{"schema_version":"onlylabs.public_signal.v1","title":"Google (DeepMind / Gemini) Writing: Teaching AI to see the world more like we do","description":"Google (DeepMind / Gemini) writing signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/80c22716-5c38-4603-8310-775654e4eb0a","json_url":"https://onlylabs.fyi/signals/80c22716-5c38-4603-8310-775654e4eb0a/signal.json","generated_at":"2026-06-07T21:15:24.626333+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/80c22716-5c38-4603-8310-775654e4eb0a","signal_json":"https://onlylabs.fyi/signals/80c22716-5c38-4603-8310-775654e4eb0a/signal.json","source":"https://deepmind.google/blog/teaching-ai-to-see-the-world-more-like-we-do/","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":"https://onlylabs.fyi/topics/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","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":"infrastructure","label":"Infrastructure","url":"https://onlylabs.fyi/data-radar/infrastructure","json_url":"https://onlylabs.fyi/data-radar/infrastructure/signals.json"}]}},"answer_pack":{"answer":"Google (DeepMind / Gemini) published Teaching AI to see the world more like we do. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Low traction research post by DeepMind · Teaching AI to See the World More Like Humans Do — Google DeepMind Skip to main content November 11, 2025 Research Teaching AI to see the world more like we do Andrew.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. It also maps to Infrastructure in the data-business radar.","signal_desk":"talking","source_context":{"source_url":"https://deepmind.google/blog/teaching-ai-to-see-the-world-more-like-we-do/","source_host":"deepmind.google","occurred_at":"2025-11-11T11:49:13+00:00","first_seen_at":"2026-06-05T05:42:58.356131+00:00","date_source":"rss.item_date","context":null},"context_markers":[{"label":"Lab","value":"Google (DeepMind / Gemini)","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"deepmind.google","source":"source"},{"label":"Notability","value":"Low traction research post by DeepMind","source":"signal"},{"label":"Radar lane","value":"Infrastructure","source":"radar"},{"label":"Matched term","value":"systems","source":"radar"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"label":"Watch term","value":"Infrastructure","source":"evidence"},{"label":"Watch term","value":"Safety and 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infrastructure."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/80c22716-5c38-4603-8310-775654e4eb0a/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":"https://onlylabs.fyi/topics/talking/signals.json","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml","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 public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which data-business lane explains this signal: Infrastructure?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","traction","data_business_lane","evidence_url"],"data_business_relevance":"Public writing supplies the narrative layer over raw signals and helps identify which frontier-lab priorities are becoming externally legible.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/80c22716-5c38-4603-8310-775654e4eb0a/signal.json","required":true},{"label":"source","url":"https://deepmind.google/blog/teaching-ai-to-see-the-world-more-like-we-do/","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":"https://onlylabs.fyi/topics/talking/signals.json","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 writing signal \"Teaching AI to see the world more like we do\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Google (DeepMind / Gemini)","predicate":"published","object":"Teaching AI to see the world more like we do","text":"Google (DeepMind / Gemini) published Teaching AI to see the world more like we do."},{"subject":"Teaching AI to see the world more like we do","predicate":"is classified as","object":"writing signal","text":"Teaching AI to see the world more like we do is classified as writing signal."},{"subject":"Teaching AI to see the world more like we do","predicate":"belongs to","object":"talking desk","text":"Teaching AI to see the world more like we do belongs to talking desk."},{"subject":"Teaching AI to see the world more like we do","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Teaching AI to see the world more like we do has evidence coverage 1 captured evidence page."},{"subject":"Teaching AI to see the world more like we do","predicate":"matches data-business lanes","object":"Infrastructure","text":"Teaching AI to see the world more like we do matches data-business lanes Infrastructure."},{"subject":"Teaching AI to see the world more like we do","predicate":"has captured page count","object":"1","text":"Teaching AI to see the world more like we do has captured page count 1."},{"subject":"Teaching AI to see the world more like we do","predicate":"has readable page count","object":"1","text":"Teaching AI to see the world more like we do has readable page count 1."},{"subject":"Teaching AI to see the world more like we do","predicate":"has related signal count","object":"6","text":"Teaching AI to see the world more like we do has related signal count 6."},{"subject":"Teaching AI to see the world more like we do","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"Teaching AI to see the world more like we do has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"Teaching AI to see the world more like we do","predicate":"has source host","object":"deepmind.google","text":"Teaching AI to see the world more like we do has source host deepmind.google."},{"subject":"Teaching AI to see the world more like we do","predicate":"has lab","object":"Google (DeepMind / Gemini)","text":"Teaching AI to see the world more like we do has lab Google (DeepMind / Gemini)."},{"subject":"Teaching AI to see the world more like we do","predicate":"has signal desk","object":"talking","text":"Teaching AI to see the world more like we do has signal desk talking."},{"subject":"Teaching AI to see the world more like we do","predicate":"has source 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This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Low traction research post by DeepMind · Teaching AI to See the World More Like Humans Do — Google DeepMind Skip to main content November 11, 2025 Research Teaching AI to see the world more like we do Andrew.... onlylabs links this event to 1 captured evidence page and 6 related writing signals. 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Listen to article 10 minutes New research shows that reorganizing a model’s visual representations can make it more helpful, robust and reliable “Visual” artificial intelligence (AI) is everywhere. We use it to sort our photos, identify unknown flowers and steer our cars. But these powerful systems do not always “see” the world as we do, and they sometimes behave in surprising ways. For example, an AI system that can identify hundreds of car manufacturers and models might still fail to capture the commonalities between a car and an airplane, i.e. both are large vehicles made primarily of metal. To better understand these differences, today we’re publishing a new paper in Nature analyzing the important ways AI systems organize the visual world differently from humans. We present a method for better aligning these systems with human knowledge, and show that addressing these discrepancies improves their robustness and ability to generalize...."},"evidence_pages":[{"url":"https://deepmind.google/blog/teaching-ai-to-see-the-world-more-like-we-do/","final_url":"https://deepmind.google/blog/teaching-ai-to-see-the-world-more-like-we-do/","title":"Teaching AI to see the world more like we do","http_status":200,"content_type":"text/html","capture_method":"plain","fetched_at":"2026-06-07T21:15:24.626333+00:00","bytes":158393,"raw_path":"462796ff960fdad032f3fe933de0596c669e175d75f6d716836e79a93409e686.html","content_hash":"27eb7f10c5dbb6da7f5eeda8a966036d8bfae364119bd779c7820df7b6ce752a","excerpt_chars":1200,"truncated":true,"excerpt":"Teaching AI to See the World More Like Humans Do — Google DeepMind Skip to main content November 11, 2025 Research Teaching AI to see the world more like we do Andrew Lampinen, Klaus Greff Share Your browser does not support the audio element. Listen to article 10 minutes New research shows that reorganizing a model’s visual representations can make it more helpful, robust and reliable “Visual” artificial intelligence (AI) is everywhere. We use it to sort our photos, identify unknown flowers and steer our cars. But these powerful systems do not always “see” the world as we do, and they sometimes behave in surprising ways. For example, an AI system that can identify hundreds of car manufacturers and models might still fail to capture the commonalities between a car and an airplane, i.e. both are large vehicles made primarily of metal. To better understand these differences, today we’re publishing a new paper in Nature analyzing the important ways AI systems organize the visual world differently from humans. We present a method for better aligning these systems with human knowledge, and show that addressing these discrepancies improves their robustness and ability to generalize...."}],"related_signals":[{"id":"8dc3cb48-ca03-4c5e-b776-2febb36923ff","url":"https://onlylabs.fyi/signals/8dc3cb48-ca03-4c5e-b776-2febb36923ff","source_url":"https://deepmind.google/blog/diffusiongemma-4x-faster-text-generation/","title":"DiffusionGemma: 4x faster text generation","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-06-10T16:24:11+00:00","first_seen_at":"2026-06-11T07:01:08.279091+00:00","date_source":"rss.item_date"},{"id":"c3e1268c-6a62-4443-9861-8cc8b2fab2fa","url":"https://onlylabs.fyi/signals/c3e1268c-6a62-4443-9861-8cc8b2fab2fa","source_url":"https://deepmind.google/blog/fluid-natural-voice-translation-with-gemini-35-live-translate/","title":"Fluid, natural voice translation with Gemini 3.5 Live Translate","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-06-09T15:16:25+00:00","first_seen_at":"2026-06-10T07:01:19.98686+00:00","date_source":"rss.item_date"},{"id":"91fc1de9-018b-4566-8d26-4287b86fc4d8","url":"https://onlylabs.fyi/signals/91fc1de9-018b-4566-8d26-4287b86fc4d8","source_url":"https://deepmind.google/blog/introducing-gemma-4-12b-a-unified-encoder-free-multimodal-model/","title":"Introducing Gemma 4 12B: a unified, encoder-free multimodal model","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-06-09T14:10:19+00:00","first_seen_at":"2026-06-10T07:01:19.98686+00:00","date_source":"rss.item_date"},{"id":"8458c661-c5f3-4fef-afc1-abe720ecd4d5","url":"https://onlylabs.fyi/signals/8458c661-c5f3-4fef-afc1-abe720ecd4d5","source_url":"https://deepmind.google/blog/powering-the-future-of-robotics-in-europe/","title":"Powering the future of robotics in Europe","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-06-09T14:02:33+00:00","first_seen_at":"2026-06-10T07:01:19.98686+00:00","date_source":"rss.item_date"},{"id":"136852e1-8df2-4a9d-9f2f-dd29e4038f1f","url":"https://onlylabs.fyi/signals/136852e1-8df2-4a9d-9f2f-dd29e4038f1f","source_url":"https://deepmind.google/blog/measuring-the-impact-of-learning-with-ai-in-sierra-leone-and-beyond/","title":"Measuring the impact of learning with AI in Sierra Leone and beyond","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-06-08T13:04:59+00:00","first_seen_at":"2026-06-10T07:01:19.98686+00:00","date_source":"rss.item_date"},{"id":"5623a86e-2349-4e54-b92a-c76c14059b83","url":"https://onlylabs.fyi/signals/5623a86e-2349-4e54-b92a-c76c14059b83","source_url":"https://deepmind.google/blog/were-launching-the-google-deepmind-accelerator-program-in-asia-pacific-to-tackle-environmental-risks/","title":"We’re launching the Google DeepMind Accelerator program in Asia Pacific to tackle environmental risks","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-05-21T19:46:42+00:00","first_seen_at":"2026-06-05T05:42:58.356131+00:00","date_source":"rss.item_date"}]}