{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/aws-research-science","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/99341eb7-e225-414b-b8ff-f1091186905a","json_url":"https://onlylabs.fyi/signals/99341eb7-e225-414b-b8ff-f1091186905a/signal.json","generated_at":"2026-06-11T03:57:05.997114+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/99341eb7-e225-414b-b8ff-f1091186905a","signal_json":"https://onlylabs.fyi/signals/99341eb7-e225-414b-b8ff-f1091186905a/signal.json","source":"https://github.com/amazon-science/aws-research-science","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/aws-research-science (Jupyter Notebook). 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/aws-research-science · language Jupyter Notebook. 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/aws-research-science","source_host":"github.com","occurred_at":"2023-09-29T16:56:35+00:00","first_seen_at":"2026-06-06T01:49:32.065372+00:00","date_source":"source","context":"Jupyter Notebook"},"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/aws-research-science","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"25","source":"traction"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch 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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/99341eb7-e225-414b-b8ff-f1091186905a/signal.json","required":true},{"label":"source","url":"https://github.com/amazon-science/aws-research-science","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/aws-research-science\" for frontier lab strategy."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/aws-research-science","text":"Amazon (Nova) published repo amazon-science/aws-research-science."},{"subject":"amazon-science/aws-research-science","predicate":"is classified as","object":"repo signal","text":"amazon-science/aws-research-science is classified as repo signal."},{"subject":"amazon-science/aws-research-science","predicate":"belongs to","object":"repos desk","text":"amazon-science/aws-research-science belongs to repos desk."},{"subject":"amazon-science/aws-research-science","predicate":"has context","object":"Jupyter Notebook","text":"amazon-science/aws-research-science has context Jupyter Notebook."},{"subject":"amazon-science/aws-research-science","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/aws-research-science has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/aws-research-science","predicate":"has captured page count","object":"1","text":"amazon-science/aws-research-science has captured page count 1."},{"subject":"amazon-science/aws-research-science","predicate":"has readable page count","object":"1","text":"amazon-science/aws-research-science has readable page count 1."},{"subject":"amazon-science/aws-research-science","predicate":"has related signal count","object":"6","text":"amazon-science/aws-research-science has related signal count 6."},{"subject":"amazon-science/aws-research-science","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/aws-research-science 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/aws-research-science","predicate":"has source host","object":"github.com","text":"amazon-science/aws-research-science has source host github.com."},{"subject":"amazon-science/aws-research-science","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/aws-research-science has lab Amazon (Nova)."},{"subject":"amazon-science/aws-research-science","predicate":"has signal desk","object":"repos","text":"amazon-science/aws-research-science has signal desk repos."},{"subject":"amazon-science/aws-research-science","predicate":"has source host","object":"github.com","text":"amazon-science/aws-research-science has source host github.com."},{"subject":"amazon-science/aws-research-science","predicate":"has repository","object":"amazon-science/aws-research-science","text":"amazon-science/aws-research-science has repository amazon-science/aws-research-science."},{"subject":"amazon-science/aws-research-science","predicate":"has language","object":"Jupyter Notebook","text":"amazon-science/aws-research-science has language Jupyter Notebook."},{"subject":"amazon-science/aws-research-science","predicate":"has stars","object":"25","text":"amazon-science/aws-research-science has stars 25."},{"subject":"amazon-science/aws-research-science","predicate":"has watch term","object":"RL environments","text":"amazon-science/aws-research-science has watch term RL environments."},{"subject":"amazon-science/aws-research-science","predicate":"has watch term","object":"Infrastructure","text":"amazon-science/aws-research-science has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Amazon (Nova) published amazon-science/aws-research-science (Jupyter Notebook). 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/aws-research-science · language Jupyter Notebook. 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/aws-research-science","text":"Amazon (Nova) published repo amazon-science/aws-research-science."},{"subject":"amazon-science/aws-research-science","predicate":"is classified as","object":"repo signal","text":"amazon-science/aws-research-science is classified as repo signal."},{"subject":"amazon-science/aws-research-science","predicate":"belongs to","object":"repos desk","text":"amazon-science/aws-research-science belongs to repos desk."},{"subject":"amazon-science/aws-research-science","predicate":"has context","object":"Jupyter Notebook","text":"amazon-science/aws-research-science has context Jupyter Notebook."},{"subject":"amazon-science/aws-research-science","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/aws-research-science has evidence coverage 1 captured evidence page."}]},"signal":{"id":"99341eb7-e225-414b-b8ff-f1091186905a","url":"https://onlylabs.fyi/signals/99341eb7-e225-414b-b8ff-f1091186905a","json_url":"https://onlylabs.fyi/signals/99341eb7-e225-414b-b8ff-f1091186905a/signal.json","source_url":"https://github.com/amazon-science/aws-research-science","title":"amazon-science/aws-research-science","summary":"Amazon (Nova) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2023-09-29T16:56:35+00:00","first_seen_at":"2026-06-06T01:49:32.065372+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/aws-research-science"]},"facets":{"repo":"amazon-science/aws-research-science","language":"Jupyter Notebook"},"traction":{"github_stars":25,"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/aws-research-science","final_url":"https://github.com/amazon-science/aws-research-science","title":"amazon-science/aws-research-science repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:05.997114+00:00","bytes":16656,"raw_path":"e8bcce849342ccb7cdaf73d26a2c19e8043f0cba06d75cfc7de41911066ec6dc.json","content_hash":"7aed3bab54e2d940d8c507e67462ebf8ac7b92e9e8f02fa81efed6bebbde1c45","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/aws-research-science Language: Jupyter Notebook License: MIT-0 Stars: 25 Forks: 5 Open issues: 3 Created: 2023-09-29T16:56:35Z Pushed: 2026-06-10T19:51:48Z Default branch: main Fork: no Archived: no README: ![Header](./banner.png) 🪸 About CORAL CORAL (Customer Obsessed Research at Amazon Lab) is a data science research group at Amazon focused on developing cutting-edge machine learning and artificial intelligence solutions to enhance customer experiences. Our work spans various domains, including natural language processing, computer vision, and reinforcement learning. 🔬 Research Areas Our primary research areas include: - Generative AI and NLP Applications - Deep Learning and Optimization - Reinforcement Learning for Optimizer Schedules - Text Embeddings and Language Models - ... And more! 📁 Code/supplementary material - [GreedyLR](https://www.amazon.science/publications/zeroth-order-greedylr-an-adaptive-learning-rate-scheduler-for-deep-neural-network-training) - [SkipLR](https://www.amazon.science/publications/hop-skip-jump-to-convergence-dynamics-of-learning-rate-transitions-for-improved-training-of-large-language-models) - ShellAgent (...) License This..."},"evidence_pages":[{"url":"https://github.com/amazon-science/aws-research-science","final_url":"https://github.com/amazon-science/aws-research-science","title":"amazon-science/aws-research-science repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:05.997114+00:00","bytes":16656,"raw_path":"e8bcce849342ccb7cdaf73d26a2c19e8043f0cba06d75cfc7de41911066ec6dc.json","content_hash":"7aed3bab54e2d940d8c507e67462ebf8ac7b92e9e8f02fa81efed6bebbde1c45","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/aws-research-science Language: Jupyter Notebook License: MIT-0 Stars: 25 Forks: 5 Open issues: 3 Created: 2023-09-29T16:56:35Z Pushed: 2026-06-10T19:51:48Z Default branch: main Fork: no Archived: no README: ![Header](./banner.png) 🪸 About CORAL CORAL (Customer Obsessed Research at Amazon Lab) is a data science research group at Amazon focused on developing cutting-edge machine learning and artificial intelligence solutions to enhance customer experiences. Our work spans various domains, including natural language processing, computer vision, and reinforcement learning. 🔬 Research Areas Our primary research areas include: - Generative AI and NLP Applications - Deep Learning and Optimization - Reinforcement Learning for Optimizer Schedules - Text Embeddings and Language Models - ... And more! 📁 Code/supplementary material - [GreedyLR](https://www.amazon.science/publications/zeroth-order-greedylr-an-adaptive-learning-rate-scheduler-for-deep-neural-network-training) - [SkipLR](https://www.amazon.science/publications/hop-skip-jump-to-convergence-dynamics-of-learning-rate-transitions-for-improved-training-of-large-language-models) - ShellAgent (...) License This..."}],"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"}]}