{"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":12613,"forks":1825,"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":17,"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 focused on deep learning and reasoning through hierarchical structures. Requires CUDA 12.6 for 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":"2026-08-17T06:01:45.714355+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":"deep-learning","name":"deep-learning"},{"slug":"large-language-models","name":"large language models"},{"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":"2026-08-17T06:01:44.935Z","maintenance":{"label":"Slowing","score":36,"methodology":"github_public_v1","releases_90d":0,"days_since_push":138,"last_release_at":null,"stars_delta_30d":17,"open_issues_delta_30d":0},"security_summary":{"status":"ok","scanner":"osv@v1","low_count":0,"high_count":0,"last_scan_at":"2026-07-11T11:01:55.704Z","medium_count":0,"scan_profile":"deps","critical_count":0}},"capability_facts":{"scan":{"source":"repo_scan","observed_at":"2026-08-17T06:01:45.394Z"},"languages":{"value":["python"],"source":"github.language","observed_at":"2026-08-17T06:01:45.394Z"},"license_spdx":{"value":"Apache-2.0","source":"github.license","observed_at":"2026-08-17T06:01:45.394Z"}},"decision_facts":{"hosting":null,"pricing":null,"requirements":null,"constraints":null,"when_to_use":["Consider HRM when you need to leverage a highly specific GPU version (CUDA 12.6) which can potentially offer the latest in computational capabilities tailored for deep learning tasks.","If your project demands brain-inspired hierarchical reasoning features that align closely with human cognitive processes, this tool could provide unique advantages over others that do not incorporate脑"],"when_not_to_use":["Avoid using HRM if you face limitations or challenges in accessing CUDA 12.6 specifically, as the model is tightly coupled with this version of CUDA and other versions will not be compatible.","Do not use HRM if your project does not benefit from hierarchical reasoning models; its specialized architecture could represent an unnecessary complexity."],"source":"enrich:decision_facts","observed_at":"2026-07-11T15:22:31.920Z"},"constraint_facets":null,"decision_summary":[{"label":"Adopt for","value":"Hierarchical Reasoning Model (HRM) is a brain-inspired AI tool centered on deep learning and hierarchical reasoning. It necessitates CUDA 12.6 for its PyTorch-based environment setup, making it uniquely optimized for GPU"}]}}