{"schema_version":"onlylabs.public_signal.v1","title":"Nous Research Release: NousResearch/atropos v0.4.0","description":"Nous Research release signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/50fb77cc-1ec3-4d66-8130-5708b53f7ad0","json_url":"https://onlylabs.fyi/signals/50fb77cc-1ec3-4d66-8130-5708b53f7ad0/signal.json","generated_at":"2026-06-11T03:17:03.184958+00:00","org":{"slug":"nous","name":"Nous Research","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/nous","dossier_json_url":"https://onlylabs.fyi/labs/nous/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/50fb77cc-1ec3-4d66-8130-5708b53f7ad0","signal_json":"https://onlylabs.fyi/signals/50fb77cc-1ec3-4d66-8130-5708b53f7ad0/signal.json","source":"https://github.com/NousResearch/atropos/releases/tag/v0.4.0","lab_dossier":"https://onlylabs.fyi/labs/nous","lab_dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis":"https://onlylabs.fyi/analysis/nous","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/evidence.json","category":"https://onlylabs.fyi/neolabs","category_json":"https://onlylabs.fyi/neolabs.json","category_feed":"https://onlylabs.fyi/neolabs/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Nous Research published NousResearch/atropos v0.4.0 (NousResearch/atropos). 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for this category, keep conclusions tied to category-specific strategy, source evidence, and follow-up questions.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/50fb77cc-1ec3-4d66-8130-5708b53f7ad0/signal.json","required":true},{"label":"source","url":"https://github.com/NousResearch/atropos/releases/tag/v0.4.0","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nous/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nous/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","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 Nous Research's release signal \"NousResearch/atropos v0.4.0\" for neolab strategy."},"semantic_triples":[{"subject":"Nous Research","predicate":"released","object":"NousResearch/atropos v0.4.0","text":"Nous Research released NousResearch/atropos v0.4.0."},{"subject":"NousResearch/atropos v0.4.0","predicate":"is classified as","object":"release signal","text":"NousResearch/atropos v0.4.0 is classified as release signal."},{"subject":"NousResearch/atropos v0.4.0","predicate":"belongs to","object":"releases desk","text":"NousResearch/atropos v0.4.0 belongs to releases desk."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has context","object":"NousResearch/atropos","text":"NousResearch/atropos v0.4.0 has context NousResearch/atropos."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/atropos v0.4.0 has evidence coverage 1 captured evidence page."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has captured page count","object":"1","text":"NousResearch/atropos v0.4.0 has captured page count 1."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has readable page count","object":"1","text":"NousResearch/atropos v0.4.0 has readable page count 1."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has related signal count","object":"6","text":"NousResearch/atropos v0.4.0 has related signal count 6."},{"subject":"NousResearch/atropos v0.4.0","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":"NousResearch/atropos v0.4.0 has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has source host","object":"github.com","text":"NousResearch/atropos v0.4.0 has source host github.com."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has lab","object":"Nous Research","text":"NousResearch/atropos v0.4.0 has lab Nous Research."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has signal desk","object":"releases","text":"NousResearch/atropos v0.4.0 has signal desk releases."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has source host","object":"github.com","text":"NousResearch/atropos v0.4.0 has source host github.com."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has repository","object":"NousResearch/atropos","text":"NousResearch/atropos v0.4.0 has repository NousResearch/atropos."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has release","object":"v0.4.0","text":"NousResearch/atropos v0.4.0 has release v0.4.0."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has notability","object":"Notable model release, no traction data","text":"NousResearch/atropos v0.4.0 has notability Notable model release, no traction data."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has watch term","object":"RL environments","text":"NousResearch/atropos v0.4.0 has watch term RL environments."},{"subject":"NousResearch/atropos v0.4.0","predicate":"has watch term","object":"Eval methodology","text":"NousResearch/atropos v0.4.0 has watch term Eval methodology."}]},"intelligence":{"signal_desk":"releases","answer":"Nous Research published NousResearch/atropos v0.4.0 (NousResearch/atropos). This release signal is evidence of what shipped, changed, or was packaged for users. 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On Policy/Self Distillation Support Now support logprobs from a teacher/prompted endpoint, fully supporting on policy distillation/self distillation! OpenAI Endpoint for managed server Launch an openai endpoint and collect rollouts from any program that takes in an openai endpoint! What's Changed * [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci[bot] in https://github.com/NousResearch/atropos/pull/215 * Interleaved Tool-Use Within Reasoning Blocks by @interstellarninja in https://github.com/NousResearch/atropos/pull/195 * Pairwise Judgement Environment - improve dataloading, ctx len by @teknium1 in https://github.com/NousResearch/atropos/pull/218 * Add Word Hunt environment by @Aboozle1 in https://github.com/NousResearch/atropos/pull/220 * [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci[bot] in https://github.com/NousResearch/atropos/pull/222 * qwen tokenizer wrapper & fixed jinja..."},"evidence_pages":[{"url":"https://github.com/NousResearch/atropos/releases/tag/v0.4.0","final_url":"https://github.com/NousResearch/atropos/releases/tag/v0.4.0","title":"NousResearch/atropos v0.4.0","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:03.184958+00:00","bytes":18171,"raw_path":"00955bc5a27dec975111ccfc0ca1372ba1f4c25634c725a263f267ab2f431baa.json","content_hash":"3dba01b6439c8054bb650594a1fbf506bace63f164b02eb6335ed5b5e7627ffb","excerpt_chars":1200,"truncated":true,"excerpt":"v0.4.0 Repository: NousResearch/atropos Tag: v0.4.0 Published: 2026-03-10T04:20:36Z Prerelease: no Release notes: Highlights New example trainer Weights are shared between vLLM and the trainer, no comms needed to sync weights, and memory saved by using only one copy of the weights! On Policy/Self Distillation Support Now support logprobs from a teacher/prompted endpoint, fully supporting on policy distillation/self distillation! OpenAI Endpoint for managed server Launch an openai endpoint and collect rollouts from any program that takes in an openai endpoint! 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