{"schema_version":"onlylabs.public_signal.v1","title":"Google (DeepMind / Gemini) Release: google-deepmind/hope v1.0","description":"Google (DeepMind / Gemini) release signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/dc6b9cee-1367-4dad-be11-795cf23a6d19","json_url":"https://onlylabs.fyi/signals/dc6b9cee-1367-4dad-be11-795cf23a6d19/signal.json","generated_at":"2026-10-29T15:59:45.747Z","evidence_latest_fetched_at":"2026-10-28T07:04:34.349711+00:00","signal_first_seen_at":"2026-10-28T07:00:33.111884+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/dc6b9cee-1367-4dad-be11-795cf23a6d19","signal_json":"https://onlylabs.fyi/signals/dc6b9cee-1367-4dad-be11-795cf23a6d19/signal.json","source":"https://github.com/google-deepmind/hope/releases/tag/v1.0","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/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Google (DeepMind / Gemini) published google-deepmind/hope v1.0 (google-deepmind/hope). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: HOPE v1.0: Initial Release Repository: google-deepmind/hope Tag: v1.0 Published: 2026-10-27T21:29:19Z Prerelease: no Release notes: Initial open-source release.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","signal_desk":"releases","source_context":{"source_url":"https://github.com/google-deepmind/hope/releases/tag/v1.0","source_host":"github.com","occurred_at":"2026-10-27T21:29:19+00:00","first_seen_at":"2026-10-28T07:00:33.111884+00:00","date_source":"source","context":"google-deepmind/hope"},"context_markers":[{"label":"Lab","value":"Google (DeepMind / Gemini)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"google-deepmind/hope","source":"source"},{"label":"Release","value":"HOPE v1.0: Initial Release","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/hope/releases/tag/v1.0"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-10-28T07:04:34.349711+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/dc6b9cee-1367-4dad-be11-795cf23a6d19/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/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","evidence_focus":["model card","release note","version or tag","pipeline tag","license","downloads, likes, stars, and linked papers"],"extraction_questions":["What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Which launches create new eval, data, infra, or deployment needs?","Which shipped signals are missing captured page context?"],"signal_questions":["What changed in this release, and what downstream data or infrastructure need could it create?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related release signals show a repeated pattern?"],"output_fields":["org","release_type","artifact","traction","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/dc6b9cee-1367-4dad-be11-795cf23a6d19/signal.json","required":true},{"label":"source","url":"https://github.com/google-deepmind/hope/releases/tag/v1.0","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/releases/signals.json","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 release signal \"google-deepmind/hope v1.0\" for frontier lab strategy."},"semantic_triples":[{"subject":"Google (DeepMind / Gemini)","predicate":"released","object":"google-deepmind/hope v1.0","text":"Google (DeepMind / Gemini) released google-deepmind/hope v1.0."},{"subject":"google-deepmind/hope v1.0","predicate":"is classified as","object":"release signal","text":"google-deepmind/hope v1.0 is classified as release signal."},{"subject":"google-deepmind/hope v1.0","predicate":"belongs to","object":"releases desk","text":"google-deepmind/hope v1.0 belongs to releases desk."},{"subject":"google-deepmind/hope v1.0","predicate":"has context","object":"google-deepmind/hope","text":"google-deepmind/hope v1.0 has context google-deepmind/hope."},{"subject":"google-deepmind/hope v1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/hope v1.0 has evidence coverage 1 captured evidence page."},{"subject":"google-deepmind/hope v1.0","predicate":"has captured page count","object":"1","text":"google-deepmind/hope v1.0 has captured page count 1."},{"subject":"google-deepmind/hope v1.0","predicate":"has readable page count","object":"1","text":"google-deepmind/hope v1.0 has readable page count 1."},{"subject":"google-deepmind/hope v1.0","predicate":"has related signal count","object":"6","text":"google-deepmind/hope v1.0 has related signal count 6."},{"subject":"google-deepmind/hope v1.0","predicate":"has analysis playbook objective","object":"Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.","text":"google-deepmind/hope v1.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"google-deepmind/hope v1.0","predicate":"has source host","object":"github.com","text":"google-deepmind/hope v1.0 has source host github.com."},{"subject":"google-deepmind/hope v1.0","predicate":"has lab","object":"Google (DeepMind / Gemini)","text":"google-deepmind/hope v1.0 has lab Google (DeepMind / Gemini)."},{"subject":"google-deepmind/hope v1.0","predicate":"has signal desk","object":"releases","text":"google-deepmind/hope v1.0 has signal desk releases."},{"subject":"google-deepmind/hope v1.0","predicate":"has source host","object":"github.com","text":"google-deepmind/hope v1.0 has source host github.com."},{"subject":"google-deepmind/hope v1.0","predicate":"has repository","object":"google-deepmind/hope","text":"google-deepmind/hope v1.0 has repository google-deepmind/hope."},{"subject":"google-deepmind/hope v1.0","predicate":"has release","object":"HOPE v1.0: Initial Release","text":"google-deepmind/hope v1.0 has release HOPE v1.0: Initial Release."}]},"intelligence":{"signal_desk":"releases","answer":"Google (DeepMind / Gemini) published google-deepmind/hope v1.0 (google-deepmind/hope). This release signal is evidence of what shipped, changed, or was packaged for users. High-signal details: HOPE v1.0: Initial Release Repository: google-deepmind/hope Tag: v1.0 Published: 2026-10-27T21:29:19Z Prerelease: no Release notes: Initial open-source release.... onlylabs links this event to 1 captured evidence page and 6 related release signals.","semantic_triples":[{"subject":"Google (DeepMind / Gemini)","predicate":"released","object":"google-deepmind/hope v1.0","text":"Google (DeepMind / Gemini) released google-deepmind/hope v1.0."},{"subject":"google-deepmind/hope v1.0","predicate":"is classified as","object":"release signal","text":"google-deepmind/hope v1.0 is classified as release signal."},{"subject":"google-deepmind/hope v1.0","predicate":"belongs to","object":"releases desk","text":"google-deepmind/hope v1.0 belongs to releases desk."},{"subject":"google-deepmind/hope v1.0","predicate":"has context","object":"google-deepmind/hope","text":"google-deepmind/hope v1.0 has context google-deepmind/hope."},{"subject":"google-deepmind/hope v1.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"google-deepmind/hope v1.0 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"dc6b9cee-1367-4dad-be11-795cf23a6d19","url":"https://onlylabs.fyi/signals/dc6b9cee-1367-4dad-be11-795cf23a6d19","json_url":"https://onlylabs.fyi/signals/dc6b9cee-1367-4dad-be11-795cf23a6d19/signal.json","source_url":"https://github.com/google-deepmind/hope/releases/tag/v1.0","title":"google-deepmind/hope v1.0","summary":"Google (DeepMind / Gemini) published release notes. onlylabs watches releases for what actually shipped.","context":"google-deepmind/hope","kind":{"key":"release","label":"Release"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-10-27T21:29:19+00:00","first_seen_at":"2026-10-28T07:00:33.111884+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/hope/releases/tag/v1.0"]},"facets":{"repo":"google-deepmind/hope"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/google-deepmind/hope/releases/tag/v1.0","final_url":"https://github.com/google-deepmind/hope/releases/tag/v1.0","title":"google-deepmind/hope v1.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-10-28T07:04:34.349711+00:00","bytes":3491,"raw_path":"bacc266725dd9839853fd3b3854df3376dc4fdba7bba97765134d6034f7f10cc.json","content_hash":"7233861faf59a94cf6412f6b089ae33c92e9580081acab94562c74747238cc8f","excerpt_chars":1200,"truncated":true,"excerpt":"HOPE v1.0: Initial Release Repository: google-deepmind/hope Tag: v1.0 Published: 2026-10-27T21:29:19Z Prerelease: no Release notes: Initial open-source release accompanying [*Hilbert Operator for Progressive Encoding (HOPE): A Mathematical Framework for Deconstructing Learned Representations in Deep Networks*](https://arxiv.org/abs/2607.21366) (Hossein Mobahi and Peter L. Bartlett, 2026). Highlights - **Data-Free Progressive Model Compression (`hope.py`, `compress_resnet50.py`):** Closed-form progressive compression (`PRUNE`, `MERGE`, `EVICT`) and lossless step-by-step decoding of pretrained ResNet-50 models using only weights and stored BatchNorm statistics. - **Structured Compression Baselines & Plotting (`hope_baselines.py`, `plot_compression_curves.py`):** Reference implementations of seven data-free structured neuron compression baselines and trajectory visualization utilities. - **Dispersed Elastic Fine-Tuning (`deft.py`):** Cross-domain transfer learning pipeline (CIFAR-100 to SVHN) partitioning pretrained networks into a frozen Universal Core and a plastic Slack via HOPE's progressive curriculum, together with transfer baselines (Linear Probe, Full Fine-Tuning, LoRA,..."},"evidence_pages":[],"related_signals":[{"id":"8f9d79aa-d945-4316-96c4-f71546e49c40","url":"https://onlylabs.fyi/signals/8f9d79aa-d945-4316-96c4-f71546e49c40","source_url":"https://github.com/google-deepmind/predictingthepast/releases/tag/v1.0.1","title":"google-deepmind/predictingthepast v1.0.1","context":"google-deepmind/predictingthepast","kind":{"key":"release","label":"Release"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-10-27T11:49:38+00:00","first_seen_at":"2026-10-28T07:00:33.111884+00:00","date_source":"source"},{"id":"5f0f6272-c832-463a-a8c1-efba2144de45","url":"https://onlylabs.fyi/signals/5f0f6272-c832-463a-a8c1-efba2144de45","source_url":"https://github.com/google-deepmind/science-skills/releases/tag/v1.3.1","title":"google-deepmind/science-skills v1.3.1","context":"google-deepmind/science-skills","kind":{"key":"release","label":"Release"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-10-23T14:19:23+00:00","first_seen_at":"2026-10-24T07:00:33.44049+00:00","date_source":"source"},{"id":"b9c934e6-9a62-4184-8ac7-1d0df2047334","url":"https://onlylabs.fyi/signals/b9c934e6-9a62-4184-8ac7-1d0df2047334","source_url":"https://github.com/google-deepmind/xmanager/releases/tag/v0.8.5","title":"google-deepmind/xmanager v0.8.5","context":"google-deepmind/xmanager","kind":{"key":"release","label":"Release"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-10-23T11:01:27+00:00","first_seen_at":"2026-10-24T07:00:33.44049+00:00","date_source":"source"},{"id":"f2c3b548-ae0b-4b73-9d1f-c21484e651dc","url":"https://onlylabs.fyi/signals/f2c3b548-ae0b-4b73-9d1f-c21484e651dc","source_url":"https://github.com/google-deepmind/dm_control/releases/tag/1.0.50","title":"google-deepmind/dm_control 1.0.50","context":"google-deepmind/dm_control","kind":{"key":"release","label":"Release"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-10-23T00:30:20+00:00","first_seen_at":"2026-10-23T07:00:33.004415+00:00","date_source":"source"},{"id":"33ef7d17-adfa-4340-ad14-57e4b82fecc3","url":"https://onlylabs.fyi/signals/33ef7d17-adfa-4340-ad14-57e4b82fecc3","source_url":"https://github.com/google-deepmind/mujoco_warp/releases/tag/v3.17.0","title":"google-deepmind/mujoco_warp v3.17.0","context":"google-deepmind/mujoco_warp","kind":{"key":"release","label":"Release"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-10-22T23:38:55+00:00","first_seen_at":"2026-10-23T07:00:33.004415+00:00","date_source":"source"},{"id":"aad9a849-cdd0-452c-a511-6d58881f5419","url":"https://onlylabs.fyi/signals/aad9a849-cdd0-452c-a511-6d58881f5419","source_url":"https://github.com/google-deepmind/mujoco/releases/tag/3.17.0","title":"google-deepmind/mujoco 3.17.0","context":"google-deepmind/mujoco","kind":{"key":"release","label":"Release"},"org":{"slug":"google-deepmind","name":"Google (DeepMind / Gemini)","category":"frontier-lab"},"occurred_at":"2026-10-22T21:45:20+00:00","first_seen_at":"2026-10-23T07:00:33.004415+00:00","date_source":"source"}]}