{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/CodeAssistBench","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/b38892f1-f7a0-42cc-83a7-5c7183ef850a","json_url":"https://onlylabs.fyi/signals/b38892f1-f7a0-42cc-83a7-5c7183ef850a/signal.json","generated_at":"2026-06-11T03:58:42.276135+00:00","org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/amazon","dossier_json_url":"https://onlylabs.fyi/labs/amazon/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/b38892f1-f7a0-42cc-83a7-5c7183ef850a","signal_json":"https://onlylabs.fyi/signals/b38892f1-f7a0-42cc-83a7-5c7183ef850a/signal.json","source":"https://github.com/amazon-science/CodeAssistBench","lab_dossier":"https://onlylabs.fyi/labs/amazon","lab_dossier_json":"https://onlylabs.fyi/labs/amazon/dossier.json","analysis":"https://onlylabs.fyi/analysis/amazon","analysis_json":"https://onlylabs.fyi/analysis/amazon/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/amazon/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":"Amazon (Nova) published amazon-science/CodeAssistBench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo amazon-science/CodeAssistBench · language Python · Low traction routine benchmark repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/amazon-science/CodeAssistBench","source_host":"github.com","occurred_at":"2025-10-21T21:03:36+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Amazon (Nova)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"amazon-science/CodeAssistBench","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"10","source":"traction"},{"label":"Notability","value":"Low traction routine benchmark repo","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"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/amazon-science/CodeAssistBench"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:58:42.276135+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b38892f1-f7a0-42cc-83a7-5c7183ef850a/signal.json","dossier_json":"https://onlylabs.fyi/labs/amazon/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/amazon/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/amazon/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/b38892f1-f7a0-42cc-83a7-5c7183ef850a/signal.json","required":true},{"label":"source","url":"https://github.com/amazon-science/CodeAssistBench","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/amazon/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/amazon/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":null,"required":false}],"expected_output":["one-paragraph source-grounded interpretation","category-specific implication","confidence and missing evidence","recommended next source to inspect"],"prompt_seed":"Using only the linked onlylabs JSON, captured source context, and cited evidence, analyze Amazon (Nova)'s repo signal \"amazon-science/CodeAssistBench\" for frontier lab strategy."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/CodeAssistBench","text":"Amazon (Nova) published repo amazon-science/CodeAssistBench."},{"subject":"amazon-science/CodeAssistBench","predicate":"is classified as","object":"repo signal","text":"amazon-science/CodeAssistBench is classified as repo signal."},{"subject":"amazon-science/CodeAssistBench","predicate":"belongs to","object":"repos desk","text":"amazon-science/CodeAssistBench belongs to repos desk."},{"subject":"amazon-science/CodeAssistBench","predicate":"has context","object":"Python","text":"amazon-science/CodeAssistBench has context Python."},{"subject":"amazon-science/CodeAssistBench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/CodeAssistBench has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/CodeAssistBench","predicate":"has captured page count","object":"1","text":"amazon-science/CodeAssistBench has captured page count 1."},{"subject":"amazon-science/CodeAssistBench","predicate":"has readable page count","object":"1","text":"amazon-science/CodeAssistBench has readable page count 1."},{"subject":"amazon-science/CodeAssistBench","predicate":"has related signal count","object":"6","text":"amazon-science/CodeAssistBench has related signal count 6."},{"subject":"amazon-science/CodeAssistBench","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"amazon-science/CodeAssistBench has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"amazon-science/CodeAssistBench","predicate":"has source host","object":"github.com","text":"amazon-science/CodeAssistBench has source host github.com."},{"subject":"amazon-science/CodeAssistBench","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/CodeAssistBench has lab Amazon (Nova)."},{"subject":"amazon-science/CodeAssistBench","predicate":"has signal desk","object":"repos","text":"amazon-science/CodeAssistBench has signal desk repos."},{"subject":"amazon-science/CodeAssistBench","predicate":"has source host","object":"github.com","text":"amazon-science/CodeAssistBench has source host github.com."},{"subject":"amazon-science/CodeAssistBench","predicate":"has repository","object":"amazon-science/CodeAssistBench","text":"amazon-science/CodeAssistBench has repository amazon-science/CodeAssistBench."},{"subject":"amazon-science/CodeAssistBench","predicate":"has language","object":"Python","text":"amazon-science/CodeAssistBench has language Python."},{"subject":"amazon-science/CodeAssistBench","predicate":"has stars","object":"10","text":"amazon-science/CodeAssistBench has stars 10."},{"subject":"amazon-science/CodeAssistBench","predicate":"has notability","object":"Low traction routine benchmark repo","text":"amazon-science/CodeAssistBench has notability Low traction routine benchmark repo."},{"subject":"amazon-science/CodeAssistBench","predicate":"has watch term","object":"Eval methodology","text":"amazon-science/CodeAssistBench has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Amazon (Nova) published amazon-science/CodeAssistBench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo amazon-science/CodeAssistBench · language Python · Low traction routine benchmark repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/CodeAssistBench","text":"Amazon (Nova) published repo amazon-science/CodeAssistBench."},{"subject":"amazon-science/CodeAssistBench","predicate":"is classified as","object":"repo signal","text":"amazon-science/CodeAssistBench is classified as repo signal."},{"subject":"amazon-science/CodeAssistBench","predicate":"belongs to","object":"repos desk","text":"amazon-science/CodeAssistBench belongs to repos desk."},{"subject":"amazon-science/CodeAssistBench","predicate":"has context","object":"Python","text":"amazon-science/CodeAssistBench has context Python."},{"subject":"amazon-science/CodeAssistBench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/CodeAssistBench has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b38892f1-f7a0-42cc-83a7-5c7183ef850a","url":"https://onlylabs.fyi/signals/b38892f1-f7a0-42cc-83a7-5c7183ef850a","json_url":"https://onlylabs.fyi/signals/b38892f1-f7a0-42cc-83a7-5c7183ef850a/signal.json","source_url":"https://github.com/amazon-science/CodeAssistBench","title":"amazon-science/CodeAssistBench","summary":"Amazon (Nova) 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":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2025-10-21T21:03:36+00:00","first_seen_at":"2026-06-05T20:58:37.464059+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/amazon-science/CodeAssistBench"]},"facets":{"repo":"amazon-science/CodeAssistBench","language":"Python"},"traction":{"github_stars":10,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/amazon-science/CodeAssistBench","final_url":"https://github.com/amazon-science/CodeAssistBench","title":"amazon-science/CodeAssistBench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:58:42.276135+00:00","bytes":20287,"raw_path":"d50e7fa4911e8a8851ba3e5c1695b571b9c0e5d85d342d1ff7da71a62ea679bd.json","content_hash":"e12dd1395d4b2c194e49f34f9cfe20a7254110272ca4986b1a1379eaac44ff46","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/CodeAssistBench Language: Python License: Apache-2.0 Stars: 10 Forks: 5 Open issues: 1 Created: 2025-10-21T21:03:36Z Pushed: 2026-04-16T04:04:21Z Default branch: main Fork: no Archived: no README: CodeAssistBench A benchmark for evaluating AI coding assistants on real GitHub issues. Includes a curated dataset of GitHub issues with satisfaction conditions and Dockerfiles for reproducible evaluation. 📊 Dataset We recommend **`dataset/cab_verified_v3.jsonl`** — 274 human-verified issues across 7 languages with **human-reviewed satisfaction conditions**. | Dataset | Issues | Description | |---------|--------|-------------| | **`cab_verified_v3.jsonl`** | **274** | **⭐ Recommended** — Human-verified issues with human-reviewed satisfaction conditions | | `cab_verified_v2.jsonl` | 274 | Human-verified issues with LLM-generated satisfaction conditions | | `cab_recent_v2.jsonl` | 771 | Full dataset with LLM-generated satisfaction conditions & classification | | `cab_recent.jsonl` | 308 | Earlier recent issues (June 2025 – Jan 2026) | | `cab_verified.jsonl` | 149 | Legacy verified subset with tested Dockerfiles | **Languages:** Python, JavaScript, TypeScript, Java, Go, C,..."},"evidence_pages":[{"url":"https://github.com/amazon-science/CodeAssistBench","final_url":"https://github.com/amazon-science/CodeAssistBench","title":"amazon-science/CodeAssistBench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:58:42.276135+00:00","bytes":20287,"raw_path":"d50e7fa4911e8a8851ba3e5c1695b571b9c0e5d85d342d1ff7da71a62ea679bd.json","content_hash":"e12dd1395d4b2c194e49f34f9cfe20a7254110272ca4986b1a1379eaac44ff46","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/CodeAssistBench Language: Python License: Apache-2.0 Stars: 10 Forks: 5 Open issues: 1 Created: 2025-10-21T21:03:36Z Pushed: 2026-04-16T04:04:21Z Default branch: main Fork: no Archived: no README: CodeAssistBench A benchmark for evaluating AI coding assistants on real GitHub issues. Includes a curated dataset of GitHub issues with satisfaction conditions and Dockerfiles for reproducible evaluation. 📊 Dataset We recommend **`dataset/cab_verified_v3.jsonl`** — 274 human-verified issues across 7 languages with **human-reviewed satisfaction conditions**. | Dataset | Issues | Description | |---------|--------|-------------| | **`cab_verified_v3.jsonl`** | **274** | **⭐ Recommended** — Human-verified issues with human-reviewed satisfaction conditions | | `cab_verified_v2.jsonl` | 274 | Human-verified issues with LLM-generated satisfaction conditions | | `cab_recent_v2.jsonl` | 771 | Full dataset with LLM-generated satisfaction conditions & classification | | `cab_recent.jsonl` | 308 | Earlier recent issues (June 2025 – Jan 2026) | | `cab_verified.jsonl` | 149 | Legacy verified subset with tested Dockerfiles | **Languages:** Python, JavaScript, TypeScript, Java, Go, C,..."}],"related_signals":[{"id":"087c32a2-6ad0-4981-9315-11fdd32a0153","url":"https://onlylabs.fyi/signals/087c32a2-6ad0-4981-9315-11fdd32a0153","source_url":"https://github.com/amazon-science/reskill","title":"amazon-science/reskill","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-06-04T02:13:35+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"},{"id":"e5701aed-6cd3-48dd-bfa6-ef839031e2e8","url":"https://onlylabs.fyi/signals/e5701aed-6cd3-48dd-bfa6-ef839031e2e8","source_url":"https://github.com/amazon-science/dualkv-flash-attn-for-rl","title":"amazon-science/dualkv-flash-attn-for-rl","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-27T17:38:58+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"},{"id":"8af28f0c-7331-4b08-b517-e18b3555e503","url":"https://onlylabs.fyi/signals/8af28f0c-7331-4b08-b517-e18b3555e503","source_url":"https://github.com/amazon-science/EvoMAS","title":"amazon-science/EvoMAS","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-19T19:23:29+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"},{"id":"e3ff8718-7daa-4ebd-a3e6-3d825c538b74","url":"https://onlylabs.fyi/signals/e3ff8718-7daa-4ebd-a3e6-3d825c538b74","source_url":"https://github.com/amazon-science/adaptive-layerwise-perturbation","title":"amazon-science/adaptive-layerwise-perturbation","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-14T17:44:17+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"},{"id":"9afcd328-0124-485c-8ace-9c3ad546e316","url":"https://onlylabs.fyi/signals/9afcd328-0124-485c-8ace-9c3ad546e316","source_url":"https://github.com/amazon-science/temporal-reasoning-dataset","title":"amazon-science/temporal-reasoning-dataset","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-13T13:07:08+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"},{"id":"e19ce80b-3d6a-4aaf-9b1a-82d1b19ab682","url":"https://onlylabs.fyi/signals/e19ce80b-3d6a-4aaf-9b1a-82d1b19ab682","source_url":"https://github.com/amazon-science/PROF-GRPO","title":"amazon-science/PROF-GRPO","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-12T19:43:55+00:00","first_seen_at":"2026-06-05T20:58:37.464059+00:00","date_source":"source"}]}