{"schema_version":"onlylabs.public_signal.v1","title":"Google (DeepMind / Gemini) Repo: google-deepmind/thunnini","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/9f5dcb82-c936-4ebf-bd7d-a769bc1b427b","json_url":"https://onlylabs.fyi/signals/9f5dcb82-c936-4ebf-bd7d-a769bc1b427b/signal.json","generated_at":"2026-06-11T04:00:27.527735+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/9f5dcb82-c936-4ebf-bd7d-a769bc1b427b","signal_json":"https://onlylabs.fyi/signals/9f5dcb82-c936-4ebf-bd7d-a769bc1b427b/signal.json","source":"https://github.com/google-deepmind/thunnini","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/thunnini (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/thunnini · language Python · Low stars, routine new repo. 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/thunnini","source_host":"github.com","occurred_at":"2025-05-22T19:46:23+00:00","first_seen_at":"2026-06-05T05:42:58.453363+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/thunnini","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"10","source":"traction"},{"label":"Notability","value":"Low stars, routine new repo","source":"signal"},{"label":"Watch term","value":"Eval 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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/9f5dcb82-c936-4ebf-bd7d-a769bc1b427b/signal.json","required":true},{"label":"source","url":"https://github.com/google-deepmind/thunnini","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 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page."},{"subject":"google-deepmind/thunnini","predicate":"has captured page count","object":"1","text":"google-deepmind/thunnini has captured page count 1."},{"subject":"google-deepmind/thunnini","predicate":"has readable page count","object":"1","text":"google-deepmind/thunnini has readable page count 1."},{"subject":"google-deepmind/thunnini","predicate":"has related signal count","object":"6","text":"google-deepmind/thunnini has related signal count 6."},{"subject":"google-deepmind/thunnini","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/thunnini 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/thunnini","predicate":"has source host","object":"github.com","text":"google-deepmind/thunnini has source host github.com."},{"subject":"google-deepmind/thunnini","predicate":"has lab","object":"Google (DeepMind / Gemini)","text":"google-deepmind/thunnini has lab Google (DeepMind / Gemini)."},{"subject":"google-deepmind/thunnini","predicate":"has signal desk","object":"repos","text":"google-deepmind/thunnini has signal desk repos."},{"subject":"google-deepmind/thunnini","predicate":"has source host","object":"github.com","text":"google-deepmind/thunnini has source host github.com."},{"subject":"google-deepmind/thunnini","predicate":"has repository","object":"google-deepmind/thunnini","text":"google-deepmind/thunnini has repository google-deepmind/thunnini."},{"subject":"google-deepmind/thunnini","predicate":"has language","object":"Python","text":"google-deepmind/thunnini has language Python."},{"subject":"google-deepmind/thunnini","predicate":"has stars","object":"10","text":"google-deepmind/thunnini has stars 10."},{"subject":"google-deepmind/thunnini","predicate":"has notability","object":"Low stars, routine new repo","text":"google-deepmind/thunnini has notability Low stars, routine new repo."},{"subject":"google-deepmind/thunnini","predicate":"has watch term","object":"Eval methodology","text":"google-deepmind/thunnini has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Google (DeepMind / Gemini) published google-deepmind/thunnini (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/thunnini · language Python · Low stars, routine new repo. 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/thunnini","text":"Google (DeepMind / Gemini) published repo google-deepmind/thunnini."},{"subject":"google-deepmind/thunnini","predicate":"is classified as","object":"repo signal","text":"google-deepmind/thunnini is classified as repo signal."},{"subject":"google-deepmind/thunnini","predicate":"belongs to","object":"repos desk","text":"google-deepmind/thunnini belongs to repos desk."},{"subject":"google-deepmind/thunnini","predicate":"has context","object":"Python","text":"google-deepmind/thunnini has context Python."},{"subject":"google-deepmind/thunnini","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/thunnini has evidence coverage 1 captured evidence page."}]},"signal":{"id":"9f5dcb82-c936-4ebf-bd7d-a769bc1b427b","url":"https://onlylabs.fyi/signals/9f5dcb82-c936-4ebf-bd7d-a769bc1b427b","json_url":"https://onlylabs.fyi/signals/9f5dcb82-c936-4ebf-bd7d-a769bc1b427b/signal.json","source_url":"https://github.com/google-deepmind/thunnini","title":"google-deepmind/thunnini","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":"2025-05-22T19:46:23+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/thunnini"]},"facets":{"repo":"google-deepmind/thunnini","language":"Python"},"traction":{"github_stars":10,"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/thunnini","final_url":"https://github.com/google-deepmind/thunnini","title":"google-deepmind/thunnini repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:00:27.527735+00:00","bytes":24384,"raw_path":"54a4896b9d212979c42aac0576b0b2a655002b114756794e4313562b4361d4ed.json","content_hash":"5872ee70b85be37ccdab3debd0322a132f037bc40f50eaf590c084a6e4a9dc03","excerpt_chars":1200,"truncated":true,"excerpt":"google-deepmind/thunnini Description: Experimentation library for comparing fine-tuners for neural sequential predictors. 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Language: Python License: Apache-2.0 Stars: 10 Forks: 3 Open issues: 0 Created: 2025-05-22T19:46:23Z Pushed: 2025-10-17T14:26:56Z Default branch: main Fork: no Archived: no README: Thunnini Thunnini Demo notebook: [![Demo notebook](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google-deepmind/thunnini/blob/master/colabs/ThunniniDemo.ipynb)<br> Full Thunnini experiment notebook: [![Full Experiment notebook](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/google-deepmind/thunnini/blob/master/colabs/ThunniniExperiment.ipynb) For more details and use-cases, see Thunnini's main publication:<br> **Understanding Prompt Tuning and In-Context Learning via Meta-Learning** (Genewein et al. 2025, NeurIPS 2025, [arXiv](https://arxiv.org/abs/2505.17010), [NeurIPS poster](https://neurips.cc/virtual/2025/poster/117226)). --- Thunnini is an experimentation library to study and understand fundamental aspects of fine-tuners for neural sequence predictors. 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