{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/ca-map","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/1880f89f-28d4-44c0-a311-968e14584d3f","json_url":"https://onlylabs.fyi/signals/1880f89f-28d4-44c0-a311-968e14584d3f/signal.json","generated_at":"2026-06-11T03:03:02.991324+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/1880f89f-28d4-44c0-a311-968e14584d3f","signal_json":"https://onlylabs.fyi/signals/1880f89f-28d4-44c0-a311-968e14584d3f/signal.json","source":"https://github.com/amazon-science/ca-map","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":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}]}},"answer_pack":{"answer":"Amazon (Nova) published amazon-science/ca-map (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/ca-map · language Python · New repo, low traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Product and customer in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/amazon-science/ca-map","source_host":"github.com","occurred_at":"2026-01-07T23:35:49+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/ca-map","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"6","source":"traction"},{"label":"Notability","value":"New repo, low traction.","source":"signal"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"support","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/ca-map"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:03:02.991324+00:00"},"data_business":{"matches":true,"lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product","json_url":"https://onlylabs.fyi/data-radar/product/signals.json"}],"matched_terms":["support"],"score":14,"reason":"Amazon (Nova) has a repo signal matching product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/1880f89f-28d4-44c0-a311-968e14584d3f/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: Product and customer?","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/1880f89f-28d4-44c0-a311-968e14584d3f/signal.json","required":true},{"label":"source","url":"https://github.com/amazon-science/ca-map","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/ca-map\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/ca-map","text":"Amazon (Nova) published repo amazon-science/ca-map."},{"subject":"amazon-science/ca-map","predicate":"is classified as","object":"repo signal","text":"amazon-science/ca-map is classified as repo signal."},{"subject":"amazon-science/ca-map","predicate":"belongs to","object":"repos desk","text":"amazon-science/ca-map belongs to repos desk."},{"subject":"amazon-science/ca-map","predicate":"has context","object":"Python","text":"amazon-science/ca-map has context Python."},{"subject":"amazon-science/ca-map","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/ca-map has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/ca-map","predicate":"matches data-business lanes","object":"Product and customer","text":"amazon-science/ca-map matches data-business lanes Product and customer."},{"subject":"amazon-science/ca-map","predicate":"has captured page count","object":"1","text":"amazon-science/ca-map has captured page count 1."},{"subject":"amazon-science/ca-map","predicate":"has readable page count","object":"1","text":"amazon-science/ca-map has readable page count 1."},{"subject":"amazon-science/ca-map","predicate":"has related signal count","object":"6","text":"amazon-science/ca-map has related signal count 6."},{"subject":"amazon-science/ca-map","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/ca-map 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/ca-map","predicate":"has source host","object":"github.com","text":"amazon-science/ca-map has source host github.com."},{"subject":"amazon-science/ca-map","predicate":"has lab","object":"Amazon (Nova)","text":"amazon-science/ca-map has lab Amazon (Nova)."},{"subject":"amazon-science/ca-map","predicate":"has signal desk","object":"repos","text":"amazon-science/ca-map has signal desk repos."},{"subject":"amazon-science/ca-map","predicate":"has source host","object":"github.com","text":"amazon-science/ca-map has source host github.com."},{"subject":"amazon-science/ca-map","predicate":"has repository","object":"amazon-science/ca-map","text":"amazon-science/ca-map has repository amazon-science/ca-map."},{"subject":"amazon-science/ca-map","predicate":"has language","object":"Python","text":"amazon-science/ca-map has language Python."},{"subject":"amazon-science/ca-map","predicate":"has stars","object":"6","text":"amazon-science/ca-map has stars 6."},{"subject":"amazon-science/ca-map","predicate":"has notability","object":"New repo, low traction.","text":"amazon-science/ca-map has notability New repo, low traction.."},{"subject":"amazon-science/ca-map","predicate":"has radar lane","object":"Product and customer","text":"amazon-science/ca-map has radar lane Product and customer."}]},"intelligence":{"signal_desk":"repos","answer":"Amazon (Nova) published amazon-science/ca-map (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/ca-map · language Python · New repo, low traction.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Product and customer in the data-business radar.","semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/ca-map","text":"Amazon (Nova) published repo amazon-science/ca-map."},{"subject":"amazon-science/ca-map","predicate":"is classified as","object":"repo signal","text":"amazon-science/ca-map is classified as repo signal."},{"subject":"amazon-science/ca-map","predicate":"belongs to","object":"repos desk","text":"amazon-science/ca-map belongs to repos desk."},{"subject":"amazon-science/ca-map","predicate":"has context","object":"Python","text":"amazon-science/ca-map has context Python."},{"subject":"amazon-science/ca-map","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/ca-map has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/ca-map","predicate":"matches data-business lanes","object":"Product and customer","text":"amazon-science/ca-map matches data-business lanes Product and customer."}]},"signal":{"id":"1880f89f-28d4-44c0-a311-968e14584d3f","url":"https://onlylabs.fyi/signals/1880f89f-28d4-44c0-a311-968e14584d3f","json_url":"https://onlylabs.fyi/signals/1880f89f-28d4-44c0-a311-968e14584d3f/signal.json","source_url":"https://github.com/amazon-science/ca-map","title":"amazon-science/ca-map","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":"2026-01-07T23:35:49+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/ca-map"]},"facets":{"repo":"amazon-science/ca-map","language":"Python"},"traction":{"github_stars":6,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"product","label":"Product and customer","url":"https://onlylabs.fyi/data-radar/product"}],"score":14,"matched_terms":["support"],"reason":"Amazon (Nova) has a repo signal matching product and customer."}},"primary_evidence_page":{"url":"https://github.com/amazon-science/ca-map","final_url":"https://github.com/amazon-science/ca-map","title":"amazon-science/ca-map repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:03:02.991324+00:00","bytes":21314,"raw_path":"e53abc7318ffa4a078aeb2892815d2e957428b979123d481a0ca29fbf2a63626.json","content_hash":"e20e6f3c03e0947e943fa93b584b1a2e1c8342208e83751639fcbb5118ef2cc5","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/ca-map Description: Code to support the publication entitled \"Context-aware Multi-Property Antibody Predictor: a Novel Framework Integrating Text and Protein Language Models\" Language: Python License: NOASSERTION Stars: 6 Forks: 0 Open issues: 0 Created: 2026-01-07T23:35:49Z Pushed: 2026-05-14T18:36:47Z Default branch: main Fork: no Archived: no README: CA-MAP This repository contains code to support the publication entitled \"Context-aware Multi-Property Antibody Predictor: a Novel Framework Integrating Text and Protein Language Models\". The acronym of this repository stands for CA-MAP: Context-aware Multi-Property Antibody Predictor Overview Recent advances in Machine Learning have transformed antibody development through in-silico models, accelerating therapeutic candidate identification. However, three critical challenges persist: rapid adaptation of property predictors to laboratory-specific assays with incomplete datasets; batch effects introducing systematic bias; assay costs necessitating efficient unseen property prediction. We introduce a novel multi-modal architecture featuring specialized tokenization and embedding projection that integrates text and..."},"evidence_pages":[{"url":"https://github.com/amazon-science/ca-map","final_url":"https://github.com/amazon-science/ca-map","title":"amazon-science/ca-map repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:03:02.991324+00:00","bytes":21314,"raw_path":"e53abc7318ffa4a078aeb2892815d2e957428b979123d481a0ca29fbf2a63626.json","content_hash":"e20e6f3c03e0947e943fa93b584b1a2e1c8342208e83751639fcbb5118ef2cc5","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/ca-map Description: Code to support the publication entitled \"Context-aware Multi-Property Antibody Predictor: a Novel Framework Integrating Text and Protein Language Models\" Language: Python License: NOASSERTION Stars: 6 Forks: 0 Open issues: 0 Created: 2026-01-07T23:35:49Z Pushed: 2026-05-14T18:36:47Z Default branch: main Fork: no Archived: no README: CA-MAP This repository contains code to support the publication entitled \"Context-aware Multi-Property Antibody Predictor: a Novel Framework Integrating Text and Protein Language Models\". The acronym of this repository stands for CA-MAP: Context-aware Multi-Property Antibody Predictor Overview Recent advances in Machine Learning have transformed antibody development through in-silico models, accelerating therapeutic candidate identification. However, three critical challenges persist: rapid adaptation of property predictors to laboratory-specific assays with incomplete datasets; batch effects introducing systematic bias; assay costs necessitating efficient unseen property prediction. We introduce a novel multi-modal architecture featuring specialized tokenization and embedding projection that integrates text and..."}],"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"}]}