{"schema_version":"onlylabs.public_signal.v1","title":"Google (DeepMind / Gemini) Repo: google-deepmind/simply","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/55510913-3d1f-48b7-b451-c107a51720dd","json_url":"https://onlylabs.fyi/signals/55510913-3d1f-48b7-b451-c107a51720dd/signal.json","generated_at":"2026-06-11T04:00:32.509428+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/55510913-3d1f-48b7-b451-c107a51720dd","signal_json":"https://onlylabs.fyi/signals/55510913-3d1f-48b7-b451-c107a51720dd/signal.json","source":"https://github.com/google-deepmind/simply","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/simply (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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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/55510913-3d1f-48b7-b451-c107a51720dd/signal.json","required":true},{"label":"source","url":"https://github.com/google-deepmind/simply","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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github.com."},{"subject":"google-deepmind/simply","predicate":"has lab","object":"Google (DeepMind / Gemini)","text":"google-deepmind/simply has lab Google (DeepMind / Gemini)."},{"subject":"google-deepmind/simply","predicate":"has signal desk","object":"repos","text":"google-deepmind/simply has signal desk repos."},{"subject":"google-deepmind/simply","predicate":"has source host","object":"github.com","text":"google-deepmind/simply has source host github.com."},{"subject":"google-deepmind/simply","predicate":"has repository","object":"google-deepmind/simply","text":"google-deepmind/simply has repository google-deepmind/simply."},{"subject":"google-deepmind/simply","predicate":"has language","object":"Python","text":"google-deepmind/simply has language Python."},{"subject":"google-deepmind/simply","predicate":"has stars","object":"530","text":"google-deepmind/simply has stars 530."},{"subject":"google-deepmind/simply","predicate":"has notability","object":"Notable DeepMind repo with decent stars.","text":"google-deepmind/simply has notability Notable DeepMind repo with decent stars.."},{"subject":"google-deepmind/simply","predicate":"has watch term","object":"Eval methodology","text":"google-deepmind/simply has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Google (DeepMind / Gemini) published google-deepmind/simply (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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Learn [Jax](https://jax.readthedocs.io/en/latest/index.html), and you are ready to read and hack the code. - *An environment for automated AI research* — An AI agent, which can itself be powered by an LLM served with *Simply*, can read the code, propose new ideas, run experiments, and iterate..."},"evidence_pages":[{"url":"https://github.com/google-deepmind/simply","final_url":"https://github.com/google-deepmind/simply","title":"google-deepmind/simply repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T04:00:32.509428+00:00","bytes":15244,"raw_path":"bde19f405a4d2eabb5a87b3310fdb0d3490a5f686e2bafff4b9c09bfe8dbf259.json","content_hash":"c8622328674d86644b209e2a61e49ebc6b6458cfa87efd3d0f02ce1f6e1365a0","excerpt_chars":1200,"truncated":true,"excerpt":"google-deepmind/simply Description: Minimal and scalable research codebase in JAX, designed for rapid iteration on frontier research in LLM and other autoregressive models. 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