{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/QualityFlow","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/91bace11-8a92-437b-b707-1d0da6eea83e","json_url":"https://onlylabs.fyi/signals/91bace11-8a92-437b-b707-1d0da6eea83e/signal.json","generated_at":"2026-06-11T03:58:46.587832+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/91bace11-8a92-437b-b707-1d0da6eea83e","signal_json":"https://onlylabs.fyi/signals/91bace11-8a92-437b-b707-1d0da6eea83e/signal.json","source":"https://github.com/amazon-science/QualityFlow","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/QualityFlow (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/QualityFlow · language Python · Low traction new repo by Amazon. 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/QualityFlow","source_host":"github.com","occurred_at":"2025-08-28T17:53:51+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/QualityFlow","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Notability","value":"Low traction new repo by Amazon","source":"signal"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"quality","source":"radar"},{"label":"Watch term","value":"Eval 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quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/91bace11-8a92-437b-b707-1d0da6eea83e/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":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Evals and quality?","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/91bace11-8a92-437b-b707-1d0da6eea83e/signal.json","required":true},{"label":"source","url":"https://github.com/amazon-science/QualityFlow","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":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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/QualityFlow\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/QualityFlow","text":"Amazon (Nova) published repo amazon-science/QualityFlow."},{"subject":"amazon-science/QualityFlow","predicate":"is classified as","object":"repo signal","text":"amazon-science/QualityFlow is classified as repo signal."},{"subject":"amazon-science/QualityFlow","predicate":"belongs to","object":"repos desk","text":"amazon-science/QualityFlow belongs to repos desk."},{"subject":"amazon-science/QualityFlow","predicate":"has context","object":"Python","text":"amazon-science/QualityFlow has context Python."},{"subject":"amazon-science/QualityFlow","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/QualityFlow has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/QualityFlow","predicate":"matches data-business lanes","object":"Evals and quality","text":"amazon-science/QualityFlow matches data-business lanes Evals and quality."},{"subject":"amazon-science/QualityFlow","predicate":"has captured page count","object":"1","text":"amazon-science/QualityFlow has captured page count 1."},{"subject":"amazon-science/QualityFlow","predicate":"has readable page count","object":"1","text":"amazon-science/QualityFlow has readable page count 1."},{"subject":"amazon-science/QualityFlow","predicate":"has related signal count","object":"6","text":"amazon-science/QualityFlow has related signal count 6."},{"subject":"amazon-science/QualityFlow","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/QualityFlow 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/QualityFlow","predicate":"has source host","object":"github.com","text":"amazon-science/QualityFlow has source host github.com."},{"subject":"amazon-science/QualityFlow","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/QualityFlow has lab Amazon (Nova)."},{"subject":"amazon-science/QualityFlow","predicate":"has signal desk","object":"repos","text":"amazon-science/QualityFlow has signal desk repos."},{"subject":"amazon-science/QualityFlow","predicate":"has source host","object":"github.com","text":"amazon-science/QualityFlow has source host github.com."},{"subject":"amazon-science/QualityFlow","predicate":"has repository","object":"amazon-science/QualityFlow","text":"amazon-science/QualityFlow has repository amazon-science/QualityFlow."},{"subject":"amazon-science/QualityFlow","predicate":"has language","object":"Python","text":"amazon-science/QualityFlow has language Python."},{"subject":"amazon-science/QualityFlow","predicate":"has stars","object":"2","text":"amazon-science/QualityFlow has stars 2."},{"subject":"amazon-science/QualityFlow","predicate":"has notability","object":"Low traction new repo by Amazon","text":"amazon-science/QualityFlow has notability Low traction new repo by Amazon."},{"subject":"amazon-science/QualityFlow","predicate":"has radar lane","object":"Evals and quality","text":"amazon-science/QualityFlow has radar lane Evals and quality."}]},"intelligence":{"signal_desk":"repos","answer":"Amazon (Nova) published amazon-science/QualityFlow (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/QualityFlow · language Python · Low traction new repo by Amazon. 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/QualityFlow","text":"Amazon (Nova) published repo amazon-science/QualityFlow."},{"subject":"amazon-science/QualityFlow","predicate":"is classified as","object":"repo signal","text":"amazon-science/QualityFlow is classified as repo signal."},{"subject":"amazon-science/QualityFlow","predicate":"belongs to","object":"repos desk","text":"amazon-science/QualityFlow belongs to repos desk."},{"subject":"amazon-science/QualityFlow","predicate":"has context","object":"Python","text":"amazon-science/QualityFlow has context Python."},{"subject":"amazon-science/QualityFlow","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/QualityFlow has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/QualityFlow","predicate":"matches data-business lanes","object":"Evals and quality","text":"amazon-science/QualityFlow matches data-business lanes Evals and quality."}]},"signal":{"id":"91bace11-8a92-437b-b707-1d0da6eea83e","url":"https://onlylabs.fyi/signals/91bace11-8a92-437b-b707-1d0da6eea83e","json_url":"https://onlylabs.fyi/signals/91bace11-8a92-437b-b707-1d0da6eea83e/signal.json","source_url":"https://github.com/amazon-science/QualityFlow","title":"amazon-science/QualityFlow","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":"2025-08-28T17:53:51+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/QualityFlow"]},"facets":{"repo":"amazon-science/QualityFlow","language":"Python"},"traction":{"github_stars":2,"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":14,"matched_terms":["quality"],"reason":"Amazon (Nova) has a repo signal matching evals and quality."}},"primary_evidence_page":{"url":"https://github.com/amazon-science/QualityFlow","final_url":"https://github.com/amazon-science/QualityFlow","title":"amazon-science/QualityFlow repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:58:46.587832+00:00","bytes":20162,"raw_path":"17ffc8f2b1fbc5cd26588c7eacb3ca8c0c5f20a4add03781113c109f87aed08a.json","content_hash":"8c054881f3e893f7a060cfcff1edc1c8adbb2530afc27fb94b047057d58f17e7","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/QualityFlow Language: Python License: NOASSERTION Stars: 2 Forks: 0 Open issues: 0 Created: 2025-08-28T17:53:51Z Pushed: 2025-08-28T17:57:36Z Default branch: main Fork: no Archived: no README: QualityFlow Abstract We introduce QualityFlow, a dynamic agentic workflow for program synthesis. Given the English description of a programming problem and a set of unit tests, the model's goal is to synthesize the correct program that solves the problem and passes the tests. QualityFlow includes large language model (LLM) agents resembling a software development team, including code generation, testing, and self-debugging. We propose the LLM Quality Checker, which explicitly ``imagines'' whether the synthesized programs' execution would conform to the unit tests. The Quality Checks dynamically control the workflow, including actions to submit the final answer, clarify the problem statement, and revert previous workflow steps. Our experiments show that the Quality Checker can precisely accept any correct program, mitigate faulty synthesized tests, and prevent potential workflow deviation. QualityFlow establishes the state-of-the-art results on four program synthesis..."},"evidence_pages":[{"url":"https://github.com/amazon-science/QualityFlow","final_url":"https://github.com/amazon-science/QualityFlow","title":"amazon-science/QualityFlow repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:58:46.587832+00:00","bytes":20162,"raw_path":"17ffc8f2b1fbc5cd26588c7eacb3ca8c0c5f20a4add03781113c109f87aed08a.json","content_hash":"8c054881f3e893f7a060cfcff1edc1c8adbb2530afc27fb94b047057d58f17e7","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/QualityFlow Language: Python License: NOASSERTION Stars: 2 Forks: 0 Open issues: 0 Created: 2025-08-28T17:53:51Z Pushed: 2025-08-28T17:57:36Z Default branch: main Fork: no Archived: no README: QualityFlow Abstract We introduce QualityFlow, a dynamic agentic workflow for program synthesis. Given the English description of a programming problem and a set of unit tests, the model's goal is to synthesize the correct program that solves the problem and passes the tests. QualityFlow includes large language model (LLM) agents resembling a software development team, including code generation, testing, and self-debugging. We propose the LLM Quality Checker, which explicitly ``imagines'' whether the synthesized programs' execution would conform to the unit tests. The Quality Checks dynamically control the workflow, including actions to submit the final answer, clarify the problem statement, and revert previous workflow steps. Our experiments show that the Quality Checker can precisely accept any correct program, mitigate faulty synthesized tests, and prevent potential workflow deviation. QualityFlow establishes the state-of-the-art results on four program synthesis..."}],"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"}]}