{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/SafeSearch","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/50c667a1-191c-4404-baae-01a03a80f528","json_url":"https://onlylabs.fyi/signals/50c667a1-191c-4404-baae-01a03a80f528/signal.json","generated_at":"2026-06-11T03:58:41.342986+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/50c667a1-191c-4404-baae-01a03a80f528","signal_json":"https://onlylabs.fyi/signals/50c667a1-191c-4404-baae-01a03a80f528/signal.json","source":"https://github.com/amazon-science/SafeSearch","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":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}]}},"answer_pack":{"answer":"Amazon (Nova) published amazon-science/SafeSearch (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/SafeSearch · language Python · Low traction, routine new repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Safety and policy in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/amazon-science/SafeSearch","source_host":"github.com","occurred_at":"2025-11-04T22:14:10+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/SafeSearch","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"13","source":"traction"},{"label":"Notability","value":"Low traction, routine new repo","source":"signal"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Matched term","value":"safety","source":"radar"},{"label":"Watch term","value":"RL 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implications."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/SafeSearch","text":"Amazon (Nova) published repo amazon-science/SafeSearch."},{"subject":"amazon-science/SafeSearch","predicate":"is classified as","object":"repo signal","text":"amazon-science/SafeSearch is classified as repo signal."},{"subject":"amazon-science/SafeSearch","predicate":"belongs to","object":"repos desk","text":"amazon-science/SafeSearch belongs to repos desk."},{"subject":"amazon-science/SafeSearch","predicate":"has context","object":"Python","text":"amazon-science/SafeSearch has context Python."},{"subject":"amazon-science/SafeSearch","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/SafeSearch has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/SafeSearch","predicate":"matches data-business lanes","object":"Safety and policy","text":"amazon-science/SafeSearch matches data-business 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channels.."},{"subject":"amazon-science/SafeSearch","predicate":"has source host","object":"github.com","text":"amazon-science/SafeSearch has source host github.com."},{"subject":"amazon-science/SafeSearch","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/SafeSearch has lab Amazon (Nova)."},{"subject":"amazon-science/SafeSearch","predicate":"has signal desk","object":"repos","text":"amazon-science/SafeSearch has signal desk repos."},{"subject":"amazon-science/SafeSearch","predicate":"has source host","object":"github.com","text":"amazon-science/SafeSearch has source host github.com."},{"subject":"amazon-science/SafeSearch","predicate":"has repository","object":"amazon-science/SafeSearch","text":"amazon-science/SafeSearch has repository amazon-science/SafeSearch."},{"subject":"amazon-science/SafeSearch","predicate":"has language","object":"Python","text":"amazon-science/SafeSearch has language Python."},{"subject":"amazon-science/SafeSearch","predicate":"has stars","object":"13","text":"amazon-science/SafeSearch has stars 13."},{"subject":"amazon-science/SafeSearch","predicate":"has notability","object":"Low traction, routine new repo","text":"amazon-science/SafeSearch has notability Low traction, routine new repo."},{"subject":"amazon-science/SafeSearch","predicate":"has radar lane","object":"Safety and policy","text":"amazon-science/SafeSearch has radar lane Safety and policy."}]},"intelligence":{"signal_desk":"repos","answer":"Amazon (Nova) published amazon-science/SafeSearch (Python). 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Language: Python License: NOASSERTION Stars: 13 Forks: 3 Open issues: 0 Created: 2025-11-04T22:14:10Z Pushed: 2025-11-04T22:30:23Z Default branch: main Fork: no Archived: no README: SafeSearch: Do Not Trade Safety for Utility in LLM Search Agents <p align=\"left\"> <a href='https://arxiv.org/abs/2510.17017'> <img src='https://img.shields.io/badge/Arxiv-2510.17017-A42C25?style=flat&logo=arXiv&logoColor=A42C25'> </a> </p> SafeSearch is a reinforcement learning framework that jointly optimizes safety and utility in LLM-based search agents. Built upon [Search-R1](https://github.com/PeterGriffinJin/Search-R1) and [verl](https://github.com/volcengine/verl), it introduces safety training on red-teaming datasets and a dual-level reward that both rewards helpful, safe final responses and encourages safe intermediate query formulation. 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Language: Python License: NOASSERTION Stars: 13 Forks: 3 Open issues: 0 Created: 2025-11-04T22:14:10Z Pushed: 2025-11-04T22:30:23Z Default branch: main Fork: no Archived: no README: SafeSearch: Do Not Trade Safety for Utility in LLM Search Agents <p align=\"left\"> <a href='https://arxiv.org/abs/2510.17017'> <img src='https://img.shields.io/badge/Arxiv-2510.17017-A42C25?style=flat&logo=arXiv&logoColor=A42C25'> </a> </p> SafeSearch is a reinforcement learning framework that jointly optimizes safety and utility in LLM-based search agents. Built upon [Search-R1](https://github.com/PeterGriffinJin/Search-R1) and [verl](https://github.com/volcengine/verl), it introduces safety training on red-teaming datasets and a dual-level reward that both rewards helpful, safe final responses and encourages safe intermediate query formulation. This repository includes the full codebase for the paper, covering both the evaluation of system utility and safety, as well as the implementation of SafeSearch for aligning search agents across these..."}],"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"}]}