{"adoption": {"forks": 168, "observed_at": "2026-08-28T04:06:33.903522+00:00", "stars": 2284}, "canonical_url": "https://ross.abutalabs.com/products/sqliteai-warp", "card": {"archived": false, "artifact_type": "library", "description": "Run the full 2.78-trillion-parameter Kimi K3 model beyond available RAM by streaming activated weights directly from NVMe. A dependency-free, embeddable C inference engine.", "domain": ["large-language-models", "machine-learning", "developer-tools"], "enriched": true, "function": ["llm-inference", "machine-learning"], "health_score": 100, "homepage": "https://sqlite.ai", "language": "C", "license": "Apache-2.0", "license_family": "permissive", "maturity": "active", "member_repos": ["sqliteai/warp"], "name": "sqliteai/warp", "platform": ["cross-platform", "cli"], "pushed_at": "2026-08-24T09:16:44+00:00", "repo": "sqliteai/warp", "stars": 2284, "tags": ["mixture-of-experts", "nvme-streaming", "quantization", "embeddable", "c", "local-inference", "kimi-k3", "macos", "linux"], "topics": [], "urls": [], "use_cases": ["run the full Kimi K3 model locally on a 64 GB machine", "stream LLM weights from NVMe when the model exceeds available RAM", "embed a frontier-model inference engine in a C application with no dependencies", "experiment with mixture-of-experts weight paging and expert caching", "run large MoE models on consumer hardware without distillation or pruning"], "what_it_is": "WARP is a dependency-free, embeddable C inference engine that runs trillion-parameter mixture-of-experts models like Kimi K3 by streaming activated expert weights directly from NVMe storage instead of holding them in RAM. It keeps shared weights in memory, uses a bounded expert cache, and achieves full-model local inference on consumer hardware such as a 64 GB MacBook Pro.", "when_to_avoid": ["you need high token throughput for interactive chat (K3 decodes at ~0.6 tok/s)", "you want broad model support or a mature ecosystem like llama.cpp", "your machine has less than 64 GB RAM for the largest models", "you need GPU-accelerated inference or multi-GPU serving"], "when_to_choose": ["you want to run a huge MoE model locally and it does not fit in RAM", "you need a dependency-free, embeddable C inference engine", "you have fast NVMe storage and enough RAM for the shared trunk plus a cache", "you want to experiment with weight-streaming inference techniques"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/sqliteai-warp", "repo": "sqliteai/warp", "role": "main", "score": 80}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T02:41:06.810480+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f4962e5888468ec45100cdc98e9b70a55bf13f1b493bc49cde11f3512f1abdf", "fetched_at": "2026-08-28T04:06:33.903522+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sqliteai/warp"}, {"content_hash": "99d8968ff13db06f6c41b98a5da7d804f0a52306520d67cfdd1cf2ce5751af37", "fetched_at": "2026-08-29T10:21:26.920475+00:00", "kind": "homepage", "missing": false, "url": "https://sqlite.ai"}, {"content_hash": "f02c43a2a83669c21a73992a947a7975ae66f1448baf38f11be6e2f5c6479548", "fetched_at": "2026-08-29T10:21:26.929772+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/pricing"}, {"content_hash": "30a18014da99aadcc3b45eb3de946a5dcbf473fa42d50458340957f7fc980c53", "fetched_at": "2026-08-29T10:21:26.932100+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/changelog"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T02:41:06.810480+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f4962e5888468ec45100cdc98e9b70a55bf13f1b493bc49cde11f3512f1abdf", "fetched_at": "2026-08-28T04:06:33.903522+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sqliteai/warp"}, {"content_hash": "99d8968ff13db06f6c41b98a5da7d804f0a52306520d67cfdd1cf2ce5751af37", "fetched_at": "2026-08-29T10:21:26.920475+00:00", "kind": "homepage", "missing": false, "url": "https://sqlite.ai"}, {"content_hash": "f02c43a2a83669c21a73992a947a7975ae66f1448baf38f11be6e2f5c6479548", "fetched_at": "2026-08-29T10:21:26.929772+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/pricing"}, {"content_hash": "30a18014da99aadcc3b45eb3de946a5dcbf473fa42d50458340957f7fc980c53", "fetched_at": "2026-08-29T10:21:26.932100+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/changelog"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T02:41:06.810480+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f4962e5888468ec45100cdc98e9b70a55bf13f1b493bc49cde11f3512f1abdf", "fetched_at": "2026-08-28T04:06:33.903522+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sqliteai/warp"}, {"content_hash": "99d8968ff13db06f6c41b98a5da7d804f0a52306520d67cfdd1cf2ce5751af37", "fetched_at": "2026-08-29T10:21:26.920475+00:00", "kind": "homepage", "missing": false, "url": "https://sqlite.ai"}, {"content_hash": "f02c43a2a83669c21a73992a947a7975ae66f1448baf38f11be6e2f5c6479548", "fetched_at": "2026-08-29T10:21:26.929772+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/pricing"}, {"content_hash": "30a18014da99aadcc3b45eb3de946a5dcbf473fa42d50458340957f7fc980c53", "fetched_at": "2026-08-29T10:21:26.932100+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/changelog"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T02:41:06.810480+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f4962e5888468ec45100cdc98e9b70a55bf13f1b493bc49cde11f3512f1abdf", "fetched_at": "2026-08-28T04:06:33.903522+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sqliteai/warp"}, {"content_hash": "99d8968ff13db06f6c41b98a5da7d804f0a52306520d67cfdd1cf2ce5751af37", "fetched_at": "2026-08-29T10:21:26.920475+00:00", "kind": "homepage", "missing": false, "url": "https://sqlite.ai"}, {"content_hash": "f02c43a2a83669c21a73992a947a7975ae66f1448baf38f11be6e2f5c6479548", "fetched_at": "2026-08-29T10:21:26.929772+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/pricing"}, {"content_hash": "30a18014da99aadcc3b45eb3de946a5dcbf473fa42d50458340957f7fc980c53", "fetched_at": "2026-08-29T10:21:26.932100+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/changelog"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T02:41:06.810480+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f4962e5888468ec45100cdc98e9b70a55bf13f1b493bc49cde11f3512f1abdf", "fetched_at": "2026-08-28T04:06:33.903522+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sqliteai/warp"}, {"content_hash": "99d8968ff13db06f6c41b98a5da7d804f0a52306520d67cfdd1cf2ce5751af37", "fetched_at": "2026-08-29T10:21:26.920475+00:00", "kind": "homepage", "missing": false, "url": "https://sqlite.ai"}, {"content_hash": "f02c43a2a83669c21a73992a947a7975ae66f1448baf38f11be6e2f5c6479548", "fetched_at": "2026-08-29T10:21:26.929772+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/pricing"}, {"content_hash": "30a18014da99aadcc3b45eb3de946a5dcbf473fa42d50458340957f7fc980c53", "fetched_at": "2026-08-29T10:21:26.932100+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/changelog"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T02:41:06.810480+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f4962e5888468ec45100cdc98e9b70a55bf13f1b493bc49cde11f3512f1abdf", "fetched_at": "2026-08-28T04:06:33.903522+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sqliteai/warp"}, {"content_hash": "99d8968ff13db06f6c41b98a5da7d804f0a52306520d67cfdd1cf2ce5751af37", "fetched_at": "2026-08-29T10:21:26.920475+00:00", "kind": "homepage", "missing": false, "url": "https://sqlite.ai"}, {"content_hash": "f02c43a2a83669c21a73992a947a7975ae66f1448baf38f11be6e2f5c6479548", "fetched_at": "2026-08-29T10:21:26.929772+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/pricing"}, {"content_hash": "30a18014da99aadcc3b45eb3de946a5dcbf473fa42d50458340957f7fc980c53", "fetched_at": "2026-08-29T10:21:26.932100+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/changelog"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:06:33.903522+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T02:41:06.810480+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f4962e5888468ec45100cdc98e9b70a55bf13f1b493bc49cde11f3512f1abdf", "fetched_at": "2026-08-28T04:06:33.903522+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sqliteai/warp"}, {"content_hash": "99d8968ff13db06f6c41b98a5da7d804f0a52306520d67cfdd1cf2ce5751af37", "fetched_at": "2026-08-29T10:21:26.920475+00:00", "kind": "homepage", "missing": false, "url": "https://sqlite.ai"}, {"content_hash": "f02c43a2a83669c21a73992a947a7975ae66f1448baf38f11be6e2f5c6479548", "fetched_at": "2026-08-29T10:21:26.929772+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/pricing"}, {"content_hash": "30a18014da99aadcc3b45eb3de946a5dcbf473fa42d50458340957f7fc980c53", "fetched_at": "2026-08-29T10:21:26.932100+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/changelog"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T02:41:06.810480+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f4962e5888468ec45100cdc98e9b70a55bf13f1b493bc49cde11f3512f1abdf", "fetched_at": "2026-08-28T04:06:33.903522+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sqliteai/warp"}, {"content_hash": "99d8968ff13db06f6c41b98a5da7d804f0a52306520d67cfdd1cf2ce5751af37", "fetched_at": "2026-08-29T10:21:26.920475+00:00", "kind": "homepage", "missing": false, "url": "https://sqlite.ai"}, {"content_hash": "f02c43a2a83669c21a73992a947a7975ae66f1448baf38f11be6e2f5c6479548", "fetched_at": "2026-08-29T10:21:26.929772+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/pricing"}, {"content_hash": "30a18014da99aadcc3b45eb3de946a5dcbf473fa42d50458340957f7fc980c53", "fetched_at": "2026-08-29T10:21:26.932100+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/changelog"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T02:41:06.810480+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f4962e5888468ec45100cdc98e9b70a55bf13f1b493bc49cde11f3512f1abdf", "fetched_at": "2026-08-28T04:06:33.903522+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sqliteai/warp"}, {"content_hash": "99d8968ff13db06f6c41b98a5da7d804f0a52306520d67cfdd1cf2ce5751af37", "fetched_at": "2026-08-29T10:21:26.920475+00:00", "kind": "homepage", "missing": false, "url": "https://sqlite.ai"}, {"content_hash": "f02c43a2a83669c21a73992a947a7975ae66f1448baf38f11be6e2f5c6479548", "fetched_at": "2026-08-29T10:21:26.929772+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/pricing"}, {"content_hash": "30a18014da99aadcc3b45eb3de946a5dcbf473fa42d50458340957f7fc980c53", "fetched_at": "2026-08-29T10:21:26.932100+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/changelog"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T02:41:06.810480+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "0f4962e5888468ec45100cdc98e9b70a55bf13f1b493bc49cde11f3512f1abdf", "fetched_at": "2026-08-28T04:06:33.903522+00:00", "kind": "readme", "missing": false, "url": "https://github.com/sqliteai/warp"}, {"content_hash": "99d8968ff13db06f6c41b98a5da7d804f0a52306520d67cfdd1cf2ce5751af37", "fetched_at": "2026-08-29T10:21:26.920475+00:00", "kind": "homepage", "missing": false, "url": "https://sqlite.ai"}, {"content_hash": "f02c43a2a83669c21a73992a947a7975ae66f1448baf38f11be6e2f5c6479548", "fetched_at": "2026-08-29T10:21:26.929772+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/pricing"}, {"content_hash": "30a18014da99aadcc3b45eb3de946a5dcbf473fa42d50458340957f7fc980c53", "fetched_at": "2026-08-29T10:21:26.932100+00:00", "kind": "site_page", "missing": false, "url": "https://www.sqlite.ai/changelog"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 2, "rhythm": 99}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["young"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 36, "days_push": 9, "days_rel": 9, "gap_med": 1, "n_releases_24m": 10}, "score": 80, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}