{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/auction-gym","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/e492ed10-0207-4e7a-9a46-0dac6f58175d","json_url":"https://onlylabs.fyi/signals/e492ed10-0207-4e7a-9a46-0dac6f58175d/signal.json","generated_at":"2026-06-11T03:57:28.404191+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/e492ed10-0207-4e7a-9a46-0dac6f58175d","signal_json":"https://onlylabs.fyi/signals/e492ed10-0207-4e7a-9a46-0dac6f58175d/signal.json","source":"https://github.com/amazon-science/auction-gym","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":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"Amazon (Nova) published amazon-science/auction-gym (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/auction-gym · language Jupyter Notebook. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/amazon-science/auction-gym","source_host":"github.com","occurred_at":"2022-06-23T18:04:40+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/auction-gym","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"194","source":"traction"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"eval","source":"radar"},{"label":"Matched term","value":"evaluation","source":"radar"},{"label":"Watch term","value":"RL 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implications."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/auction-gym","text":"Amazon (Nova) published repo amazon-science/auction-gym."},{"subject":"amazon-science/auction-gym","predicate":"is classified as","object":"repo signal","text":"amazon-science/auction-gym is classified as repo signal."},{"subject":"amazon-science/auction-gym","predicate":"belongs to","object":"repos desk","text":"amazon-science/auction-gym belongs to repos desk."},{"subject":"amazon-science/auction-gym","predicate":"has context","object":"Jupyter Notebook","text":"amazon-science/auction-gym has context Jupyter Notebook."},{"subject":"amazon-science/auction-gym","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/auction-gym has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/auction-gym","predicate":"matches data-business lanes","object":"Evals and quality","text":"amazon-science/auction-gym matches data-business lanes Evals and quality."},{"subject":"amazon-science/auction-gym","predicate":"has captured page count","object":"1","text":"amazon-science/auction-gym has captured page count 1."},{"subject":"amazon-science/auction-gym","predicate":"has readable page count","object":"1","text":"amazon-science/auction-gym has readable page count 1."},{"subject":"amazon-science/auction-gym","predicate":"has related signal count","object":"6","text":"amazon-science/auction-gym has related signal count 6."},{"subject":"amazon-science/auction-gym","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/auction-gym 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/auction-gym","predicate":"has source host","object":"github.com","text":"amazon-science/auction-gym has source host github.com."},{"subject":"amazon-science/auction-gym","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/auction-gym has lab Amazon (Nova)."},{"subject":"amazon-science/auction-gym","predicate":"has signal desk","object":"repos","text":"amazon-science/auction-gym has signal desk repos."},{"subject":"amazon-science/auction-gym","predicate":"has source host","object":"github.com","text":"amazon-science/auction-gym has source host github.com."},{"subject":"amazon-science/auction-gym","predicate":"has repository","object":"amazon-science/auction-gym","text":"amazon-science/auction-gym has repository amazon-science/auction-gym."},{"subject":"amazon-science/auction-gym","predicate":"has language","object":"Jupyter Notebook","text":"amazon-science/auction-gym has language Jupyter 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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/auction-gym · language Jupyter Notebook. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/auction-gym","text":"Amazon (Nova) published repo amazon-science/auction-gym."},{"subject":"amazon-science/auction-gym","predicate":"is classified as","object":"repo signal","text":"amazon-science/auction-gym is classified as repo signal."},{"subject":"amazon-science/auction-gym","predicate":"belongs to","object":"repos desk","text":"amazon-science/auction-gym belongs to repos desk."},{"subject":"amazon-science/auction-gym","predicate":"has context","object":"Jupyter Notebook","text":"amazon-science/auction-gym has context Jupyter Notebook."},{"subject":"amazon-science/auction-gym","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/auction-gym has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/auction-gym","predicate":"matches data-business lanes","object":"Evals and quality","text":"amazon-science/auction-gym matches data-business lanes Evals and quality."}]},"signal":{"id":"e492ed10-0207-4e7a-9a46-0dac6f58175d","url":"https://onlylabs.fyi/signals/e492ed10-0207-4e7a-9a46-0dac6f58175d","json_url":"https://onlylabs.fyi/signals/e492ed10-0207-4e7a-9a46-0dac6f58175d/signal.json","source_url":"https://github.com/amazon-science/auction-gym","title":"amazon-science/auction-gym","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":"2022-06-23T18:04:40+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/auction-gym"]},"facets":{"repo":"amazon-science/auction-gym","language":"Jupyter Notebook"},"traction":{"github_stars":194,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":16,"matched_terms":["eval","evaluation"],"reason":"Amazon (Nova) has a repo signal matching evals and quality."}},"primary_evidence_page":{"url":"https://github.com/amazon-science/auction-gym","final_url":"https://github.com/amazon-science/auction-gym","title":"amazon-science/auction-gym repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:28.404191+00:00","bytes":19723,"raw_path":"43b53a40e35f0bdf115b0c510721dadf6a0cfb1ab60e8d89f751b37aaf5b1f39.json","content_hash":"92d91138af9fc9eb87e6006857e431e63a6b9c7928df92d20f7d3b9fe0c2c8d2","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/auction-gym Description: AuctionGym is a simulation environment that enables reproducible evaluation of bandit and reinforcement learning methods for online advertising auctions. 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Offline evaluation of \"learning to bid\" approaches is not..."},"evidence_pages":[{"url":"https://github.com/amazon-science/auction-gym","final_url":"https://github.com/amazon-science/auction-gym","title":"amazon-science/auction-gym repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:57:28.404191+00:00","bytes":19723,"raw_path":"43b53a40e35f0bdf115b0c510721dadf6a0cfb1ab60e8d89f751b37aaf5b1f39.json","content_hash":"92d91138af9fc9eb87e6006857e431e63a6b9c7928df92d20f7d3b9fe0c2c8d2","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/auction-gym Description: AuctionGym is a simulation environment that enables reproducible evaluation of bandit and reinforcement learning methods for online advertising auctions. 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Offline evaluation of \"learning to bid\" approaches is not..."}],"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"}]}