{"schema_version":"onlylabs.public_signal.v1","title":"Google (DeepMind / Gemini) Repo: google-deepmind/active_ptw","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/7bb1db1a-d38a-4802-98b7-3fdc83f2acb8","json_url":"https://onlylabs.fyi/signals/7bb1db1a-d38a-4802-98b7-3fdc83f2acb8/signal.json","generated_at":"2026-06-11T04:00:36.526092+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/7bb1db1a-d38a-4802-98b7-3fdc83f2acb8","signal_json":"https://onlylabs.fyi/signals/7bb1db1a-d38a-4802-98b7-3fdc83f2acb8/signal.json","source":"https://github.com/google-deepmind/active_ptw","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":null},"answer_pack":{"answer":"Google (DeepMind / Gemini) published google-deepmind/active_ptw (C++). 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/active_ptw · language C++ · Trivial repo with 2 stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/google-deepmind/active_ptw","source_host":"github.com","occurred_at":"2025-01-31T11:05:16+00:00","first_seen_at":"2026-06-05T05:42:58.453363+00:00","date_source":"source","context":"C++"},"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/active_ptw","source":"source"},{"label":"Language","value":"C++","source":"source"},{"label":"Stars","value":"2","source":"traction"},{"label":"Notability","value":"Trivial repo with 2 stars","source":"signal"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and alignment","source":"evidence"},{"label":"Watch term","value":"Agents and tool use","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/active_ptw"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:00:36.526092+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/7bb1db1a-d38a-4802-98b7-3fdc83f2acb8/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":null,"opportunities_json":null},"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?","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/7bb1db1a-d38a-4802-98b7-3fdc83f2acb8/signal.json","required":true},{"label":"source","url":"https://github.com/google-deepmind/active_ptw","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":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 Google (DeepMind / Gemini)'s repo signal \"google-deepmind/active_ptw\" for frontier lab strategy."},"semantic_triples":[{"subject":"Google (DeepMind / Gemini)","predicate":"published repo","object":"google-deepmind/active_ptw","text":"Google (DeepMind / Gemini) published repo google-deepmind/active_ptw."},{"subject":"google-deepmind/active_ptw","predicate":"is classified as","object":"repo signal","text":"google-deepmind/active_ptw is classified as repo signal."},{"subject":"google-deepmind/active_ptw","predicate":"belongs to","object":"repos desk","text":"google-deepmind/active_ptw belongs to repos desk."},{"subject":"google-deepmind/active_ptw","predicate":"has context","object":"C++","text":"google-deepmind/active_ptw has context C++."},{"subject":"google-deepmind/active_ptw","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/active_ptw has evidence coverage 1 captured evidence page."},{"subject":"google-deepmind/active_ptw","predicate":"has captured page count","object":"1","text":"google-deepmind/active_ptw has captured page count 1."},{"subject":"google-deepmind/active_ptw","predicate":"has readable page count","object":"1","text":"google-deepmind/active_ptw has readable page count 1."},{"subject":"google-deepmind/active_ptw","predicate":"has related signal count","object":"6","text":"google-deepmind/active_ptw has related signal count 6."},{"subject":"google-deepmind/active_ptw","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/active_ptw 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/active_ptw","predicate":"has source host","object":"github.com","text":"google-deepmind/active_ptw has source host github.com."},{"subject":"google-deepmind/active_ptw","predicate":"has lab","object":"Google (DeepMind / Gemini)","text":"google-deepmind/active_ptw has lab Google (DeepMind / Gemini)."},{"subject":"google-deepmind/active_ptw","predicate":"has signal desk","object":"repos","text":"google-deepmind/active_ptw has signal desk repos."},{"subject":"google-deepmind/active_ptw","predicate":"has source host","object":"github.com","text":"google-deepmind/active_ptw has source host github.com."},{"subject":"google-deepmind/active_ptw","predicate":"has repository","object":"google-deepmind/active_ptw","text":"google-deepmind/active_ptw has repository google-deepmind/active_ptw."},{"subject":"google-deepmind/active_ptw","predicate":"has language","object":"C++","text":"google-deepmind/active_ptw has language C++."},{"subject":"google-deepmind/active_ptw","predicate":"has stars","object":"2","text":"google-deepmind/active_ptw has stars 2."},{"subject":"google-deepmind/active_ptw","predicate":"has notability","object":"Trivial repo with 2 stars","text":"google-deepmind/active_ptw has notability Trivial repo with 2 stars."},{"subject":"google-deepmind/active_ptw","predicate":"has watch term","object":"Infrastructure","text":"google-deepmind/active_ptw has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Google (DeepMind / Gemini) published google-deepmind/active_ptw (C++). 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/active_ptw · language C++ · Trivial repo with 2 stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Google (DeepMind / Gemini)","predicate":"published repo","object":"google-deepmind/active_ptw","text":"Google (DeepMind / Gemini) published repo google-deepmind/active_ptw."},{"subject":"google-deepmind/active_ptw","predicate":"is classified as","object":"repo signal","text":"google-deepmind/active_ptw is classified as repo signal."},{"subject":"google-deepmind/active_ptw","predicate":"belongs to","object":"repos desk","text":"google-deepmind/active_ptw belongs to repos desk."},{"subject":"google-deepmind/active_ptw","predicate":"has context","object":"C++","text":"google-deepmind/active_ptw has context C++."},{"subject":"google-deepmind/active_ptw","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/active_ptw has evidence coverage 1 captured evidence page."}]},"signal":{"id":"7bb1db1a-d38a-4802-98b7-3fdc83f2acb8","url":"https://onlylabs.fyi/signals/7bb1db1a-d38a-4802-98b7-3fdc83f2acb8","json_url":"https://onlylabs.fyi/signals/7bb1db1a-d38a-4802-98b7-3fdc83f2acb8/signal.json","source_url":"https://github.com/google-deepmind/active_ptw","title":"google-deepmind/active_ptw","summary":"Google (DeepMind / Gemini) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"C++","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2025-01-31T11:05:16+00:00","first_seen_at":"2026-06-05T05:42:58.453363+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/active_ptw"]},"facets":{"repo":"google-deepmind/active_ptw","language":"C++"},"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":{"url":"https://github.com/google-deepmind/active_ptw","final_url":"https://github.com/google-deepmind/active_ptw","title":"google-deepmind/active_ptw repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:00:36.526092+00:00","bytes":11998,"raw_path":"d4c8e93c34b7d6360e4a4f0d187fad74c7ce41d2700748e6d2a98409479c0722.json","content_hash":"7a08cc5931294b6f067ca058ec5354b5bf54c2491995761017a3ea81b1c3689f","excerpt_chars":1200,"truncated":true,"excerpt":"google-deepmind/active_ptw Language: C++ License: Apache-2.0 Stars: 2 Forks: 0 Open issues: 0 Created: 2025-01-31T11:05:16Z Pushed: 2025-01-31T12:19:55Z Default branch: main Fork: no Archived: no README: Partition Tree Weighting for Non-Stationary Stochastic Bandits: Source Code Overview: This is an implementation of the Partition Tree Weighting based algorithms introduced in [Partition Tree Weighting for Non-Stationary Stochastic Bandits](http://www.arxiv.org/fix_me), as well as some implementations of other popular algorithms designed for the non-stationary Bernoulli stochastic bandit setting, including [Sliding Window UCB][1] and [MALG][2]. Installation The software provided compiles to a stand-alone C++ executable, and can be compiled using CMake to generate a build target for the platform of choice. The software has been compiled on recent versions (circa 2025) of gcc/clang/msvc. Make sure Git and CMake is installed. Then from the command line run: ``` git clone https://github.com/google-deepmind/active_ptw cd active_ptw mkdir build cd build cmake .. make ``` which will produce an executable in the build directory. Usage ``` ebcr [Arg1=Value1] [Arg2=Value2]... ``` Arguments:..."},"evidence_pages":[{"url":"https://github.com/google-deepmind/active_ptw","final_url":"https://github.com/google-deepmind/active_ptw","title":"google-deepmind/active_ptw repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:00:36.526092+00:00","bytes":11998,"raw_path":"d4c8e93c34b7d6360e4a4f0d187fad74c7ce41d2700748e6d2a98409479c0722.json","content_hash":"7a08cc5931294b6f067ca058ec5354b5bf54c2491995761017a3ea81b1c3689f","excerpt_chars":1200,"truncated":true,"excerpt":"google-deepmind/active_ptw Language: C++ License: Apache-2.0 Stars: 2 Forks: 0 Open issues: 0 Created: 2025-01-31T11:05:16Z Pushed: 2025-01-31T12:19:55Z Default branch: main Fork: no Archived: no README: Partition Tree Weighting for Non-Stationary Stochastic Bandits: Source Code Overview: This is an implementation of the Partition Tree Weighting based algorithms introduced in [Partition Tree Weighting for Non-Stationary Stochastic Bandits](http://www.arxiv.org/fix_me), as well as some implementations of other popular algorithms designed for the non-stationary Bernoulli stochastic bandit setting, including [Sliding Window UCB][1] and [MALG][2]. Installation The software provided compiles to a stand-alone C++ executable, and can be compiled using CMake to generate a build target for the platform of choice. The software has been compiled on recent versions (circa 2025) of gcc/clang/msvc. Make sure Git and CMake is installed. Then from the command line run: ``` git clone https://github.com/google-deepmind/active_ptw cd active_ptw mkdir build cd build cmake .. make ``` which will produce an executable in the build directory. Usage ``` ebcr [Arg1=Value1] [Arg2=Value2]... ``` Arguments:..."}],"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"}]}