{"adoption": {"forks": 77, "observed_at": "2026-08-28T04:03:19.753345+00:00", "stars": 1038}, "canonical_url": "https://ross.abutalabs.com/products/wecoai-awesome-autoresearch", "card": {"archived": false, "artifact_type": "learning-resource", "description": "Curated list of AutoResearch use cases with optimization traces and open source implementations", "domain": ["artificial-intelligence", "machine-learning", "awesome-lists", "developer-tools", "tutorials"], "enriched": true, "function": ["agent-framework", "llm-training", "prompt-engineering", "benchmarking", "developer-tools"], "health_score": 77, "homepage": null, "language": null, "license": "CC0-1.0", "license_family": "permissive", "maturity": "active", "member_repos": ["WecoAI/awesome-autoresearch"], "name": "WecoAI/awesome-autoresearch", "platform": ["python", "cli", "cross-platform"], "pushed_at": "2026-07-30T21:24:08+00:00", "repo": "WecoAI/awesome-autoresearch", "stars": 1038, "tags": ["awesome-list", "autoresearch", "curated-list", "optimization-traces", "coding-agents", "self-improving-ai", "automated-ml", "ai-agents", "gpu"], "topics": ["ai-agents", "ai-research", "automated-machine-learning", "autonomous-agents", "autoresearch", "awesome", "awesome-list", "claude-code", "code-optimization", "curated-list", "llm", "self-improving-ai"], "urls": [], "use_cases": ["find examples of AI agents that automatically optimize code", "learn how the autoresearch optimization loop works", "see real optimization traces from LLM training experiments", "apply automated research loops to GPU kernel optimization", "find open-source implementations of self-improving AI workflows", "optimize prompts automatically with evaluation metrics", "discover community adaptations of Karpathy's autoresearch"], "what_it_is": "A curated awesome-list of AutoResearch use cases, where a coding agent iteratively optimizes a file against an evaluation metric in a keep/discard loop. Each entry links to the actual optimization trajectory and open-source implementation, covering LLM training, GPU kernels, template engines, and prompt engineering.", "when_to_avoid": ["you need a runnable tool or framework rather than a list of links", "you want guaranteed-maintained production software rather than community experiments", "you're not working with coding agents or GPU-based ML workflows"], "when_to_choose": ["you want curated, trace-backed examples of agentic code optimization", "you're exploring how to adapt the autoresearch loop to new domains", "you need reference implementations before building your own automated research agent"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/wecoai-awesome-autoresearch", "repo": "WecoAI/awesome-autoresearch", "role": "main", "score": 57}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-30T07:04:14.018618+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2cca2325c9f532027cc0aac98cce4fe3dec1b817e646f3ef05343af73ff276d", "fetched_at": "2026-08-28T04:03:19.753345+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WecoAI/awesome-autoresearch"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-30T07:04:14.018618+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2cca2325c9f532027cc0aac98cce4fe3dec1b817e646f3ef05343af73ff276d", "fetched_at": "2026-08-28T04:03:19.753345+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WecoAI/awesome-autoresearch"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-30T07:04:14.018618+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2cca2325c9f532027cc0aac98cce4fe3dec1b817e646f3ef05343af73ff276d", "fetched_at": "2026-08-28T04:03:19.753345+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WecoAI/awesome-autoresearch"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-30T07:04:14.018618+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2cca2325c9f532027cc0aac98cce4fe3dec1b817e646f3ef05343af73ff276d", "fetched_at": "2026-08-28T04:03:19.753345+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WecoAI/awesome-autoresearch"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-30T07:04:14.018618+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2cca2325c9f532027cc0aac98cce4fe3dec1b817e646f3ef05343af73ff276d", "fetched_at": "2026-08-28T04:03:19.753345+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WecoAI/awesome-autoresearch"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-30T07:04:14.018618+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2cca2325c9f532027cc0aac98cce4fe3dec1b817e646f3ef05343af73ff276d", "fetched_at": "2026-08-28T04:03:19.753345+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WecoAI/awesome-autoresearch"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:03:19.753345+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-30T07:04:14.018618+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2cca2325c9f532027cc0aac98cce4fe3dec1b817e646f3ef05343af73ff276d", "fetched_at": "2026-08-28T04:03:19.753345+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WecoAI/awesome-autoresearch"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-30T07:04:14.018618+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2cca2325c9f532027cc0aac98cce4fe3dec1b817e646f3ef05343af73ff276d", "fetched_at": "2026-08-28T04:03:19.753345+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WecoAI/awesome-autoresearch"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-30T07:04:14.018618+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2cca2325c9f532027cc0aac98cce4fe3dec1b817e646f3ef05343af73ff276d", "fetched_at": "2026-08-28T04:03:19.753345+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WecoAI/awesome-autoresearch"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-30T07:04:14.018618+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "e2cca2325c9f532027cc0aac98cce4fe3dec1b817e646f3ef05343af73ff276d", "fetched_at": "2026-08-28T04:03:19.753345+00:00", "kind": "readme", "missing": false, "url": "https://github.com/WecoAI/awesome-autoresearch"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 95, "longevity": 11, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases", "young"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 164, "days_push": 34, "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}}