{"adoption": {"forks": 251, "observed_at": "2026-08-28T04:06:27.447561+00:00", "stars": 2221}, "canonical_url": "https://ross.abutalabs.com/products/dstack", "card": {"archived": false, "artifact_type": "framework", "description": "Vendor-agnostic orchestration for training, inference and agentic workloads across NVIDIA, AMD, TPU, and Tenstorrent on clouds, Kubernetes, and bare metal.", "domain": ["machine-learning", "deep-learning", "large-language-models", "cloud-computing", "infrastructure-as-code", "gpu-computing"], "enriched": true, "function": ["container-orchestration", "deployment", "scheduling", "llm-inference", "machine-learning", "gpu-computing", "cli", "api-framework"], "health_score": 100, "homepage": "https://dstack.ai/docs", "language": "Python", "license": "MPL-2.0", "license_family": "copyleft", "maturity": "active", "member_repos": ["dstackai/dstack"], "name": "dstackai/dstack", "platform": ["windows", "python", "cli", "self-hosted", "cloud"], "pushed_at": "2026-08-26T15:01:27+00:00", "repo": "dstackai/dstack", "stars": 2221, "tags": ["gpu-orchestration", "gpu-cloud", "training", "fine-tuning", "inference-endpoints", "fleets", "ssh-fleets", "slurm", "tpu", "tenstorrent", "amd", "nvidia", "control-plane", "dev-environments", "agent-skills", "containers", "devops", "ai-agents", "linux", "macos", "docker", "kubernetes"], "topics": ["machine-learning", "python", "gpu", "llms", "cloud", "orchestration", "fine-tuning", "training", "kubernetes", "k8s", "amd", "docker", "inference", "nvidia", "slurm", "containers", "agent-skills", "agentic-orchestration"], "urls": [], "use_cases": ["provision GPU instances across multiple cloud providers from one control plane", "run distributed LLM fine-tuning jobs on H100 or MI300X clusters", "deploy model inference endpoints with auto-scaling and ingress", "spin up cloud dev environments accessible from VS Code or Cursor via SSH", "manage on-prem GPU servers as SSH fleets without Kubernetes", "orchestrate agentic workloads and batch jobs on spot GPU instances", "benchmark and optimize LLM inference configurations with agent-driven presets"], "what_it_is": "dstack is an open-source, vendor-agnostic control plane for GPU provisioning and orchestration that works across GPU clouds, Kubernetes, and on-prem clusters via SSH. It supports NVIDIA, AMD, Google TPU, and Tenstorrent accelerators and streamlines dev environments, training tasks, and inference services through declarative YAML configurations applied via CLI or API.", "when_to_avoid": ["you only run CPU-only workloads with no GPU needs", "you need a fully managed service and prefer not to self-host a control plane server", "your orchestration needs are simple single-machine Docker deployments"], "when_to_choose": ["you need multi-cloud or hybrid GPU orchestration without vendor lock-in", "you want declarative YAML-based provisioning for training and inference workloads", "you mix cloud providers, Kubernetes, and bare-metal SSH servers", "you need support for diverse accelerators including AMD, TPU, and Tenstorrent"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/dstack", "repo": "dstackai/dstack", "role": "main", "score": 95}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:45:47.245993+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b084921e2fe569461ad85774f997d73635002981d58b85402bf68603b409b8a", "fetched_at": "2026-08-28T04:06:27.447561+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dstackai/dstack"}, {"content_hash": "d86d4817acca2cbf665ba94397666c92ab31f6ecd34d538f62b5a4962202c9a4", "fetched_at": "2026-08-29T10:26:11.597769+00:00", "kind": "homepage", "missing": false, "url": "https://dstack.ai/docs"}, {"content_hash": "bbfb12f9d0cfa2cc50d6c40e8979908575668892f252313a05c23d383042faa0", "fetched_at": "2026-08-29T10:26:11.607438+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/installation"}, {"content_hash": "553e804b02ac656fdd5c27895422048c467cd09cf439921642f4fd48faf4854f", "fetched_at": "2026-08-29T10:26:11.610028+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/quickstart"}, {"content_hash": "508cd16ff90da2a06cdbf3a361245fa7f914b3f34a3b677cf7189ee80fec8110", "fetched_at": "2026-08-29T10:26:11.611979+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/backends"}, {"content_hash": "a0caf52cb7355d5dac12d3ef4f2d11b959aeb3cbb06b5d2ff271104fdd9ea934", "fetched_at": "2026-08-29T10:26:11.614777+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/fleets"}, {"content_hash": "0a611185ec2287f5ec24312fa1de25c8150aa98a3c78a4cfb9f7233c0db2f3b2", "fetched_at": "2026-08-29T10:26:11.616812+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/dev-environments"}, {"content_hash": "54bd284e7ea68b3e0fc507f8f336e1f428447953fe44a1220c10112450bc97d9", "fetched_at": "2026-08-29T10:26:11.618911+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/tasks"}, {"content_hash": "14ae9fb6ff89afcda8f30bd8b45d037776cdf7f828fafe82d3fee961ca0c4a17", "fetched_at": "2026-08-29T10:26:11.621385+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/services"}, {"content_hash": "f6d7a28a2526bde3733618bcf2fb9449db0b8b10c02a2628f420fdb392af3535", "fetched_at": "2026-08-29T10:26:11.624062+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/presets"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:45:47.245993+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b084921e2fe569461ad85774f997d73635002981d58b85402bf68603b409b8a", "fetched_at": "2026-08-28T04:06:27.447561+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dstackai/dstack"}, {"content_hash": "d86d4817acca2cbf665ba94397666c92ab31f6ecd34d538f62b5a4962202c9a4", "fetched_at": "2026-08-29T10:26:11.597769+00:00", "kind": "homepage", "missing": false, "url": "https://dstack.ai/docs"}, {"content_hash": "bbfb12f9d0cfa2cc50d6c40e8979908575668892f252313a05c23d383042faa0", "fetched_at": "2026-08-29T10:26:11.607438+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/installation"}, {"content_hash": "553e804b02ac656fdd5c27895422048c467cd09cf439921642f4fd48faf4854f", "fetched_at": "2026-08-29T10:26:11.610028+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/quickstart"}, {"content_hash": "508cd16ff90da2a06cdbf3a361245fa7f914b3f34a3b677cf7189ee80fec8110", "fetched_at": "2026-08-29T10:26:11.611979+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/backends"}, {"content_hash": "a0caf52cb7355d5dac12d3ef4f2d11b959aeb3cbb06b5d2ff271104fdd9ea934", "fetched_at": "2026-08-29T10:26:11.614777+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/fleets"}, {"content_hash": "0a611185ec2287f5ec24312fa1de25c8150aa98a3c78a4cfb9f7233c0db2f3b2", "fetched_at": "2026-08-29T10:26:11.616812+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/dev-environments"}, {"content_hash": "54bd284e7ea68b3e0fc507f8f336e1f428447953fe44a1220c10112450bc97d9", "fetched_at": "2026-08-29T10:26:11.618911+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/tasks"}, {"content_hash": "14ae9fb6ff89afcda8f30bd8b45d037776cdf7f828fafe82d3fee961ca0c4a17", "fetched_at": "2026-08-29T10:26:11.621385+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/services"}, {"content_hash": "f6d7a28a2526bde3733618bcf2fb9449db0b8b10c02a2628f420fdb392af3535", "fetched_at": "2026-08-29T10:26:11.624062+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/presets"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:45:47.245993+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b084921e2fe569461ad85774f997d73635002981d58b85402bf68603b409b8a", "fetched_at": "2026-08-28T04:06:27.447561+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dstackai/dstack"}, {"content_hash": "d86d4817acca2cbf665ba94397666c92ab31f6ecd34d538f62b5a4962202c9a4", "fetched_at": "2026-08-29T10:26:11.597769+00:00", "kind": "homepage", "missing": false, "url": "https://dstack.ai/docs"}, {"content_hash": "bbfb12f9d0cfa2cc50d6c40e8979908575668892f252313a05c23d383042faa0", "fetched_at": "2026-08-29T10:26:11.607438+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/installation"}, {"content_hash": "553e804b02ac656fdd5c27895422048c467cd09cf439921642f4fd48faf4854f", "fetched_at": "2026-08-29T10:26:11.610028+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/quickstart"}, {"content_hash": "508cd16ff90da2a06cdbf3a361245fa7f914b3f34a3b677cf7189ee80fec8110", "fetched_at": "2026-08-29T10:26:11.611979+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/backends"}, {"content_hash": "a0caf52cb7355d5dac12d3ef4f2d11b959aeb3cbb06b5d2ff271104fdd9ea934", "fetched_at": "2026-08-29T10:26:11.614777+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/fleets"}, {"content_hash": "0a611185ec2287f5ec24312fa1de25c8150aa98a3c78a4cfb9f7233c0db2f3b2", "fetched_at": "2026-08-29T10:26:11.616812+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/dev-environments"}, {"content_hash": "54bd284e7ea68b3e0fc507f8f336e1f428447953fe44a1220c10112450bc97d9", "fetched_at": "2026-08-29T10:26:11.618911+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/tasks"}, {"content_hash": "14ae9fb6ff89afcda8f30bd8b45d037776cdf7f828fafe82d3fee961ca0c4a17", "fetched_at": "2026-08-29T10:26:11.621385+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/services"}, {"content_hash": "f6d7a28a2526bde3733618bcf2fb9449db0b8b10c02a2628f420fdb392af3535", "fetched_at": "2026-08-29T10:26:11.624062+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/presets"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:45:47.245993+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b084921e2fe569461ad85774f997d73635002981d58b85402bf68603b409b8a", "fetched_at": "2026-08-28T04:06:27.447561+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dstackai/dstack"}, {"content_hash": "d86d4817acca2cbf665ba94397666c92ab31f6ecd34d538f62b5a4962202c9a4", "fetched_at": "2026-08-29T10:26:11.597769+00:00", "kind": "homepage", "missing": false, "url": "https://dstack.ai/docs"}, {"content_hash": "bbfb12f9d0cfa2cc50d6c40e8979908575668892f252313a05c23d383042faa0", "fetched_at": "2026-08-29T10:26:11.607438+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/installation"}, {"content_hash": "553e804b02ac656fdd5c27895422048c467cd09cf439921642f4fd48faf4854f", "fetched_at": "2026-08-29T10:26:11.610028+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/quickstart"}, {"content_hash": "508cd16ff90da2a06cdbf3a361245fa7f914b3f34a3b677cf7189ee80fec8110", "fetched_at": "2026-08-29T10:26:11.611979+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/backends"}, {"content_hash": "a0caf52cb7355d5dac12d3ef4f2d11b959aeb3cbb06b5d2ff271104fdd9ea934", "fetched_at": "2026-08-29T10:26:11.614777+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/fleets"}, {"content_hash": "0a611185ec2287f5ec24312fa1de25c8150aa98a3c78a4cfb9f7233c0db2f3b2", "fetched_at": "2026-08-29T10:26:11.616812+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/dev-environments"}, {"content_hash": "54bd284e7ea68b3e0fc507f8f336e1f428447953fe44a1220c10112450bc97d9", "fetched_at": "2026-08-29T10:26:11.618911+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/tasks"}, {"content_hash": "14ae9fb6ff89afcda8f30bd8b45d037776cdf7f828fafe82d3fee961ca0c4a17", "fetched_at": "2026-08-29T10:26:11.621385+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/services"}, {"content_hash": "f6d7a28a2526bde3733618bcf2fb9449db0b8b10c02a2628f420fdb392af3535", "fetched_at": "2026-08-29T10:26:11.624062+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/presets"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:45:47.245993+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b084921e2fe569461ad85774f997d73635002981d58b85402bf68603b409b8a", "fetched_at": "2026-08-28T04:06:27.447561+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dstackai/dstack"}, {"content_hash": "d86d4817acca2cbf665ba94397666c92ab31f6ecd34d538f62b5a4962202c9a4", "fetched_at": "2026-08-29T10:26:11.597769+00:00", "kind": "homepage", "missing": false, "url": "https://dstack.ai/docs"}, {"content_hash": "bbfb12f9d0cfa2cc50d6c40e8979908575668892f252313a05c23d383042faa0", "fetched_at": "2026-08-29T10:26:11.607438+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/installation"}, {"content_hash": "553e804b02ac656fdd5c27895422048c467cd09cf439921642f4fd48faf4854f", "fetched_at": "2026-08-29T10:26:11.610028+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/quickstart"}, {"content_hash": "508cd16ff90da2a06cdbf3a361245fa7f914b3f34a3b677cf7189ee80fec8110", "fetched_at": "2026-08-29T10:26:11.611979+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/backends"}, {"content_hash": "a0caf52cb7355d5dac12d3ef4f2d11b959aeb3cbb06b5d2ff271104fdd9ea934", "fetched_at": "2026-08-29T10:26:11.614777+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/fleets"}, {"content_hash": "0a611185ec2287f5ec24312fa1de25c8150aa98a3c78a4cfb9f7233c0db2f3b2", "fetched_at": "2026-08-29T10:26:11.616812+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/dev-environments"}, {"content_hash": "54bd284e7ea68b3e0fc507f8f336e1f428447953fe44a1220c10112450bc97d9", "fetched_at": "2026-08-29T10:26:11.618911+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/tasks"}, {"content_hash": "14ae9fb6ff89afcda8f30bd8b45d037776cdf7f828fafe82d3fee961ca0c4a17", "fetched_at": "2026-08-29T10:26:11.621385+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/services"}, {"content_hash": "f6d7a28a2526bde3733618bcf2fb9449db0b8b10c02a2628f420fdb392af3535", "fetched_at": "2026-08-29T10:26:11.624062+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/presets"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:45:47.245993+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b084921e2fe569461ad85774f997d73635002981d58b85402bf68603b409b8a", "fetched_at": "2026-08-28T04:06:27.447561+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dstackai/dstack"}, {"content_hash": "d86d4817acca2cbf665ba94397666c92ab31f6ecd34d538f62b5a4962202c9a4", "fetched_at": "2026-08-29T10:26:11.597769+00:00", "kind": "homepage", "missing": false, "url": "https://dstack.ai/docs"}, {"content_hash": "bbfb12f9d0cfa2cc50d6c40e8979908575668892f252313a05c23d383042faa0", "fetched_at": "2026-08-29T10:26:11.607438+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/installation"}, {"content_hash": "553e804b02ac656fdd5c27895422048c467cd09cf439921642f4fd48faf4854f", "fetched_at": "2026-08-29T10:26:11.610028+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/quickstart"}, {"content_hash": "508cd16ff90da2a06cdbf3a361245fa7f914b3f34a3b677cf7189ee80fec8110", "fetched_at": "2026-08-29T10:26:11.611979+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/backends"}, {"content_hash": "a0caf52cb7355d5dac12d3ef4f2d11b959aeb3cbb06b5d2ff271104fdd9ea934", "fetched_at": "2026-08-29T10:26:11.614777+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/fleets"}, {"content_hash": "0a611185ec2287f5ec24312fa1de25c8150aa98a3c78a4cfb9f7233c0db2f3b2", "fetched_at": "2026-08-29T10:26:11.616812+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/dev-environments"}, {"content_hash": "54bd284e7ea68b3e0fc507f8f336e1f428447953fe44a1220c10112450bc97d9", "fetched_at": "2026-08-29T10:26:11.618911+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/tasks"}, {"content_hash": "14ae9fb6ff89afcda8f30bd8b45d037776cdf7f828fafe82d3fee961ca0c4a17", "fetched_at": "2026-08-29T10:26:11.621385+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/services"}, {"content_hash": "f6d7a28a2526bde3733618bcf2fb9449db0b8b10c02a2628f420fdb392af3535", "fetched_at": "2026-08-29T10:26:11.624062+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/presets"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:27.447561+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:45:47.245993+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b084921e2fe569461ad85774f997d73635002981d58b85402bf68603b409b8a", "fetched_at": "2026-08-28T04:06:27.447561+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dstackai/dstack"}, {"content_hash": "d86d4817acca2cbf665ba94397666c92ab31f6ecd34d538f62b5a4962202c9a4", "fetched_at": "2026-08-29T10:26:11.597769+00:00", "kind": "homepage", "missing": false, "url": "https://dstack.ai/docs"}, {"content_hash": "bbfb12f9d0cfa2cc50d6c40e8979908575668892f252313a05c23d383042faa0", "fetched_at": "2026-08-29T10:26:11.607438+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/installation"}, {"content_hash": "553e804b02ac656fdd5c27895422048c467cd09cf439921642f4fd48faf4854f", "fetched_at": "2026-08-29T10:26:11.610028+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/quickstart"}, {"content_hash": "508cd16ff90da2a06cdbf3a361245fa7f914b3f34a3b677cf7189ee80fec8110", "fetched_at": "2026-08-29T10:26:11.611979+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/backends"}, {"content_hash": "a0caf52cb7355d5dac12d3ef4f2d11b959aeb3cbb06b5d2ff271104fdd9ea934", "fetched_at": "2026-08-29T10:26:11.614777+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/fleets"}, {"content_hash": "0a611185ec2287f5ec24312fa1de25c8150aa98a3c78a4cfb9f7233c0db2f3b2", "fetched_at": "2026-08-29T10:26:11.616812+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/dev-environments"}, {"content_hash": "54bd284e7ea68b3e0fc507f8f336e1f428447953fe44a1220c10112450bc97d9", "fetched_at": "2026-08-29T10:26:11.618911+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/tasks"}, {"content_hash": "14ae9fb6ff89afcda8f30bd8b45d037776cdf7f828fafe82d3fee961ca0c4a17", "fetched_at": "2026-08-29T10:26:11.621385+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/services"}, {"content_hash": "f6d7a28a2526bde3733618bcf2fb9449db0b8b10c02a2628f420fdb392af3535", "fetched_at": "2026-08-29T10:26:11.624062+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/presets"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:45:47.245993+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b084921e2fe569461ad85774f997d73635002981d58b85402bf68603b409b8a", "fetched_at": "2026-08-28T04:06:27.447561+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dstackai/dstack"}, {"content_hash": "d86d4817acca2cbf665ba94397666c92ab31f6ecd34d538f62b5a4962202c9a4", "fetched_at": "2026-08-29T10:26:11.597769+00:00", "kind": "homepage", "missing": false, "url": "https://dstack.ai/docs"}, {"content_hash": "bbfb12f9d0cfa2cc50d6c40e8979908575668892f252313a05c23d383042faa0", "fetched_at": "2026-08-29T10:26:11.607438+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/installation"}, {"content_hash": "553e804b02ac656fdd5c27895422048c467cd09cf439921642f4fd48faf4854f", "fetched_at": "2026-08-29T10:26:11.610028+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/quickstart"}, {"content_hash": "508cd16ff90da2a06cdbf3a361245fa7f914b3f34a3b677cf7189ee80fec8110", "fetched_at": "2026-08-29T10:26:11.611979+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/backends"}, {"content_hash": "a0caf52cb7355d5dac12d3ef4f2d11b959aeb3cbb06b5d2ff271104fdd9ea934", "fetched_at": "2026-08-29T10:26:11.614777+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/fleets"}, {"content_hash": "0a611185ec2287f5ec24312fa1de25c8150aa98a3c78a4cfb9f7233c0db2f3b2", "fetched_at": "2026-08-29T10:26:11.616812+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/dev-environments"}, {"content_hash": "54bd284e7ea68b3e0fc507f8f336e1f428447953fe44a1220c10112450bc97d9", "fetched_at": "2026-08-29T10:26:11.618911+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/tasks"}, {"content_hash": "14ae9fb6ff89afcda8f30bd8b45d037776cdf7f828fafe82d3fee961ca0c4a17", "fetched_at": "2026-08-29T10:26:11.621385+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/services"}, {"content_hash": "f6d7a28a2526bde3733618bcf2fb9449db0b8b10c02a2628f420fdb392af3535", "fetched_at": "2026-08-29T10:26:11.624062+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/presets"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:45:47.245993+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b084921e2fe569461ad85774f997d73635002981d58b85402bf68603b409b8a", "fetched_at": "2026-08-28T04:06:27.447561+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dstackai/dstack"}, {"content_hash": "d86d4817acca2cbf665ba94397666c92ab31f6ecd34d538f62b5a4962202c9a4", "fetched_at": "2026-08-29T10:26:11.597769+00:00", "kind": "homepage", "missing": false, "url": "https://dstack.ai/docs"}, {"content_hash": "bbfb12f9d0cfa2cc50d6c40e8979908575668892f252313a05c23d383042faa0", "fetched_at": "2026-08-29T10:26:11.607438+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/installation"}, {"content_hash": "553e804b02ac656fdd5c27895422048c467cd09cf439921642f4fd48faf4854f", "fetched_at": "2026-08-29T10:26:11.610028+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/quickstart"}, {"content_hash": "508cd16ff90da2a06cdbf3a361245fa7f914b3f34a3b677cf7189ee80fec8110", "fetched_at": "2026-08-29T10:26:11.611979+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/backends"}, {"content_hash": "a0caf52cb7355d5dac12d3ef4f2d11b959aeb3cbb06b5d2ff271104fdd9ea934", "fetched_at": "2026-08-29T10:26:11.614777+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/fleets"}, {"content_hash": "0a611185ec2287f5ec24312fa1de25c8150aa98a3c78a4cfb9f7233c0db2f3b2", "fetched_at": "2026-08-29T10:26:11.616812+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/dev-environments"}, {"content_hash": "54bd284e7ea68b3e0fc507f8f336e1f428447953fe44a1220c10112450bc97d9", "fetched_at": "2026-08-29T10:26:11.618911+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/tasks"}, {"content_hash": "14ae9fb6ff89afcda8f30bd8b45d037776cdf7f828fafe82d3fee961ca0c4a17", "fetched_at": "2026-08-29T10:26:11.621385+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/services"}, {"content_hash": "f6d7a28a2526bde3733618bcf2fb9449db0b8b10c02a2628f420fdb392af3535", "fetched_at": "2026-08-29T10:26:11.624062+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/presets"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:45:47.245993+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "1b084921e2fe569461ad85774f997d73635002981d58b85402bf68603b409b8a", "fetched_at": "2026-08-28T04:06:27.447561+00:00", "kind": "readme", "missing": false, "url": "https://github.com/dstackai/dstack"}, {"content_hash": "d86d4817acca2cbf665ba94397666c92ab31f6ecd34d538f62b5a4962202c9a4", "fetched_at": "2026-08-29T10:26:11.597769+00:00", "kind": "homepage", "missing": false, "url": "https://dstack.ai/docs"}, {"content_hash": "bbfb12f9d0cfa2cc50d6c40e8979908575668892f252313a05c23d383042faa0", "fetched_at": "2026-08-29T10:26:11.607438+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/installation"}, {"content_hash": "553e804b02ac656fdd5c27895422048c467cd09cf439921642f4fd48faf4854f", "fetched_at": "2026-08-29T10:26:11.610028+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/quickstart"}, {"content_hash": "508cd16ff90da2a06cdbf3a361245fa7f914b3f34a3b677cf7189ee80fec8110", "fetched_at": "2026-08-29T10:26:11.611979+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/backends"}, {"content_hash": "a0caf52cb7355d5dac12d3ef4f2d11b959aeb3cbb06b5d2ff271104fdd9ea934", "fetched_at": "2026-08-29T10:26:11.614777+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/fleets"}, {"content_hash": "0a611185ec2287f5ec24312fa1de25c8150aa98a3c78a4cfb9f7233c0db2f3b2", "fetched_at": "2026-08-29T10:26:11.616812+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/dev-environments"}, {"content_hash": "54bd284e7ea68b3e0fc507f8f336e1f428447953fe44a1220c10112450bc97d9", "fetched_at": "2026-08-29T10:26:11.618911+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/tasks"}, {"content_hash": "14ae9fb6ff89afcda8f30bd8b45d037776cdf7f828fafe82d3fee961ca0c4a17", "fetched_at": "2026-08-29T10:26:11.621385+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/services"}, {"content_hash": "f6d7a28a2526bde3733618bcf2fb9449db0b8b10c02a2628f420fdb392af3535", "fetched_at": "2026-08-29T10:26:11.624062+00:00", "kind": "site_page", "missing": false, "url": "https://dstack.ai/docs/concepts/presets"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 100, "rhythm": 86}, "computed_at": "2026-09-03T02:39:23.370411+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1702, "days_push": 7, "days_rel": 14, "gap_med": 6, "n_releases_24m": 106}, "score": 95, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}