{"schema_version":"onlylabs.public_signal.v1","title":"Qwen (Alibaba Cloud) Repo: QwenLM/D2K-Bench","description":"Qwen (Alibaba Cloud) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/8d783bb5-5bf4-475a-babc-0ecf51437d04","json_url":"https://onlylabs.fyi/signals/8d783bb5-5bf4-475a-babc-0ecf51437d04/signal.json","generated_at":"2026-10-12T20:54:59.301Z","evidence_latest_fetched_at":"2026-10-05T07:03:26.323667+00:00","signal_first_seen_at":"2026-10-05T07:00:45.361913+00:00","org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/qwen","dossier_json_url":"https://onlylabs.fyi/labs/qwen/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/8d783bb5-5bf4-475a-babc-0ecf51437d04","signal_json":"https://onlylabs.fyi/signals/8d783bb5-5bf4-475a-babc-0ecf51437d04/signal.json","source":"https://github.com/QwenLM/D2K-Bench","lab_dossier":"https://onlylabs.fyi/labs/qwen","lab_dossier_json":"https://onlylabs.fyi/labs/qwen/dossier.json","analysis":"https://onlylabs.fyi/analysis/qwen","analysis_json":"https://onlylabs.fyi/analysis/qwen/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/qwen/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Qwen (Alibaba Cloud) published QwenLM/D2K-Bench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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Cloud)."},{"subject":"QwenLM/D2K-Bench","predicate":"has signal desk","object":"repos","text":"QwenLM/D2K-Bench has signal desk repos."},{"subject":"QwenLM/D2K-Bench","predicate":"has source host","object":"github.com","text":"QwenLM/D2K-Bench has source host github.com."},{"subject":"QwenLM/D2K-Bench","predicate":"has repository","object":"QwenLM/D2K-Bench","text":"QwenLM/D2K-Bench has repository QwenLM/D2K-Bench."},{"subject":"QwenLM/D2K-Bench","predicate":"has language","object":"Python","text":"QwenLM/D2K-Bench has language Python."},{"subject":"QwenLM/D2K-Bench","predicate":"has stars","object":"2","text":"QwenLM/D2K-Bench has stars 2."},{"subject":"QwenLM/D2K-Bench","predicate":"has watch term","object":"Eval methodology","text":"QwenLM/D2K-Bench has watch term Eval methodology."},{"subject":"QwenLM/D2K-Bench","predicate":"has watch term","object":"Data pipeline","text":"QwenLM/D2K-Bench has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Qwen (Alibaba Cloud) published QwenLM/D2K-Bench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo QwenLM/D2K-Bench · language Python. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Qwen (Alibaba Cloud)","predicate":"published repo","object":"QwenLM/D2K-Bench","text":"Qwen (Alibaba Cloud) published repo QwenLM/D2K-Bench."},{"subject":"QwenLM/D2K-Bench","predicate":"is classified as","object":"repo signal","text":"QwenLM/D2K-Bench is classified as repo signal."},{"subject":"QwenLM/D2K-Bench","predicate":"belongs to","object":"repos desk","text":"QwenLM/D2K-Bench belongs to repos desk."},{"subject":"QwenLM/D2K-Bench","predicate":"has context","object":"Python","text":"QwenLM/D2K-Bench has context Python."},{"subject":"QwenLM/D2K-Bench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"QwenLM/D2K-Bench has evidence coverage 1 captured evidence page."}]},"signal":{"id":"8d783bb5-5bf4-475a-babc-0ecf51437d04","url":"https://onlylabs.fyi/signals/8d783bb5-5bf4-475a-babc-0ecf51437d04","json_url":"https://onlylabs.fyi/signals/8d783bb5-5bf4-475a-babc-0ecf51437d04/signal.json","source_url":"https://github.com/QwenLM/D2K-Bench","title":"QwenLM/D2K-Bench","summary":"Qwen (Alibaba Cloud) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-29T05:27:57+00:00","first_seen_at":"2026-10-05T07:00:45.361913+00:00","date_source":"source","evidence_coverage":{"target_pages":1,"captured_pages":1,"readable_pages":1,"capture_methods":["plain"],"missing_page_urls":[],"failed_page_urls":[],"blocked_page_urls":[],"page_urls":["https://github.com/QwenLM/D2K-Bench"]},"facets":{"repo":"QwenLM/D2K-Bench","language":"Python"},"traction":{"github_stars":2,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/QwenLM/D2K-Bench","final_url":"https://github.com/QwenLM/D2K-Bench","title":"QwenLM/D2K-Bench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-05T07:03:26.323667+00:00","bytes":10996,"raw_path":"4aaeff625ccdb3ae0fef876431adab93af1fb37043a620748e2691f3adb28cac.json","content_hash":"26e5e0f2480ad169890eaaa32f50a74d396fb5b5878f05e76c522a5630460850","excerpt_chars":1200,"truncated":true,"excerpt":"QwenLM/D2K-Bench Language: Python Stars: 0 Forks: 0 Open issues: 0 Created: 2026-09-29T05:27:57Z Pushed: 2026-10-05T02:51:59Z Default branch: main Fork: no Archived: no README: D2K-BENCH A GPU-kernel co-design benchmark: 26 tasks with reference implementations, per-task evaluation environments, packed task tables, example agent workspaces, and a design/code capability scorer. This repository accompanies the paper [D2K-Bench: Can LLM Agents Turn Expert Designs into Efficient GPU Kernels?](https://arxiv.org/abs/2610.03226). Directory contents - `dataset/` — one directory per task: the naive reference, the per-task evaluator config and grader inputs, the model-visible task spec and starter, and the design rubric, schema, and expert design guidance. - `tasks/` — packed Parquet task tables (`frontier_sol_triton.parquet`, `frontier_sol_cuda.parquet`, `frontier_sol_cutlass.parquet`), 26 rows each. - `example_workspace/` — prebuilt agent workspaces per task (baseline, design guidance, and the cumulative L1 and L1+L2 ablations). - `docker/` — the Dockerfile and build script for the runtime image (shared base, per-task environments, and the sandbox server). - `script/` — packing, workspace..."},"evidence_pages":[],"related_signals":[{"id":"bd51a353-e7dd-4693-a66c-c18d828c753a","url":"https://onlylabs.fyi/signals/bd51a353-e7dd-4693-a66c-c18d828c753a","source_url":"https://github.com/QwenLM/RecreationWorld","title":"QwenLM/RecreationWorld","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-18T04:23:07+00:00","first_seen_at":"2026-09-21T07:00:46.73156+00:00","date_source":"source"},{"id":"5b4adc34-9d90-48e9-8713-f7932896521a","url":"https://onlylabs.fyi/signals/5b4adc34-9d90-48e9-8713-f7932896521a","source_url":"https://github.com/QwenLM/Omnilingua-Bench","title":"QwenLM/Omnilingua-Bench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-16T10:31:13+00:00","first_seen_at":"2026-09-19T07:00:43.603646+00:00","date_source":"source"},{"id":"3b6e0ecf-e151-4e20-9813-9b920b209c87","url":"https://onlylabs.fyi/signals/3b6e0ecf-e151-4e20-9813-9b920b209c87","source_url":"https://github.com/QwenLM/Qwen-Image-2.1","title":"QwenLM/Qwen-Image-2.1","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-14T04:12:17+00:00","first_seen_at":"2026-09-21T07:00:46.73156+00:00","date_source":"source"},{"id":"c17119fa-97a7-4cf9-8647-63ab50f69e88","url":"https://onlylabs.fyi/signals/c17119fa-97a7-4cf9-8647-63ab50f69e88","source_url":"https://github.com/QwenLM/Qwen-Live-Harness","title":"QwenLM/Qwen-Live-Harness","context":"TypeScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-10T07:32:35+00:00","first_seen_at":"2026-09-22T07:00:44.695925+00:00","date_source":"source"},{"id":"bab9d1f2-9c22-4f42-92c7-5993c7740a12","url":"https://onlylabs.fyi/signals/bab9d1f2-9c22-4f42-92c7-5993c7740a12","source_url":"https://github.com/QwenLM/qwen-mm-plugins-hub","title":"QwenLM/qwen-mm-plugins-hub","context":"HTML","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-09-09T07:40:40+00:00","first_seen_at":"2026-09-10T07:00:46.797649+00:00","date_source":"source"},{"id":"c2304bd2-d4f2-4622-9def-e71964302d65","url":"https://onlylabs.fyi/signals/c2304bd2-d4f2-4622-9def-e71964302d65","source_url":"https://github.com/QwenLM/E-CommerceBench","title":"QwenLM/E-CommerceBench","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"qwen","name":"Qwen (Alibaba Cloud)","category":"frontier-lab"},"occurred_at":"2026-08-26T06:10:37+00:00","first_seen_at":"2026-09-02T07:03:12.374873+00:00","date_source":"source"}]}