{"adoption": {"forks": 504, "observed_at": "2026-08-28T04:07:03.185813+00:00", "stars": 2598}, "canonical_url": "https://ross.abutalabs.com/products/kairos", "card": {"archived": false, "artifact_type": "library", "description": "Official code for world model Kairos", "domain": ["artificial-intelligence", "robotics", "machine-learning", "computer-vision"], "enriched": true, "function": ["machine-learning", "deep-learning", "llm-inference", "video-processing", "simulation"], "health_score": 75, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["kairos-agi/kairos"], "name": "kairos-agi/kairos", "platform": ["python"], "pushed_at": "2026-07-08T03:29:15+00:00", "repo": "kairos-agi/kairos", "stars": 2598, "tags": ["world-model", "cross-embodiment", "robot-learning", "action-prediction", "video-generation", "embodied-ai", "linux", "gpu"], "topics": [], "urls": [], "use_cases": ["predict future video states for robot manipulation", "generate executable robot actions from world model", "run world model inference on robot benchmarks like RoboTwin and LIBERO", "deploy embodied AI models on edge devices", "experiment with cross-embodiment pretraining for robotics", "evaluate long-horizon reasoning in embodied agents"], "what_it_is": "Kairos is the official open-source implementation of a 4B-parameter native cross-embodiment world model that unifies video understanding, future visual generation, and executable robot action prediction. It provides inference code and pretrained weights for robot manipulation benchmarks and supports real-time edge-side deployment for embodied AI.", "when_to_avoid": ["you need a general-purpose video generation model without robot action prediction", "you lack GPU resources for 4B-parameter model inference", "you need a mature production robotics stack rather than research code"], "when_to_choose": ["you need a unified world model that predicts both future video and robot actions", "you want pretrained cross-embodiment weights for manipulation benchmarks", "you need efficient edge-side deployment for embodied AI"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/kairos", "repo": "kairos-agi/kairos", "role": "main", "score": 57}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:21:20.817652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "be27c7665323b71ad4c082a98c2e60617bd82a1cca9f98b69c584dd841e293d8", "fetched_at": "2026-08-28T04:07:03.185813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kairos-agi/kairos"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:21:20.817652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "be27c7665323b71ad4c082a98c2e60617bd82a1cca9f98b69c584dd841e293d8", "fetched_at": "2026-08-28T04:07:03.185813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kairos-agi/kairos"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:21:20.817652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "be27c7665323b71ad4c082a98c2e60617bd82a1cca9f98b69c584dd841e293d8", "fetched_at": "2026-08-28T04:07:03.185813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kairos-agi/kairos"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:21:20.817652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "be27c7665323b71ad4c082a98c2e60617bd82a1cca9f98b69c584dd841e293d8", "fetched_at": "2026-08-28T04:07:03.185813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kairos-agi/kairos"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:21:20.817652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "be27c7665323b71ad4c082a98c2e60617bd82a1cca9f98b69c584dd841e293d8", "fetched_at": "2026-08-28T04:07:03.185813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kairos-agi/kairos"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:21:20.817652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "be27c7665323b71ad4c082a98c2e60617bd82a1cca9f98b69c584dd841e293d8", "fetched_at": "2026-08-28T04:07:03.185813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kairos-agi/kairos"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:07:03.185813+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:21:20.817652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "be27c7665323b71ad4c082a98c2e60617bd82a1cca9f98b69c584dd841e293d8", "fetched_at": "2026-08-28T04:07:03.185813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kairos-agi/kairos"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:21:20.817652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "be27c7665323b71ad4c082a98c2e60617bd82a1cca9f98b69c584dd841e293d8", "fetched_at": "2026-08-28T04:07:03.185813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kairos-agi/kairos"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:21:20.817652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "be27c7665323b71ad4c082a98c2e60617bd82a1cca9f98b69c584dd841e293d8", "fetched_at": "2026-08-28T04:07:03.185813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kairos-agi/kairos"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:21:20.817652+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "be27c7665323b71ad4c082a98c2e60617bd82a1cca9f98b69c584dd841e293d8", "fetched_at": "2026-08-28T04:07:03.185813+00:00", "kind": "readme", "missing": false, "url": "https://github.com/kairos-agi/kairos"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 91, "longevity": 19, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 274, "days_push": 56, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 57, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}