{"adoption": {"forks": 364, "observed_at": "2026-08-28T04:05:39.714883+00:00", "stars": 1813}, "canonical_url": "https://ross.abutalabs.com/products/autoresearch-mlx", "card": {"archived": false, "artifact_type": "framework", "description": "Apple Silicon (MLX) port of Karpathy's autoresearch — autonomous AI research loops on Mac, no PyTorch required.", "domain": ["machine-learning", "deep-learning", "artificial-intelligence", "developer-tools"], "enriched": true, "function": ["llm-training", "machine-learning", "benchmarking", "developer-tools"], "health_score": 74, "homepage": null, "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["trevin-creator/autoresearch-mlx"], "name": "trevin-creator/autoresearch-mlx", "platform": ["python"], "pushed_at": "2026-07-02T13:49:49+00:00", "repo": "trevin-creator/autoresearch-mlx", "stars": 1813, "tags": ["mlx", "apple-silicon", "autonomous-research", "agent-driven-experiments", "neural-network-training", "hyperparameter-search", "karpathy-port", "macos", "gpu"], "topics": [], "urls": [], "use_cases": ["run autonomous ML training experiments on Apple Silicon", "let a coding agent optimize a training loop automatically", "do LLM training research on a Mac without CUDA", "benchmark model configs under a fixed time budget", "explore hyperparameter search with keep-or-revert git workflow", "port PyTorch research loops to MLX"], "what_it_is": "An Apple Silicon (MLX) port of Karpathy's autoresearch that runs autonomous AI research loops on a Mac without PyTorch or CUDA. A coding agent iteratively edits a single train.py, runs fixed 5-minute training experiments, and keeps or reverts changes based on validation bits-per-byte.", "when_to_avoid": ["you need PyTorch or CUDA ecosystem compatibility", "you need large-scale multi-GPU training", "you want a turnkey training pipeline rather than an experimental loop"], "when_to_choose": ["you have an Apple Silicon Mac and no NVIDIA GPU", "you want agent-driven autonomous experimentation with MLX", "you want a minimal, transparent research loop controlled by a markdown protocol"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/autoresearch-mlx", "repo": "trevin-creator/autoresearch-mlx", "role": "main", "score": 55}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T03:21:10.839276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "578b86ede089674bdab9de689bd696e3fb6b5b41808d8663342621ec1d7e3e30", "fetched_at": "2026-08-28T04:05:39.714883+00:00", "kind": "readme", "missing": false, "url": "https://github.com/trevin-creator/autoresearch-mlx"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T03:21:10.839276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "578b86ede089674bdab9de689bd696e3fb6b5b41808d8663342621ec1d7e3e30", "fetched_at": "2026-08-28T04:05:39.714883+00:00", "kind": "readme", "missing": false, "url": "https://github.com/trevin-creator/autoresearch-mlx"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T03:21:10.839276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "578b86ede089674bdab9de689bd696e3fb6b5b41808d8663342621ec1d7e3e30", "fetched_at": "2026-08-28T04:05:39.714883+00:00", "kind": "readme", "missing": false, "url": "https://github.com/trevin-creator/autoresearch-mlx"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T03:21:10.839276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "578b86ede089674bdab9de689bd696e3fb6b5b41808d8663342621ec1d7e3e30", "fetched_at": "2026-08-28T04:05:39.714883+00:00", "kind": "readme", "missing": false, "url": "https://github.com/trevin-creator/autoresearch-mlx"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T03:21:10.839276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "578b86ede089674bdab9de689bd696e3fb6b5b41808d8663342621ec1d7e3e30", "fetched_at": "2026-08-28T04:05:39.714883+00:00", "kind": "readme", "missing": false, "url": "https://github.com/trevin-creator/autoresearch-mlx"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T03:21:10.839276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "578b86ede089674bdab9de689bd696e3fb6b5b41808d8663342621ec1d7e3e30", "fetched_at": "2026-08-28T04:05:39.714883+00:00", "kind": "readme", "missing": false, "url": "https://github.com/trevin-creator/autoresearch-mlx"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:05:39.714883+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T03:21:10.839276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "578b86ede089674bdab9de689bd696e3fb6b5b41808d8663342621ec1d7e3e30", "fetched_at": "2026-08-28T04:05:39.714883+00:00", "kind": "readme", "missing": false, "url": "https://github.com/trevin-creator/autoresearch-mlx"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T03:21:10.839276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "578b86ede089674bdab9de689bd696e3fb6b5b41808d8663342621ec1d7e3e30", "fetched_at": "2026-08-28T04:05:39.714883+00:00", "kind": "readme", "missing": false, "url": "https://github.com/trevin-creator/autoresearch-mlx"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T03:21:10.839276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "578b86ede089674bdab9de689bd696e3fb6b5b41808d8663342621ec1d7e3e30", "fetched_at": "2026-08-28T04:05:39.714883+00:00", "kind": "readme", "missing": false, "url": "https://github.com/trevin-creator/autoresearch-mlx"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T03:21:10.839276+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "578b86ede089674bdab9de689bd696e3fb6b5b41808d8663342621ec1d7e3e30", "fetched_at": "2026-08-28T04:05:39.714883+00:00", "kind": "readme", "missing": false, "url": "https://github.com/trevin-creator/autoresearch-mlx"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 90, "longevity": 12, "rhythm": 35}, "computed_at": "2026-09-02T17:46:02.011165+00:00", "flags": ["no_releases", "young"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 178, "days_push": 62, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 55, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}