{"adoption": {"forks": 890, "observed_at": "2026-08-28T04:09:22.081636+00:00", "stars": 5539}, "canonical_url": "https://ross.abutalabs.com/products/rlm", "card": {"archived": false, "artifact_type": "library", "description": "General plug-and-play inference library for Recursive Language Models (RLMs), supporting various sandboxes.", "domain": ["large-language-models", "artificial-intelligence"], "enriched": true, "function": ["llm-inference", "agent-framework", "sdk"], "health_score": 99, "homepage": "https://arxiv.org/abs/2512.24601", "language": "Python", "license": "MIT", "license_family": "permissive", "maturity": "active", "member_repos": ["alexzhang13/rlm"], "name": "alexzhang13/rlm", "platform": ["python"], "pushed_at": "2026-08-26T03:48:00+00:00", "repo": "alexzhang13/rlm", "stars": 5539, "tags": ["recursive-language-models", "long-context", "inference-scaling", "sandboxed-execution", "codeact", "repl", "sub-llm-calls", "training-environment", "natural-language-processing"], "topics": [], "urls": [], "use_cases": ["process prompts longer than the model context window", "recursively decompose huge documents with sub-LLM calls", "run long-context inference with a CodeAct-style REPL harness", "swap llm.completion for rlm.completion in existing pipelines", "train custom models around the RLM paradigm", "evaluate long-context scaffolds against compaction and coding agents"], "what_it_is": "A plug-and-play Python inference library for Recursive Language Models (RLMs), a paradigm where an LLM programmatically examines and decomposes arbitrarily long prompts in a sandboxed REPL and recursively calls itself over snippets. It supports multiple sandboxes, API-based and local LLMs, and includes a training environment for post-training RLMs.", "when_to_avoid": ["your prompts comfortably fit within the model context window", "you need low-latency single-shot completions without extra overhead", "you cannot allow code execution in your inference pipeline", "you need a battle-tested production system rather than a research tool"], "when_to_choose": ["your prompts exceed the model's context window by orders of magnitude", "you want a drop-in inference wrapper that handles near-infinite context", "you need sandboxed code execution with recursive sub-LLM calls", "you want to post-train a model around the RLM harness"]}, "data_as_of": "2026-08-30T08:39:29.467469+00:00", "members": [{"path": "/products/rlm", "repo": "alexzhang13/rlm", "role": "main", "score": 80}], "provenance": {"archived": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "artifact_type": {"confidence": null, "enriched_at": "2026-08-29T17:55:42.748838+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9863c028cfb33b78007bf1ecf4123ace274e9a43b2e251265b8622472ade3e50", "fetched_at": "2026-08-28T04:09:22.081636+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexzhang13/rlm"}, {"content_hash": "95963be6f5b0a78106a6f1520858abea9e4d2a37753088e23927b0180967c3ea", "fetched_at": "2026-08-29T08:51:04.770977+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2512.24601"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:51:04.780274+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:51:04.820479+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:51:04.842082+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:51:04.793781+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "description": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "domain": {"confidence": null, "enriched_at": "2026-08-29T17:55:42.748838+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9863c028cfb33b78007bf1ecf4123ace274e9a43b2e251265b8622472ade3e50", "fetched_at": "2026-08-28T04:09:22.081636+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexzhang13/rlm"}, {"content_hash": "95963be6f5b0a78106a6f1520858abea9e4d2a37753088e23927b0180967c3ea", "fetched_at": "2026-08-29T08:51:04.770977+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2512.24601"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:51:04.780274+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:51:04.820479+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:51:04.842082+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:51:04.793781+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "enriched": {"inputs": [], "kind": "computed", "method": "enrichment_status"}, "function": {"confidence": null, "enriched_at": "2026-08-29T17:55:42.748838+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9863c028cfb33b78007bf1ecf4123ace274e9a43b2e251265b8622472ade3e50", "fetched_at": "2026-08-28T04:09:22.081636+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexzhang13/rlm"}, {"content_hash": "95963be6f5b0a78106a6f1520858abea9e4d2a37753088e23927b0180967c3ea", "fetched_at": "2026-08-29T08:51:04.770977+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2512.24601"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:51:04.780274+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:51:04.820479+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:51:04.842082+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:51:04.793781+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "health_score": {"inputs": ["days_since_push", "days_since_release", "archived"], "kind": "computed", "method": "health_v1"}, "homepage": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "language": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "license": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "license_family": {"inputs": ["license"], "kind": "computed", "method": "license_family"}, "maturity": {"confidence": null, "enriched_at": "2026-08-29T17:55:42.748838+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9863c028cfb33b78007bf1ecf4123ace274e9a43b2e251265b8622472ade3e50", "fetched_at": "2026-08-28T04:09:22.081636+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexzhang13/rlm"}, {"content_hash": "95963be6f5b0a78106a6f1520858abea9e4d2a37753088e23927b0180967c3ea", "fetched_at": "2026-08-29T08:51:04.770977+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2512.24601"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:51:04.780274+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:51:04.820479+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:51:04.842082+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:51:04.793781+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "member_repos": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "name": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "platform": {"confidence": null, "enriched_at": "2026-08-29T17:55:42.748838+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9863c028cfb33b78007bf1ecf4123ace274e9a43b2e251265b8622472ade3e50", "fetched_at": "2026-08-28T04:09:22.081636+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexzhang13/rlm"}, {"content_hash": "95963be6f5b0a78106a6f1520858abea9e4d2a37753088e23927b0180967c3ea", "fetched_at": "2026-08-29T08:51:04.770977+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2512.24601"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:51:04.780274+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:51:04.820479+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:51:04.842082+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:51:04.793781+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "pushed_at": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "repo": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "stars": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "tags": {"confidence": null, "enriched_at": "2026-08-29T17:55:42.748838+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9863c028cfb33b78007bf1ecf4123ace274e9a43b2e251265b8622472ade3e50", "fetched_at": "2026-08-28T04:09:22.081636+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexzhang13/rlm"}, {"content_hash": "95963be6f5b0a78106a6f1520858abea9e4d2a37753088e23927b0180967c3ea", "fetched_at": "2026-08-29T08:51:04.770977+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2512.24601"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:51:04.780274+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:51:04.820479+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:51:04.842082+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:51:04.793781+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "topics": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "urls": {"kind": "observed", "observed_at": "2026-08-28T04:09:22.081636+00:00", "source": "github"}, "use_cases": {"confidence": null, "enriched_at": "2026-08-29T17:55:42.748838+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9863c028cfb33b78007bf1ecf4123ace274e9a43b2e251265b8622472ade3e50", "fetched_at": "2026-08-28T04:09:22.081636+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexzhang13/rlm"}, {"content_hash": "95963be6f5b0a78106a6f1520858abea9e4d2a37753088e23927b0180967c3ea", "fetched_at": "2026-08-29T08:51:04.770977+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2512.24601"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:51:04.780274+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:51:04.820479+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:51:04.842082+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:51:04.793781+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "what_it_is": {"confidence": null, "enriched_at": "2026-08-29T17:55:42.748838+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9863c028cfb33b78007bf1ecf4123ace274e9a43b2e251265b8622472ade3e50", "fetched_at": "2026-08-28T04:09:22.081636+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexzhang13/rlm"}, {"content_hash": "95963be6f5b0a78106a6f1520858abea9e4d2a37753088e23927b0180967c3ea", "fetched_at": "2026-08-29T08:51:04.770977+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2512.24601"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:51:04.780274+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:51:04.820479+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:51:04.842082+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:51:04.793781+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_avoid": {"confidence": null, "enriched_at": "2026-08-29T17:55:42.748838+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9863c028cfb33b78007bf1ecf4123ace274e9a43b2e251265b8622472ade3e50", "fetched_at": "2026-08-28T04:09:22.081636+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexzhang13/rlm"}, {"content_hash": "95963be6f5b0a78106a6f1520858abea9e4d2a37753088e23927b0180967c3ea", "fetched_at": "2026-08-29T08:51:04.770977+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2512.24601"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:51:04.780274+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:51:04.820479+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:51:04.842082+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:51:04.793781+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}, "when_to_choose": {"confidence": null, "enriched_at": "2026-08-29T17:55:42.748838+00:00", "kind": "inferred", "prompt_version": 1, "sources": [{"content_hash": "9863c028cfb33b78007bf1ecf4123ace274e9a43b2e251265b8622472ade3e50", "fetched_at": "2026-08-28T04:09:22.081636+00:00", "kind": "readme", "missing": false, "url": "https://github.com/alexzhang13/rlm"}, {"content_hash": "95963be6f5b0a78106a6f1520858abea9e4d2a37753088e23927b0180967c3ea", "fetched_at": "2026-08-29T08:51:04.770977+00:00", "kind": "homepage", "missing": false, "url": "https://arxiv.org/abs/2512.24601"}, {"content_hash": "cca9c3a11c56b1212864e03fb8a5511a3bdb6df53398ba4dd2ed778f931607dd", "fetched_at": "2026-08-29T08:51:04.780274+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/donate.html"}, {"content_hash": "47cbc55ff1deaca3f36b463373de863a7053d91cacf9f95725618e11610209ae", "fetched_at": "2026-08-29T08:51:04.820479+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about/ourmembers.html"}, {"content_hash": "a1f16f915a9ad89ee57c3e929a1b6577d481f52c05f8015fc720b16ee8014f19", "fetched_at": "2026-08-29T08:51:04.842082+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/about"}, {"content_hash": "b14a8d05a0ec337409ab63bffd91306b5317b16fac358aa6d1fe6afbaf3c8628", "fetched_at": "2026-08-29T08:51:04.793781+00:00", "kind": "site_page", "missing": false, "url": "https://info.arxiv.org/labs/index.html"}], "taxonomy_version": 1}}, "score": {"components": {"activity": 99, "longevity": 18, "rhythm": 90}, "computed_at": "2026-09-03T02:20:16.233290+00:00", "flags": [], "formula": "round(0.45*activity + 0.35*rhythm + 0.20*longevity); archived -> min(score, 10)", "inputs": {"age_days": 256, "days_push": 7, "days_rel": 69, "gap_med": 26, "n_releases_24m": 6}, "score": 80, "version": 2}, "staleness": {"enrichment_outdated": false, "low_confidence": false, "scrape_days": 9, "stale_scrape": false}}