{"schema_version":"onlylabs.public_signals.v1","title":"onlylabs Neo data release signals export","description":"What are frontier labs shipping right now? Release pages combine model cards, GitHub release notes, launch posts, and traction. The point is to see what actually shipped, not just what was marketed.","url":"https://onlylabs.fyi/topics/releases?category=neodata","json_url":"https://onlylabs.fyi/topics/releases/signals.json?category=neodata","generated_at":"2026-06-11T17:51:27.100Z","scope":{"category":"neodata","label":"Neo data"},"topic":{"slug":"releases","title":"Release signals","question":"What are frontier labs shipping right now?","kinds":["model_released","release"]},"analysis_guide":{"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?"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions."},"brief":{"headline":"No loaded releases signals for neo data yet","answer":"Neo data releases has no loaded signals yet. onlylabs is monitoring 0 tracked orgs for model or release signals.","summary":"0 orgs are in scope. The ledger will populate when the scraper captures model or release signals.","semantic_triples":[{"subject":"Neo data releases desk","predicate":"monitors","object":"0 tracked orgs","text":"Neo data releases desk monitors 0 tracked orgs."},{"subject":"Neo data releases desk","predicate":"has loaded","object":"0 signals","text":"Neo data releases desk has loaded 0 signals."}],"facts":[{"label":"Loaded signals","value":"0"},{"label":"Active orgs","value":"0 / 0"}],"leaders":[],"watch":[{"label":"model cards","value":"waiting for signal"},{"label":"release notes","value":"waiting for signal"},{"label":"paper links","value":"waiting for signal"},{"label":"download traction","value":"waiting for signal"},{"label":"repo tags","value":"waiting for signal"}],"agent_handoff":{"objective":"Inspect Neo data releases signals for shipped model cards, release notes, artifacts, traction, papers, and deployment implications.","next_questions":["What shipped, and which public artifact proves it?","Which releases create eval, data, infrastructure, or deployment needs?","Which model cards or release notes are missing captured page context?"],"required_sources":["model card or release note","version or tag","pipeline tag or license","traction","source URL"],"output_fields":["org","release_type","artifact","traction","evidence_url"],"urls":{"topic":"https://onlylabs.fyi/topics/releases?category=neodata","topic_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neodata","topic_rss":"https://onlylabs.fyi/topics/releases/feed.xml?category=neodata","filtered_signals":"https://onlylabs.fyi/topics/releases/signals.json?category=neodata","agents_json":"https://onlylabs.fyi/agents.json?category=neodata","data_radar_json":null,"opportunities_json":null}}},"answer_pack":{"answer":"Release signals has 0 loaded signals: 0 hiring, 0 forks, 0 releases or model cards, 0 talking, and 0 repos. No organization leads this feed yet. No newest signal is loaded yet. Data-business radar is currently scoped to frontier labs, so this category does not expose radar lanes. No agent triage target is currently loaded.","signal_desks":{"hiring":0,"forks":0,"releases":0,"talking":0,"repos":0},"leaders":[],"data_business":{"matches":0,"lanes":[]},"latest_signal":null,"agent_triage":[],"agent_handoff":{"objective":"Route Release signals as a signal-level triage desk for Neo data. Inspect 0 ranked targets across hiring (0), forks (0), releases (0), talking (0), and repos (0). No ranked target is currently loaded. Use the signal detail playbooks to evaluate category-specific evidence, source gaps, and analysis refresh needs.","recommended_action":"inspect_topic_signal_triage","command":"npm run agent:analysis -- --url https://onlylabs.fyi --category neodata --limit 5 --web-limit 10","dry_run_command":"npm run agent:analysis -- --url https://onlylabs.fyi --category neodata --limit 5 --web-limit 10 --dry-run","next_questions":["Which signal should become the first inspection target?","Which signal details should be inspected for category-specific strategy, source gaps, or analysis refresh needs?","Which source pages or analysis evidence are missing before the standing agent analysis can be refreshed?"],"required_sources":["signal feed JSON","signal detail JSON for each triage target","signal detail analysis_playbook","lab dossier JSON for each target org","analysis evidence JSON for each target org","agent operations JSON","category intelligence JSON","category signal feed JSON"],"output_fields":["feed_title","triage_target_ids","priority_scores","next_actions","source_urls","evidence_coverage","agent_refresh_command","recommended_next_action"],"urls":{"feed":"https://onlylabs.fyi/topics/releases?category=neodata","feed_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neodata","agents_json":"https://onlylabs.fyi/agents.json?category=neodata","category":"https://onlylabs.fyi/neodata","category_json":"https://onlylabs.fyi/neodata.json","category_signals_json":"https://onlylabs.fyi/signals.json?category=neodata","topic_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neodata","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neodata","data_radar_json":null,"opportunities_json":null},"triage_targets":[]},"semantic_triples":[{"subject":"Release signals","predicate":"has loaded signal count","object":"0","text":"Release signals has loaded signal count 0."},{"subject":"Release signals","predicate":"has hiring signal count","object":"0","text":"Release signals has hiring signal count 0."},{"subject":"Release signals","predicate":"has fork signal count","object":"0","text":"Release signals has fork signal count 0."},{"subject":"Release signals","predicate":"has release signal count","object":"0","text":"Release signals has release signal count 0."},{"subject":"Release signals","predicate":"has talking signal count","object":"0","text":"Release signals has talking signal count 0."}]},"count":0,"signals":[]}