{"schema_version":"onlylabs.public_signal.v1","title":"Google (DeepMind / Gemini) Repo: google-deepmind/dks","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/3f8a77e1-9e40-4f82-a052-f4705629b8cf","json_url":"https://onlylabs.fyi/signals/3f8a77e1-9e40-4f82-a052-f4705629b8cf/signal.json","generated_at":"2026-06-11T03:13:25.662802+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/3f8a77e1-9e40-4f82-a052-f4705629b8cf","signal_json":"https://onlylabs.fyi/signals/3f8a77e1-9e40-4f82-a052-f4705629b8cf/signal.json","source":"https://github.com/google-deepmind/dks","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/dks (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/dks · language Python. 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/dks","source_host":"github.com","occurred_at":"2022-02-25T18:07:46+00:00","first_seen_at":"2026-06-10T07:00:54.73914+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/dks","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"79","source":"traction"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","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/dks"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:13:25.662802+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/3f8a77e1-9e40-4f82-a052-f4705629b8cf/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/3f8a77e1-9e40-4f82-a052-f4705629b8cf/signal.json","required":true},{"label":"source","url":"https://github.com/google-deepmind/dks","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/dks\" for frontier lab strategy."},"semantic_triples":[{"subject":"Google (DeepMind / Gemini)","predicate":"published repo","object":"google-deepmind/dks","text":"Google (DeepMind / Gemini) published repo google-deepmind/dks."},{"subject":"google-deepmind/dks","predicate":"is classified as","object":"repo signal","text":"google-deepmind/dks is classified as repo signal."},{"subject":"google-deepmind/dks","predicate":"belongs to","object":"repos desk","text":"google-deepmind/dks belongs to repos desk."},{"subject":"google-deepmind/dks","predicate":"has context","object":"Python","text":"google-deepmind/dks has context Python."},{"subject":"google-deepmind/dks","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/dks has evidence coverage 1 captured evidence page."},{"subject":"google-deepmind/dks","predicate":"has captured page count","object":"1","text":"google-deepmind/dks has captured page count 1."},{"subject":"google-deepmind/dks","predicate":"has readable page count","object":"1","text":"google-deepmind/dks has readable page count 1."},{"subject":"google-deepmind/dks","predicate":"has related signal count","object":"6","text":"google-deepmind/dks has related signal count 6."},{"subject":"google-deepmind/dks","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/dks 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/dks","predicate":"has source host","object":"github.com","text":"google-deepmind/dks has source host github.com."},{"subject":"google-deepmind/dks","predicate":"has lab","object":"Google (DeepMind / Gemini)","text":"google-deepmind/dks has lab Google (DeepMind / Gemini)."},{"subject":"google-deepmind/dks","predicate":"has signal desk","object":"repos","text":"google-deepmind/dks has signal desk repos."},{"subject":"google-deepmind/dks","predicate":"has source host","object":"github.com","text":"google-deepmind/dks has source host github.com."},{"subject":"google-deepmind/dks","predicate":"has repository","object":"google-deepmind/dks","text":"google-deepmind/dks has repository google-deepmind/dks."},{"subject":"google-deepmind/dks","predicate":"has language","object":"Python","text":"google-deepmind/dks has language Python."},{"subject":"google-deepmind/dks","predicate":"has stars","object":"79","text":"google-deepmind/dks has stars 79."},{"subject":"google-deepmind/dks","predicate":"has watch term","object":"Data pipeline","text":"google-deepmind/dks has watch term Data pipeline."},{"subject":"google-deepmind/dks","predicate":"has watch term","object":"Infrastructure","text":"google-deepmind/dks has watch term Infrastructure."}]},"intelligence":{"signal_desk":"repos","answer":"Google (DeepMind / Gemini) published google-deepmind/dks (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/dks · language Python. 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/dks","text":"Google (DeepMind / Gemini) published repo google-deepmind/dks."},{"subject":"google-deepmind/dks","predicate":"is classified as","object":"repo signal","text":"google-deepmind/dks is classified as repo signal."},{"subject":"google-deepmind/dks","predicate":"belongs to","object":"repos desk","text":"google-deepmind/dks belongs to repos desk."},{"subject":"google-deepmind/dks","predicate":"has context","object":"Python","text":"google-deepmind/dks has context Python."},{"subject":"google-deepmind/dks","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/dks has evidence coverage 1 captured evidence page."}]},"signal":{"id":"3f8a77e1-9e40-4f82-a052-f4705629b8cf","url":"https://onlylabs.fyi/signals/3f8a77e1-9e40-4f82-a052-f4705629b8cf","json_url":"https://onlylabs.fyi/signals/3f8a77e1-9e40-4f82-a052-f4705629b8cf/signal.json","source_url":"https://github.com/google-deepmind/dks","title":"google-deepmind/dks","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":"2022-02-25T18:07:46+00:00","first_seen_at":"2026-06-10T07:00:54.73914+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/dks"]},"facets":{"repo":"google-deepmind/dks","language":"Python"},"traction":{"github_stars":79,"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/dks","final_url":"https://github.com/google-deepmind/dks","title":"google-deepmind/dks repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:13:25.662802+00:00","bytes":14186,"raw_path":"904fed7077ded70be97295c0e99c368f5414807d5dadfe51ceb1153b6f28e585.json","content_hash":"ec184a106eec91538b93d5e77300e6436e534df95a727da37dd0031fab7fcb24","excerpt_chars":1200,"truncated":true,"excerpt":"google-deepmind/dks Description: Multi-framework implementation of Deep Kernel Shaping and Tailored Activation Transformations, which are methods that modify neural network models (and their initializations) to make them easier to train. Language: Python License: Apache-2.0 Stars: 79 Forks: 5 Open issues: 3 Created: 2022-02-25T18:07:46Z Pushed: 2026-06-10T18:12:12Z Default branch: main Fork: no Archived: no README: ![CI status](https://github.com/deepmind/dks/workflows/ci/badge.svg) ![pypi](https://img.shields.io/pypi/v/dks) Official Python package for Deep Kernel Shaping (DKS) and Tailored Activation Transformations (TAT) This Python package implements the activation function transformations, weight initializations, and dataset preprocessing used in Deep Kernel Shaping (DKS) and Tailored Activation Transformations (TAT). DKS and TAT, which were introduced in the [DKS paper] and [TAT paper], are methods for constructing/transforming neural networks to make them much easier to train. For example, these methods can be used in conjunction with K-FAC to train deep vanilla deep convnets (without skip connections or normalization layers) as fast as standard ResNets of the same depth...."},"evidence_pages":[{"url":"https://github.com/google-deepmind/dks","final_url":"https://github.com/google-deepmind/dks","title":"google-deepmind/dks repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:13:25.662802+00:00","bytes":14186,"raw_path":"904fed7077ded70be97295c0e99c368f5414807d5dadfe51ceb1153b6f28e585.json","content_hash":"ec184a106eec91538b93d5e77300e6436e534df95a727da37dd0031fab7fcb24","excerpt_chars":1200,"truncated":true,"excerpt":"google-deepmind/dks Description: Multi-framework implementation of Deep Kernel Shaping and Tailored Activation Transformations, which are methods that modify neural network models (and their initializations) to make them easier to train. Language: Python License: Apache-2.0 Stars: 79 Forks: 5 Open issues: 3 Created: 2022-02-25T18:07:46Z Pushed: 2026-06-10T18:12:12Z Default branch: main Fork: no Archived: no README: ![CI status](https://github.com/deepmind/dks/workflows/ci/badge.svg) ![pypi](https://img.shields.io/pypi/v/dks) Official Python package for Deep Kernel Shaping (DKS) and Tailored Activation Transformations (TAT) This Python package implements the activation function transformations, weight initializations, and dataset preprocessing used in Deep Kernel Shaping (DKS) and Tailored Activation Transformations (TAT). DKS and TAT, which were introduced in the [DKS paper] and [TAT paper], are methods for constructing/transforming neural networks to make them much easier to train. For example, these methods can be used in conjunction with K-FAC to train deep vanilla deep convnets (without skip connections or normalization layers) as fast as standard ResNets of the same depth...."}],"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"}]}