{"data":{"slug":"sapientinc-hrm","name":"HRM","tagline":"Hierarchical Reasoning Model Official Release","github_url":"https://github.com/sapientinc/HRM","owner":"sapientinc","repo":"HRM","owner_avatar_url":"https://avatars.githubusercontent.com/u/188930505?v=4","primary_language":"Python","stars":12641,"forks":1823,"topics":["brain-inspired-ai","deep-learning","large-language-models","reasoning"],"archived":false,"github_pushed_at":"2026-03-31T23:08:31+00:00","maintenance_label":"Slowing","stars_delta_30d":28,"url":"https://www.graphcanon.com/tools/sapientinc-hrm","markdown_url":"https://www.graphcanon.com/tools/sapientinc-hrm.md","api_url":"https://www.graphcanon.com/api/graphcanon/tools/sapientinc-hrm","graph_url":"https://www.graphcanon.com/api/graphcanon/graph?tool=sapientinc-hrm","description":"Hierarchical Reasoning Model Official Release","homepage_url":"https://sapient.inc","license":"Apache-2.0","open_issues":75,"watchers":268,"ai_summary":"A brain-inspired AI model focusing on deep learning and large language models for reasoning tasks, requiring CUDA 12.6 and PyTorch installation.","readme_excerpt":"# Install CUDA 12.6\nCUDA_URL=https://developer.download.nvidia.com/compute/cuda/12.6.3/local_installers/cuda_12.6.3_560.35.05_linux.run\n\nwget -q --show-progress --progress=bar:force:noscroll -O cuda_installer.run $CUDA_URL\nsudo sh cuda_installer.run --silent --toolkit --override\n\nexport CUDA_HOME=/usr/local/cuda-12.6\n\n---\n\n# Install PyTorch with CUDA 12.6\nPYTORCH_INDEX_URL=https://download.pytorch.org/whl/cu126\n\npip3 install torch torchvision torchaudio --index-url $PYTORCH_INDEX_URL\n\n---\n\n## Install Python Dependencies 🐍\n\n```bash\npip install -r requirements.txt\n```","github_created_at":"2025-07-09T02:09:32+00:00","created_at":"2026-07-07T17:33:48.615021+00:00","updated_at":"2026-09-20T04:33:37.043019+00:00","categories":[{"slug":"llm-frameworks","name":"LLM Frameworks","url":"https://www.graphcanon.com/categories/llm-frameworks","markdown_url":"https://www.graphcanon.com/categories/llm-frameworks.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/llm-frameworks"},{"slug":"model-training","name":"Model Training","url":"https://www.graphcanon.com/categories/model-training","markdown_url":"https://www.graphcanon.com/categories/model-training.md","api_url":"https://www.graphcanon.com/api/graphcanon/categories/model-training"}],"tags":[{"slug":"brain-inspired-ai","name":"brain-inspired-ai"},{"slug":"cuda","name":"cuda"},{"slug":"deep-learning","name":"deep-learning"},{"slug":"large-language-models","name":"large-language-models"},{"slug":"python","name":"python"},{"slug":"pytorch","name":"pytorch"},{"slug":"reasoning","name":"reasoning"}],"trust":{"provenance":{"is_fork":false,"github_id":1016423859,"owner_type":"Organization","methodology":"github_public_v1","parent_repo":null,"near_duplicate_slugs":[]},"computed_at":"2026-09-18T08:49:09.725Z","maintenance":{"label":"Slowing","score":36,"methodology":"github_public_v1","releases_90d":0,"days_since_push":170,"last_release_at":null,"stars_delta_30d":28,"open_issues_delta_30d":0},"security_summary":{"status":"ok","scanner":"osv@v1","low_count":0,"high_count":0,"last_scan_at":"2026-09-18T08:49:11.973Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-09-18T08:49:08.609Z"},"languages":{"value":["python"],"source":"github.language","observed_at":"2026-09-18T08:49:08.609Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-09-18T08:49:08.609Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":{"notes":["HRM requires CUDA 12.6 and PyTorch installation.","Ensure you have the necessary permissions to install CUDA and PyTorch in your environment."],"min_ram_gb":null,"requires_docker":false},"constraints":{"min_ram_gb":null,"requires_docker":false},"when_to_use":["Use HRM when you need a brain-inspired AI model for reasoning tasks that can leverage the latest CUDA 12.6 for optimal performance.","Consider HRM if your project specifically requires the use of PyTorch for model training and you have the necessary CUDA version installed."],"when_not_to_use":["Avoid HRM if your project does not require CUDA 12.6, as it may not be compatible with other CUDA versions.","Do not use HRM if your development environment cannot support PyTorch, as this is a critical dependency for the model."],"source":"enrich:decision_facts","observed_at":"2026-09-18T10:33:10.389Z"},"constraint_facets":{"min_ram_gb":null,"requires_docker":false},"decision_summary":[{"label":"Requirements","value":"HRM requires CUDA 12.6 and PyTorch installation.; Ensure you have the necessary permissions to install CUDA and PyTorch in your environment."},{"label":"Adopt for","value":"HRM is a brain-inspired AI model for reasoning tasks, requiring CUDA 12.6 and PyTorch installation."}]}}