{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Repo: amazon-science/SpIDER","description":"Amazon (Nova) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/644c8ad1-bdfb-49f8-819e-9275f12d043b","json_url":"https://onlylabs.fyi/signals/644c8ad1-bdfb-49f8-819e-9275f12d043b/signal.json","generated_at":"2026-10-25T09:43:07.794Z","evidence_latest_fetched_at":"2026-10-13T07:04:09.382987+00:00","signal_first_seen_at":"2026-10-13T07:00:39.039069+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/644c8ad1-bdfb-49f8-819e-9275f12d043b","signal_json":"https://onlylabs.fyi/signals/644c8ad1-bdfb-49f8-819e-9275f12d043b/signal.json","source":"https://github.com/amazon-science/SpIDER","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/SpIDER (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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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?","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/644c8ad1-bdfb-49f8-819e-9275f12d043b/signal.json","required":true},{"label":"source","url":"https://github.com/amazon-science/SpIDER","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/SpIDER\" for frontier lab strategy."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published repo","object":"amazon-science/SpIDER","text":"Amazon (Nova) published repo amazon-science/SpIDER."},{"subject":"amazon-science/SpIDER","predicate":"is classified as","object":"repo signal","text":"amazon-science/SpIDER is classified as repo signal."},{"subject":"amazon-science/SpIDER","predicate":"belongs to","object":"repos desk","text":"amazon-science/SpIDER belongs to repos desk."},{"subject":"amazon-science/SpIDER","predicate":"has context","object":"Python","text":"amazon-science/SpIDER has context Python."},{"subject":"amazon-science/SpIDER","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/SpIDER has evidence coverage 1 captured evidence page."},{"subject":"amazon-science/SpIDER","predicate":"has captured page count","object":"1","text":"amazon-science/SpIDER has captured page count 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card","text":"amazon-science/SpIDER has watch term Model card."}]},"intelligence":{"signal_desk":"repos","answer":"Amazon (Nova) published amazon-science/SpIDER (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/SpIDER · language Python. 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/SpIDER","text":"Amazon (Nova) published repo amazon-science/SpIDER."},{"subject":"amazon-science/SpIDER","predicate":"is classified as","object":"repo signal","text":"amazon-science/SpIDER is classified as repo signal."},{"subject":"amazon-science/SpIDER","predicate":"belongs to","object":"repos desk","text":"amazon-science/SpIDER belongs to repos desk."},{"subject":"amazon-science/SpIDER","predicate":"has context","object":"Python","text":"amazon-science/SpIDER has context Python."},{"subject":"amazon-science/SpIDER","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon-science/SpIDER has evidence coverage 1 captured evidence page."}]},"signal":{"id":"644c8ad1-bdfb-49f8-819e-9275f12d043b","url":"https://onlylabs.fyi/signals/644c8ad1-bdfb-49f8-819e-9275f12d043b","json_url":"https://onlylabs.fyi/signals/644c8ad1-bdfb-49f8-819e-9275f12d043b/signal.json","source_url":"https://github.com/amazon-science/SpIDER","title":"amazon-science/SpIDER","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":"2026-09-21T17:01:52+00:00","first_seen_at":"2026-10-13T07:00:39.039069+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/SpIDER"]},"facets":{"repo":"amazon-science/SpIDER","language":"Python"},"traction":{"github_stars":2,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/amazon-science/SpIDER","final_url":"https://github.com/amazon-science/SpIDER","title":"amazon-science/SpIDER repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-13T07:04:09.382987+00:00","bytes":35541,"raw_path":"fe80837d33964f60c337b49dee8cf5d5e03b66ed09bb6abcb36b340b453697a8.json","content_hash":"f0e0c1b3b2e67225f2808458ea414696d764b535ab523c5c61f89632682970d4","excerpt_chars":1200,"truncated":true,"excerpt":"amazon-science/SpIDER Language: Python License: Apache-2.0 Stars: 2 Forks: 0 Open issues: 0 Created: 2026-09-21T17:01:52Z Pushed: 2026-10-08T19:04:51Z Default branch: main Fork: no Archived: no README: SpIDER — Spatially Informed Dense Embedding Retrieval **[SpIDER: Spatially Informed Dense Embedding Retrieval for Software Issue Localization](https://arxiv.org/abs/2512.16956)** Shravan Chaudhari, Rahul Thomas Jacob, Jiajun Cao, Shihab Rashid, Mononito Goswami, Christian Bock *EMNLP 2026 (Main Conference)* > 🎉 SpIDER has been accepted to the **EMNLP 2026 Main Conference**. The > [SpIDER-Bench](https://huggingface.co/datasets/AmazonScience/SpIDER-Bench) graphs are > available on the Hugging Face Hub. Reference implementation of the SpIDER issue-localization loop from our EMNLP 2026 paper ([arXiv:2512.16956](https://arxiv.org/abs/2512.16956)), plus the data-preparation chain and the summarizer that produce the reported tables. SpIDER starts from a dense retrieval ranking over a repository's code graph and uses an LLM for exactly one kind of judgment: *does this graph neighbor itself need to change?* Everything else — which nodes become exploration centers, how the ranked window is..."},"evidence_pages":[],"related_signals":[{"id":"c9033296-9906-4442-b6a9-e3223a4a0c89","url":"https://onlylabs.fyi/signals/c9033296-9906-4442-b6a9-e3223a4a0c89","source_url":"https://github.com/amazon-science/PurpleAudit","title":"amazon-science/PurpleAudit","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-10-22T17:48:57+00:00","first_seen_at":"2026-10-23T07:00:36.960309+00:00","date_source":"source"},{"id":"e90daecf-0838-4660-9a8e-000fd8d43ea5","url":"https://onlylabs.fyi/signals/e90daecf-0838-4660-9a8e-000fd8d43ea5","source_url":"https://github.com/amazon-science/agent-ecc","title":"amazon-science/agent-ecc","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-10-21T08:16:13+00:00","first_seen_at":"2026-10-22T07:00:37.834063+00:00","date_source":"source"},{"id":"81e2f348-2b12-4eb1-9302-31bee0875cb1","url":"https://onlylabs.fyi/signals/81e2f348-2b12-4eb1-9302-31bee0875cb1","source_url":"https://github.com/amazon-science/data-driven-personas","title":"amazon-science/data-driven-personas","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-10-20T14:58:20+00:00","first_seen_at":"2026-10-24T07:00:37.03211+00:00","date_source":"source"},{"id":"8adc9223-000b-45ed-a975-8a92b0ed03cd","url":"https://onlylabs.fyi/signals/8adc9223-000b-45ed-a975-8a92b0ed03cd","source_url":"https://github.com/amazon-science/HypAgent","title":"amazon-science/HypAgent","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-10-16T22:18:18+00:00","first_seen_at":"2026-10-20T07:00:38.102697+00:00","date_source":"source"},{"id":"6edd8f49-d725-4051-b89a-ab2591a1169e","url":"https://onlylabs.fyi/signals/6edd8f49-d725-4051-b89a-ab2591a1169e","source_url":"https://github.com/amazon-science/ListQA-Eval","title":"amazon-science/ListQA-Eval","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-10-12T22:56:22+00:00","first_seen_at":"2026-10-13T07:00:39.039069+00:00","date_source":"source"},{"id":"5334795d-9810-4d77-88eb-661c7c0a71cc","url":"https://onlylabs.fyi/signals/5334795d-9810-4d77-88eb-661c7c0a71cc","source_url":"https://github.com/amazon-science/attune","title":"amazon-science/attune","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-10-12T21:09:30+00:00","first_seen_at":"2026-10-14T07:00:37.608755+00:00","date_source":"source"}]}