{"schema_version":"onlylabs.public_signal.v1","title":"Nous Research Model: NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","description":"Nous Research model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/c139d537-4675-4ac0-9858-b58197dcd539","json_url":"https://onlylabs.fyi/signals/c139d537-4675-4ac0-9858-b58197dcd539/signal.json","generated_at":"2026-06-11T02:50:44.650826+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/c139d537-4675-4ac0-9858-b58197dcd539","signal_json":"https://onlylabs.fyi/signals/c139d537-4675-4ac0-9858-b58197dcd539/signal.json","source":"https://huggingface.co/NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","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/DeepHermes-Egregore-v2-RLAIF-8b-Atropos. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license llama3 · 26 HF downloads · Very low traction, minor model release.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","source_host":"huggingface.co","occurred_at":"2025-04-02T05:04:49+00:00","first_seen_at":"2026-06-06T01:49:34.68462+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Nous Research","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"reinforcement-learning","source":"model"},{"label":"License","value":"llama3","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"8B","source":"model"},{"label":"Downloads","value":"26","source":"traction"},{"label":"Likes","value":"7","source":"traction"},{"label":"Notability","value":"Very low traction, minor model release.","source":"signal"},{"label":"Watch term","value":"RL environments","source":"evidence"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Agents and tool use","source":"evidence"}],"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://huggingface.co/NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:44.650826+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/c139d537-4675-4ac0-9858-b58197dcd539/signal.json","dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml?category=neolab","category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","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 shipped in this model artifact, and what evidence describes its capability, license, or traction?","What actually shipped, and through which public artifact?","Which releases include inspectable model, repo, paper, or package evidence?","Do the 6 related model signals show a repeated pattern?"],"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.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/c139d537-4675-4ac0-9858-b58197dcd539/signal.json","required":true},{"label":"source","url":"https://huggingface.co/NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","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 model signal \"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos\" for neolab strategy."},"semantic_triples":[{"subject":"Nous Research","predicate":"published model","object":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","text":"Nous Research published model NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"is classified as","object":"model signal","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos is classified as model signal."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"belongs to","object":"releases desk","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos belongs to releases desk."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has evidence coverage 1 captured evidence page."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has captured page count","object":"1","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has captured page count 1."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has readable page count","object":"1","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has readable page count 1."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has related signal count","object":"6","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has related signal count 6."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","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/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has source host","object":"huggingface.co","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has source host huggingface.co."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has lab","object":"Nous Research","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has lab Nous Research."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has signal desk","object":"releases","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has signal desk releases."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has source host","object":"huggingface.co","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has source host huggingface.co."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has task","object":"reinforcement-learning","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has task reinforcement-learning."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has license","object":"llama3","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has license llama3."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has library","object":"transformers","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has library transformers."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has params","object":"8B","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has params 8B."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has downloads","object":"26","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has downloads 26."}]},"intelligence":{"signal_desk":"releases","answer":"Nous Research published NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license llama3 · 26 HF downloads · Very low traction, minor model release.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Nous Research","predicate":"published model","object":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","text":"Nous Research published model NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"is classified as","object":"model signal","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos is classified as model signal."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"belongs to","object":"releases desk","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos belongs to releases desk."},{"subject":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos has evidence coverage 1 captured evidence page."}]},"signal":{"id":"c139d537-4675-4ac0-9858-b58197dcd539","url":"https://onlylabs.fyi/signals/c139d537-4675-4ac0-9858-b58197dcd539","json_url":"https://onlylabs.fyi/signals/c139d537-4675-4ac0-9858-b58197dcd539/signal.json","source_url":"https://huggingface.co/NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","title":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos","summary":"Nous Research published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2025-04-02T05:04:49+00:00","first_seen_at":"2026-06-06T01:49:34.68462+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://huggingface.co/NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos/raw/main/README.md"]},"facets":{"pipeline_tag":"reinforcement-learning","license":"llama3"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":26,"hf_likes":7},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos/raw/main/README.md","final_url":"https://huggingface.co/NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos/raw/main/README.md","title":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:44.650826+00:00","bytes":4251,"raw_path":"a96e963d8f45c8e4a18becfa06e271ed1cdf3a1f16b82927338de0c01747d5e8.md","content_hash":"c126d5cd4382da671e37f484a27d0a20155bbadfc6a9df59e60bb818ef05ee2c","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en license: llama3 tags: - Llama-3 - RL - Atropos - Tool Calling - Nous Research - instruct - finetune - reasoning - function calling - transformers - reinforcement-learning - json mode - chatml base_model: meta-llama/Meta-Llama-3.1-8B library_name: transformers --- The following Model Card is self-generated by this model DeepHermes Feedback Testing Egregore - Atropos RL Model Overview The **DeepHermes Feedback Testing Egregore - Atropos RL** model is an experimental artifact fine-tuned by Nous Research using our innovative open-source reinforcement learning framework—Atropos. **Note**: This model is intended as an experimental artifact and is not designed for broad, general-purpose use. Atropos Open Source Framework Atropos is Nous Research’s open-source Reinforcement Learning environment stack, designed to enhance various aspects of LLM functionalities through structured RL methodologies. We encourage contributions and exploration: 🔗 [Atropos GitHub Repository](https://github.com/NousResearch/Atropos) Experimental model from the Atropos RL framework. All numbers and claims below may be completely false. --- **DeepHermes 3 Model Card** *Your Brain’s Ultimate..."},"evidence_pages":[{"url":"https://huggingface.co/NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos/raw/main/README.md","final_url":"https://huggingface.co/NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos/raw/main/README.md","title":"NousResearch/DeepHermes-Egregore-v2-RLAIF-8b-Atropos model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:44.650826+00:00","bytes":4251,"raw_path":"a96e963d8f45c8e4a18becfa06e271ed1cdf3a1f16b82927338de0c01747d5e8.md","content_hash":"c126d5cd4382da671e37f484a27d0a20155bbadfc6a9df59e60bb818ef05ee2c","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en license: llama3 tags: - Llama-3 - RL - Atropos - Tool Calling - Nous Research - instruct - finetune - reasoning - function calling - transformers - reinforcement-learning - json mode - chatml base_model: meta-llama/Meta-Llama-3.1-8B library_name: transformers --- The following Model Card is self-generated by this model DeepHermes Feedback Testing Egregore - Atropos RL Model Overview The **DeepHermes Feedback Testing Egregore - Atropos RL** model is an experimental artifact fine-tuned by Nous Research using our innovative open-source reinforcement learning framework—Atropos. **Note**: This model is intended as an experimental artifact and is not designed for broad, general-purpose use. Atropos Open Source Framework Atropos is Nous Research’s open-source Reinforcement Learning environment stack, designed to enhance various aspects of LLM functionalities through structured RL methodologies. We encourage contributions and exploration: 🔗 [Atropos GitHub Repository](https://github.com/NousResearch/Atropos) Experimental model from the Atropos RL framework. All numbers and claims below may be completely false. --- **DeepHermes 3 Model Card** *Your Brain’s Ultimate..."}],"related_signals":[{"id":"248fb787-293d-48cd-a62a-cb7087c8c95b","url":"https://onlylabs.fyi/signals/248fb787-293d-48cd-a62a-cb7087c8c95b","source_url":"https://huggingface.co/NousResearch/moe-10b-a1b-8k-wsd-lr3e4-1t","title":"NousResearch/moe-10b-a1b-8k-wsd-lr3e4-1t","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-03-06T21:15:44+00:00","first_seen_at":"2026-06-06T01:49:34.68462+00:00","date_source":"source"},{"id":"ec747bba-2966-4fc4-83f7-f0e193f71d4f","url":"https://onlylabs.fyi/signals/ec747bba-2966-4fc4-83f7-f0e193f71d4f","source_url":"https://huggingface.co/NousResearch/Kimi-K2-Thinking-Alternate-Tokenizer","title":"NousResearch/Kimi-K2-Thinking-Alternate-Tokenizer","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2026-01-15T20:00:44+00:00","first_seen_at":"2026-06-06T01:49:34.68462+00:00","date_source":"source"},{"id":"b211e465-3c5d-4816-96bf-7047473270bf","url":"https://onlylabs.fyi/signals/b211e465-3c5d-4816-96bf-7047473270bf","source_url":"https://huggingface.co/NousResearch/NousCoder-14B","title":"NousResearch/NousCoder-14B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2025-12-23T07:44:59+00:00","first_seen_at":"2026-06-06T01:49:34.68462+00:00","date_source":"source"},{"id":"bd79802c-c731-43a8-980f-870c11e77e99","url":"https://onlylabs.fyi/signals/bd79802c-c731-43a8-980f-870c11e77e99","source_url":"https://huggingface.co/NousResearch/nomos-1","title":"NousResearch/nomos-1","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2025-12-07T04:00:59+00:00","first_seen_at":"2026-06-06T01:49:34.68462+00:00","date_source":"source"},{"id":"fb53e2a4-9276-4485-bac6-11faf29ed343","url":"https://onlylabs.fyi/signals/fb53e2a4-9276-4485-bac6-11faf29ed343","source_url":"https://huggingface.co/NousResearch/Hermes-4.3-36B","title":"NousResearch/Hermes-4.3-36B","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2025-11-17T19:48:42+00:00","first_seen_at":"2026-06-06T01:49:34.68462+00:00","date_source":"source"},{"id":"1c7c5a77-0bc8-40f3-8f9e-6f87824be376","url":"https://onlylabs.fyi/signals/1c7c5a77-0bc8-40f3-8f9e-6f87824be376","source_url":"https://huggingface.co/NousResearch/Hermes-4.3-36B-centralized","title":"NousResearch/Hermes-4.3-36B-centralized","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"nous","name":"Nous Research","category":"neolab"},"occurred_at":"2025-10-28T03:15:26+00:00","first_seen_at":"2026-06-06T01:49:34.68462+00:00","date_source":"source"}]}