{"adoption": {"forks": 480, "observed_at": "2026-08-28T04:09:33.704535+00:00", "stars": 5957}, "canonical_url": "https://ross.abutalabs.com/products/aiwaves-cn-agents", "card": {"archived": false, "artifact_type": "framework", "description": "An Open-source Framework for Data-centric, Self-evolving Autonomous Language Agents", "domain": ["artificial-intelligence", "large-language-models", "machine-learning"], "enriched": true, "function": ["agent-framework", "llm-training", "prompt-engineering", "machine-learning"], "health_score": 20, "homepage": null, "language": "Python", "license": "Apache-2.0", "license_family": "permissive", "maturity": "maintenance", "member_repos": ["aiwaves-cn/agents"], "name": "aiwaves-cn/agents", "platform": ["python", "cross-platform"], "pushed_at": "2024-09-26T03:12:53+00:00", "repo": "aiwaves-cn/agents", "stars": 5957, "tags": ["symbolic-learning", "self-evolving-agents", "language-agents", "backpropagation", "multi-agent-systems", "research", "ai-agents"], "topics": ["autonomous-agents", "language-model", "llm"], "urls": [], "use_cases": ["train and optimize llm agents with symbolic learning", "build self-evolving autonomous language agents", "optimize prompts and tools via language gradients", "train multi-agent systems", "evaluate agent pipelines with language-based loss"], "what_it_is": "Agents 2.0 is a Python framework for data-centric, self-evolving autonomous language agents based on symbolic learning. It adapts neural-network-style training—forward passes, language-based loss, backpropagation, and weight updates—to optimize prompts, tools, and agent pipelines, including multi-agent systems.", "when_to_avoid": ["you need a simple production agent runtime without training", "you want a framework with active ongoing development", "you need non-Python or lightweight agent orchestration"], "when_to_choose": ["you want agents that improve themselves from training data", "you need prompt optimization inspired by backpropagation", "you are researching agent training and evaluation methods"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/aiwaves-cn-agents", "repo": "aiwaves-cn/agents", "role": "main", "score": 28}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:50:41.886226+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c96bf29e8c0567071daec0f5520ca238b8e7601bc7d2699be4dc5b18daeb3158", "fetched_at": "2026-08-28T04:09:33.704535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aiwaves-cn/agents"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:50:41.886226+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c96bf29e8c0567071daec0f5520ca238b8e7601bc7d2699be4dc5b18daeb3158", "fetched_at": "2026-08-28T04:09:33.704535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aiwaves-cn/agents"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:50:41.886226+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c96bf29e8c0567071daec0f5520ca238b8e7601bc7d2699be4dc5b18daeb3158", "fetched_at": "2026-08-28T04:09:33.704535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aiwaves-cn/agents"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:50:41.886226+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c96bf29e8c0567071daec0f5520ca238b8e7601bc7d2699be4dc5b18daeb3158", "fetched_at": "2026-08-28T04:09:33.704535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aiwaves-cn/agents"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:50:41.886226+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c96bf29e8c0567071daec0f5520ca238b8e7601bc7d2699be4dc5b18daeb3158", "fetched_at": "2026-08-28T04:09:33.704535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aiwaves-cn/agents"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:50:41.886226+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c96bf29e8c0567071daec0f5520ca238b8e7601bc7d2699be4dc5b18daeb3158", "fetched_at": "2026-08-28T04:09:33.704535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aiwaves-cn/agents"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:33.704535+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:50:41.886226+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c96bf29e8c0567071daec0f5520ca238b8e7601bc7d2699be4dc5b18daeb3158", "fetched_at": "2026-08-28T04:09:33.704535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aiwaves-cn/agents"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:50:41.886226+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c96bf29e8c0567071daec0f5520ca238b8e7601bc7d2699be4dc5b18daeb3158", "fetched_at": "2026-08-28T04:09:33.704535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aiwaves-cn/agents"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:50:41.886226+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c96bf29e8c0567071daec0f5520ca238b8e7601bc7d2699be4dc5b18daeb3158", "fetched_at": "2026-08-28T04:09:33.704535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aiwaves-cn/agents"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:50:41.886226+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "c96bf29e8c0567071daec0f5520ca238b8e7601bc7d2699be4dc5b18daeb3158", "fetched_at": "2026-08-28T04:09:33.704535+00:00", "kind": "readme", "missing": false, "url": "https://github.com/aiwaves-cn/agents"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 0, "longevity": 81, "rhythm": 35}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": ["no_releases"], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 1143, "days_push": 706, "days_rel": null, "gap_med": null, "n_releases_24m": 0}, "score": 28, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}