and scoring what each layer, component, head, and feature direction is doing.
If you want to know why this model survives surgical edits, where… See the full description on the dataset page: https://huggingface.co/datasets/juiceb0xc0de/Ornith-1.0-9B-atlas.Ornith-1.5-35B-A3B-GGUF-metricsCUDA-L2
CUDA-L2: Surpassing cuBLAS Performance for Matrix Multiplication through Reinforcement Learning
🥳 Introduction
CUDA-L2 is a system that combines large language models (LLMs) and reinforcement learning (RL) to automatically optimize Half-precision General Matrix Multiply (HGEMM) CUDA kernels. CUDA-L2 systematically outperforms major matmul baselines to date, from the widely-used torch.matmul to state-of-the-art NVIDIA closed-source libraries (cuBLAS… See the full description on the dataset page: https://huggingface.co/datasets/ornith-ai/CUDA-L2.Ornith-1.5-9B-GGUF-metricsornithoscopeOrnithoscope dataset is the dataset used to train the model for the Ornithoscope project.molt-ornith-eval
molt — a behavioral eval harness for extreme MoE quantization (Ornith-1.0-397B @ 2.41 bpw)
molt is an autoresearch-style ratchet loop that
searches quantization recipes and serving configs for deepreinforce-ai/Ornith-1.0-397B
(512-expert qwen3.5 MoE) until it serves well on one specific consumer box: 2×RTX 4090,
90 GB DDR5, Gen5 SSD. This dataset is the frozen evaluation harness, golden references, the
research journal, and the documentation — published for community feedback.… See the full description on the dataset page: https://huggingface.co/datasets/SEBK4C/molt-ornith-eval.