{"schema_version":"onlylabs.public_signal.v1","title":"Google (DeepMind / Gemini) Repo: google-deepmind/max_product_noisy_or","description":"Google (DeepMind / Gemini) repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/2a523873-902f-48bd-88be-9736cea2c019","json_url":"https://onlylabs.fyi/signals/2a523873-902f-48bd-88be-9736cea2c019/signal.json","generated_at":"2026-06-11T03:56:53.554526+00:00","org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/google-deepmind","dossier_json_url":"https://onlylabs.fyi/labs/google-deepmind/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/2a523873-902f-48bd-88be-9736cea2c019","signal_json":"https://onlylabs.fyi/signals/2a523873-902f-48bd-88be-9736cea2c019/signal.json","source":"https://github.com/google-deepmind/max_product_noisy_or","lab_dossier":"https://onlylabs.fyi/labs/google-deepmind","lab_dossier_json":"https://onlylabs.fyi/labs/google-deepmind/dossier.json","analysis":"https://onlylabs.fyi/analysis/google-deepmind","analysis_json":"https://onlylabs.fyi/analysis/google-deepmind/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/google-deepmind/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":"Google (DeepMind / Gemini) published google-deepmind/max_product_noisy_or (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo google-deepmind/max_product_noisy_or · language Python. 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/google-deepmind/max_product_noisy_or","source_host":"github.com","occurred_at":"2023-06-20T11:33:25+00:00","first_seen_at":"2026-06-06T01:49:33.266296+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Google (DeepMind / Gemini)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"google-deepmind/max_product_noisy_or","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"10","source":"traction"},{"label":"Radar lane","value":"Product and customer","source":"radar"},{"label":"Matched term","value":"product","source":"radar"},{"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/google-deepmind/max_product_noisy_or"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:56:53.554526+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":["product"],"score":14,"reason":"Google (DeepMind / Gemini) has a repo signal matching product and customer."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/2a523873-902f-48bd-88be-9736cea2c019/signal.json","dossier_json":"https://onlylabs.fyi/labs/google-deepmind/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/google-deepmind/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/google-deepmind/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/2a523873-902f-48bd-88be-9736cea2c019/signal.json","required":true},{"label":"source","url":"https://github.com/google-deepmind/max_product_noisy_or","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/google-deepmind/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/google-deepmind/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 Google (DeepMind / Gemini)'s repo signal \"google-deepmind/max_product_noisy_or\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Google (DeepMind / Gemini)","predicate":"published repo","object":"google-deepmind/max_product_noisy_or","text":"Google (DeepMind / Gemini) published repo google-deepmind/max_product_noisy_or."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"is classified as","object":"repo signal","text":"google-deepmind/max_product_noisy_or is classified as repo signal."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"belongs to","object":"repos desk","text":"google-deepmind/max_product_noisy_or belongs to repos desk."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has context","object":"Python","text":"google-deepmind/max_product_noisy_or has context Python."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/max_product_noisy_or has evidence coverage 1 captured evidence page."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"matches data-business lanes","object":"Product and customer","text":"google-deepmind/max_product_noisy_or matches data-business lanes Product and customer."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has captured page count","object":"1","text":"google-deepmind/max_product_noisy_or has captured page count 1."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has readable page count","object":"1","text":"google-deepmind/max_product_noisy_or has readable page count 1."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has related signal count","object":"6","text":"google-deepmind/max_product_noisy_or has related signal count 6."},{"subject":"google-deepmind/max_product_noisy_or","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":"google-deepmind/max_product_noisy_or 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":"google-deepmind/max_product_noisy_or","predicate":"has source host","object":"github.com","text":"google-deepmind/max_product_noisy_or has source host github.com."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has lab","object":"Google (DeepMind / Gemini)","text":"google-deepmind/max_product_noisy_or has lab Google (DeepMind / Gemini)."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has signal desk","object":"repos","text":"google-deepmind/max_product_noisy_or has signal desk repos."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has source host","object":"github.com","text":"google-deepmind/max_product_noisy_or has source host github.com."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has repository","object":"google-deepmind/max_product_noisy_or","text":"google-deepmind/max_product_noisy_or has repository google-deepmind/max_product_noisy_or."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has language","object":"Python","text":"google-deepmind/max_product_noisy_or has language Python."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has stars","object":"10","text":"google-deepmind/max_product_noisy_or has stars 10."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has radar lane","object":"Product and customer","text":"google-deepmind/max_product_noisy_or has radar lane Product and customer."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has matched term","object":"product","text":"google-deepmind/max_product_noisy_or has matched term product."}]},"intelligence":{"signal_desk":"repos","answer":"Google (DeepMind / Gemini) published google-deepmind/max_product_noisy_or (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo google-deepmind/max_product_noisy_or · language Python. 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":"Google (DeepMind / Gemini)","predicate":"published repo","object":"google-deepmind/max_product_noisy_or","text":"Google (DeepMind / Gemini) published repo google-deepmind/max_product_noisy_or."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"is classified as","object":"repo signal","text":"google-deepmind/max_product_noisy_or is classified as repo signal."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"belongs to","object":"repos desk","text":"google-deepmind/max_product_noisy_or belongs to repos desk."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has context","object":"Python","text":"google-deepmind/max_product_noisy_or has context Python."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/max_product_noisy_or has evidence coverage 1 captured evidence page."},{"subject":"google-deepmind/max_product_noisy_or","predicate":"matches data-business lanes","object":"Product and customer","text":"google-deepmind/max_product_noisy_or matches data-business lanes Product and customer."}]},"signal":{"id":"2a523873-902f-48bd-88be-9736cea2c019","url":"https://onlylabs.fyi/signals/2a523873-902f-48bd-88be-9736cea2c019","json_url":"https://onlylabs.fyi/signals/2a523873-902f-48bd-88be-9736cea2c019/signal.json","source_url":"https://github.com/google-deepmind/max_product_noisy_or","title":"google-deepmind/max_product_noisy_or","summary":"Google (DeepMind / Gemini) 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":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2023-06-20T11:33:25+00:00","first_seen_at":"2026-06-06T01:49:33.266296+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/google-deepmind/max_product_noisy_or"]},"facets":{"repo":"google-deepmind/max_product_noisy_or","language":"Python"},"traction":{"github_stars":10,"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":["product"],"reason":"Google (DeepMind / Gemini) has a repo signal matching product and customer."}},"primary_evidence_page":{"url":"https://github.com/google-deepmind/max_product_noisy_or","final_url":"https://github.com/google-deepmind/max_product_noisy_or","title":"google-deepmind/max_product_noisy_or repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:56:53.554526+00:00","bytes":10281,"raw_path":"cbfdca4586dc25c8a324fb7de59bd016a96743c6dccaa87d56274ccd8a5ff16e.json","content_hash":"f802338a4dbe63a698f3dbd20bc511b3d4a5702e370b6591c89473ecc68eb1eb","excerpt_chars":1200,"truncated":true,"excerpt":"google-deepmind/max_product_noisy_or Language: Python License: Apache-2.0 Stars: 10 Forks: 3 Open issues: 16 Created: 2023-06-20T11:33:25Z Pushed: 2026-05-20T00:13:49Z Default branch: main Fork: no Archived: no README: Max-product noisy-OR This repo contains code for the paper [Learning noisy-OR Bayesian Networks with Max-Product Belief Propagation](https://arxiv.org/abs/2302.00099) accepted at the International Conference on Machine Learning 2023. Installation Install from GitHub ``` pip install git+https://github.com/deepmind/max_product_noisy_or.git ``` Developer You need Python 3.10 to get started. While you can install this package in your standard python environment, we recommend using a [Python virtual environment](https://docs.python.org/3/tutorial/venv.html) to manage your dependencies. This should help to avoid version conflicts and just generally make the installation process easier. ``` git clone https://github.com/deepmind/max_product_noisy_or.git cd max_product_noisy_or python -m venv mp_noisy_or_env source mp_noisy_or_env/bin/activate python -m pip install --upgrade pip python -m pip install -r requirements.txt python -m pip install -e . python setup.py install ```..."},"evidence_pages":[{"url":"https://github.com/google-deepmind/max_product_noisy_or","final_url":"https://github.com/google-deepmind/max_product_noisy_or","title":"google-deepmind/max_product_noisy_or repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:56:53.554526+00:00","bytes":10281,"raw_path":"cbfdca4586dc25c8a324fb7de59bd016a96743c6dccaa87d56274ccd8a5ff16e.json","content_hash":"f802338a4dbe63a698f3dbd20bc511b3d4a5702e370b6591c89473ecc68eb1eb","excerpt_chars":1200,"truncated":true,"excerpt":"google-deepmind/max_product_noisy_or Language: Python License: Apache-2.0 Stars: 10 Forks: 3 Open issues: 16 Created: 2023-06-20T11:33:25Z Pushed: 2026-05-20T00:13:49Z Default branch: main Fork: no Archived: no README: Max-product noisy-OR This repo contains code for the paper [Learning noisy-OR Bayesian Networks with Max-Product Belief Propagation](https://arxiv.org/abs/2302.00099) accepted at the International Conference on Machine Learning 2023. Installation Install from GitHub ``` pip install git+https://github.com/deepmind/max_product_noisy_or.git ``` Developer You need Python 3.10 to get started. While you can install this package in your standard python environment, we recommend using a [Python virtual environment](https://docs.python.org/3/tutorial/venv.html) to manage your dependencies. This should help to avoid version conflicts and just generally make the installation process easier. ``` git clone https://github.com/deepmind/max_product_noisy_or.git cd max_product_noisy_or python -m venv mp_noisy_or_env source mp_noisy_or_env/bin/activate python -m pip install --upgrade pip python -m pip install -r requirements.txt python -m pip install -e . python setup.py install ```..."}],"related_signals":[{"id":"02f8701d-7bfd-41b5-aabe-1ad72a880dfb","url":"https://onlylabs.fyi/signals/02f8701d-7bfd-41b5-aabe-1ad72a880dfb","source_url":"https://github.com/google-deepmind/unpic","title":"google-deepmind/unpic","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-06-04T14:37:24+00:00","first_seen_at":"2026-06-05T05:42:58.453363+00:00","date_source":"source"},{"id":"35320cac-ddbe-4f25-a3b5-384a0ca0030b","url":"https://onlylabs.fyi/signals/35320cac-ddbe-4f25-a3b5-384a0ca0030b","source_url":"https://github.com/google-deepmind/seeing_without_pixels","title":"google-deepmind/seeing_without_pixels","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-06-03T04:04:52+00:00","first_seen_at":"2026-06-05T05:42:58.453363+00:00","date_source":"source"},{"id":"62f799ef-bf1d-4aee-9f87-fa0de8bb5e81","url":"https://onlylabs.fyi/signals/62f799ef-bf1d-4aee-9f87-fa0de8bb5e81","source_url":"https://github.com/google-deepmind/nested","title":"google-deepmind/nested","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-05-18T16:16:42+00:00","first_seen_at":"2026-06-05T05:42:58.453363+00:00","date_source":"source"},{"id":"e67b1d5f-ef62-4574-80df-a72a4bded705","url":"https://onlylabs.fyi/signals/e67b1d5f-ef62-4574-80df-a72a4bded705","source_url":"https://github.com/google-deepmind/science-skills","title":"google-deepmind/science-skills","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-05-13T16:17:41+00:00","first_seen_at":"2026-06-05T05:42:58.453363+00:00","date_source":"source"},{"id":"7b714793-a56e-495b-8d57-85fd2850555a","url":"https://onlylabs.fyi/signals/7b714793-a56e-495b-8d57-85fd2850555a","source_url":"https://github.com/google-deepmind/alphaproof-nexus-results","title":"google-deepmind/alphaproof-nexus-results","context":"Lean","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-05-13T09:59:21+00:00","first_seen_at":"2026-06-05T05:42:58.453363+00:00","date_source":"source"},{"id":"dab748d2-53d6-4972-a594-eb6bfbf727ea","url":"https://onlylabs.fyi/signals/dab748d2-53d6-4972-a594-eb6bfbf727ea","source_url":"https://github.com/google-deepmind/tecci","title":"google-deepmind/tecci","context":"JavaScript","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-05-05T12:22:40+00:00","first_seen_at":"2026-06-05T05:42:58.453363+00:00","date_source":"source"}]}