{"schema_version":"onlylabs.public_signal.v1","title":"Google (DeepMind / Gemini) Repo: google-deepmind/ap_trusted_testers","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/aa0abedd-d6dd-4a28-9c1f-61c8884ca264","json_url":"https://onlylabs.fyi/signals/aa0abedd-d6dd-4a28-9c1f-61c8884ca264/signal.json","generated_at":"2026-06-11T04:00:12.455701+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/aa0abedd-d6dd-4a28-9c1f-61c8884ca264","signal_json":"https://onlylabs.fyi/signals/aa0abedd-d6dd-4a28-9c1f-61c8884ca264/signal.json","source":"https://github.com/google-deepmind/ap_trusted_testers","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":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}]}},"answer_pack":{"answer":"Google (DeepMind / Gemini) published google-deepmind/ap_trusted_testers (Jupyter Notebook). 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/ap_trusted_testers · language Jupyter Notebook · Low traction, routine repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Safety and policy in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/google-deepmind/ap_trusted_testers","source_host":"github.com","occurred_at":"2025-08-21T09:54:44+00:00","first_seen_at":"2026-06-05T05:42:58.453363+00:00","date_source":"source","context":"Jupyter Notebook"},"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/ap_trusted_testers","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"5","source":"traction"},{"label":"Notability","value":"Low traction, routine repo","source":"signal"},{"label":"Radar lane","value":"Safety and policy","source":"radar"},{"label":"Matched term","value":"trust","source":"radar"},{"label":"Watch term","value":"Safety and alignment","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/ap_trusted_testers"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T04:00:12.455701+00:00"},"data_business":{"matches":true,"lanes":[{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety","json_url":"https://onlylabs.fyi/data-radar/safety/signals.json"}],"matched_terms":["trust"],"score":14,"reason":"Google (DeepMind / Gemini) has a repo signal matching safety and policy."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/aa0abedd-d6dd-4a28-9c1f-61c8884ca264/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: Safety and policy?","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/aa0abedd-d6dd-4a28-9c1f-61c8884ca264/signal.json","required":true},{"label":"source","url":"https://github.com/google-deepmind/ap_trusted_testers","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/ap_trusted_testers\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Google (DeepMind / Gemini)","predicate":"published repo","object":"google-deepmind/ap_trusted_testers","text":"Google (DeepMind / Gemini) published repo google-deepmind/ap_trusted_testers."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"is classified as","object":"repo signal","text":"google-deepmind/ap_trusted_testers is classified as repo signal."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"belongs to","object":"repos desk","text":"google-deepmind/ap_trusted_testers belongs to repos desk."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has context","object":"Jupyter Notebook","text":"google-deepmind/ap_trusted_testers has context Jupyter Notebook."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/ap_trusted_testers has evidence coverage 1 captured evidence page."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"matches data-business lanes","object":"Safety and policy","text":"google-deepmind/ap_trusted_testers matches data-business lanes Safety and policy."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has captured page count","object":"1","text":"google-deepmind/ap_trusted_testers has captured page count 1."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has readable page count","object":"1","text":"google-deepmind/ap_trusted_testers has readable page count 1."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has related signal count","object":"6","text":"google-deepmind/ap_trusted_testers has related signal count 6."},{"subject":"google-deepmind/ap_trusted_testers","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/ap_trusted_testers 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/ap_trusted_testers","predicate":"has source host","object":"github.com","text":"google-deepmind/ap_trusted_testers has source host github.com."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has lab","object":"Google (DeepMind / Gemini)","text":"google-deepmind/ap_trusted_testers has lab Google (DeepMind / Gemini)."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has signal desk","object":"repos","text":"google-deepmind/ap_trusted_testers has signal desk repos."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has source host","object":"github.com","text":"google-deepmind/ap_trusted_testers has source host github.com."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has repository","object":"google-deepmind/ap_trusted_testers","text":"google-deepmind/ap_trusted_testers has repository google-deepmind/ap_trusted_testers."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has language","object":"Jupyter Notebook","text":"google-deepmind/ap_trusted_testers has language Jupyter Notebook."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has stars","object":"5","text":"google-deepmind/ap_trusted_testers has stars 5."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has notability","object":"Low traction, routine repo","text":"google-deepmind/ap_trusted_testers has notability Low traction, routine repo."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has radar lane","object":"Safety and policy","text":"google-deepmind/ap_trusted_testers has radar lane Safety and policy."}]},"intelligence":{"signal_desk":"repos","answer":"Google (DeepMind / Gemini) published google-deepmind/ap_trusted_testers (Jupyter Notebook). 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/ap_trusted_testers · language Jupyter Notebook · Low traction, routine repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Safety and policy in the data-business radar.","semantic_triples":[{"subject":"Google (DeepMind / Gemini)","predicate":"published repo","object":"google-deepmind/ap_trusted_testers","text":"Google (DeepMind / Gemini) published repo google-deepmind/ap_trusted_testers."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"is classified as","object":"repo signal","text":"google-deepmind/ap_trusted_testers is classified as repo signal."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"belongs to","object":"repos desk","text":"google-deepmind/ap_trusted_testers belongs to repos desk."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has context","object":"Jupyter Notebook","text":"google-deepmind/ap_trusted_testers has context Jupyter Notebook."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/ap_trusted_testers has evidence coverage 1 captured evidence page."},{"subject":"google-deepmind/ap_trusted_testers","predicate":"matches data-business lanes","object":"Safety and policy","text":"google-deepmind/ap_trusted_testers matches data-business lanes Safety and policy."}]},"signal":{"id":"aa0abedd-d6dd-4a28-9c1f-61c8884ca264","url":"https://onlylabs.fyi/signals/aa0abedd-d6dd-4a28-9c1f-61c8884ca264","json_url":"https://onlylabs.fyi/signals/aa0abedd-d6dd-4a28-9c1f-61c8884ca264/signal.json","source_url":"https://github.com/google-deepmind/ap_trusted_testers","title":"google-deepmind/ap_trusted_testers","summary":"Google (DeepMind / Gemini) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Jupyter Notebook","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2025-08-21T09:54:44+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/ap_trusted_testers"]},"facets":{"repo":"google-deepmind/ap_trusted_testers","language":"Jupyter Notebook"},"traction":{"github_stars":5,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"safety","label":"Safety and policy","url":"https://onlylabs.fyi/data-radar/safety"}],"score":14,"matched_terms":["trust"],"reason":"Google (DeepMind / Gemini) has a repo signal matching safety and policy."}},"primary_evidence_page":{"url":"https://github.com/google-deepmind/ap_trusted_testers","final_url":"https://github.com/google-deepmind/ap_trusted_testers","title":"google-deepmind/ap_trusted_testers repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:00:12.455701+00:00","bytes":11139,"raw_path":"7ef6470fbfe4c0ba5afdaff88e64bd94b2f5ad8879bb12aa8cb5127964eea9ad.json","content_hash":"4560c8f0a5da9b70316f858147614f8347cda617255add8a2a8683da9651d8d4","excerpt_chars":1200,"truncated":true,"excerpt":"google-deepmind/ap_trusted_testers Description: AlphaProteo Trusted Tester Program Notebooks Language: Jupyter Notebook License: Apache-2.0 Stars: 5 Forks: 2 Open issues: 0 Created: 2025-08-21T09:54:44Z Pushed: 2025-08-22T08:13:07Z Default branch: main Fork: no Archived: no README: AlphaProteo Trusted Tester Program Notebooks The `ap_prepare_inputs` colab is provided as an aid to the users of the AlphaProteo Trusted Tester Program. It can be used to prototype requests and provides an interface to iterate on target protein regions, performing basic validation, and visualising the selected target. Usage [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google-deepmind/ap_trusted_testers/blob/master/ap_prepare_inputs.ipynb) To begin, please type or paste your target PDB ID into the corresponding field, then select \"Runtime\" -> \"Run all\" from the menu. See detailed instructions at the top of the colab. Citing this work The AlphaProteo model can be cited as follows: ``` @misc{zambaldi2024novodesignhighaffinityprotein, title = {De novo design of high-affinity protein binders with AlphaProteo}, author = {Vinicius..."},"evidence_pages":[{"url":"https://github.com/google-deepmind/ap_trusted_testers","final_url":"https://github.com/google-deepmind/ap_trusted_testers","title":"google-deepmind/ap_trusted_testers repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:00:12.455701+00:00","bytes":11139,"raw_path":"7ef6470fbfe4c0ba5afdaff88e64bd94b2f5ad8879bb12aa8cb5127964eea9ad.json","content_hash":"4560c8f0a5da9b70316f858147614f8347cda617255add8a2a8683da9651d8d4","excerpt_chars":1200,"truncated":true,"excerpt":"google-deepmind/ap_trusted_testers Description: AlphaProteo Trusted Tester Program Notebooks Language: Jupyter Notebook License: Apache-2.0 Stars: 5 Forks: 2 Open issues: 0 Created: 2025-08-21T09:54:44Z Pushed: 2025-08-22T08:13:07Z Default branch: main Fork: no Archived: no README: AlphaProteo Trusted Tester Program Notebooks The `ap_prepare_inputs` colab is provided as an aid to the users of the AlphaProteo Trusted Tester Program. It can be used to prototype requests and provides an interface to iterate on target protein regions, performing basic validation, and visualising the selected target. Usage [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google-deepmind/ap_trusted_testers/blob/master/ap_prepare_inputs.ipynb) To begin, please type or paste your target PDB ID into the corresponding field, then select \"Runtime\" -> \"Run all\" from the menu. See detailed instructions at the top of the colab. Citing this work The AlphaProteo model can be cited as follows: ``` @misc{zambaldi2024novodesignhighaffinityprotein, title = {De novo design of high-affinity protein binders with AlphaProteo}, author = {Vinicius..."}],"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"}]}