{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Model: arcee-ai/Homunculus","description":"Arcee AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/41f75527-4bba-4abe-85bb-afeaf74bf2bd","json_url":"https://onlylabs.fyi/signals/41f75527-4bba-4abe-85bb-afeaf74bf2bd/signal.json","generated_at":"2026-06-11T02:50:42.155557+00:00","org":{"slug":"arcee","name":"Arcee AI","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/arcee","dossier_json_url":"https://onlylabs.fyi/labs/arcee/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/41f75527-4bba-4abe-85bb-afeaf74bf2bd","signal_json":"https://onlylabs.fyi/signals/41f75527-4bba-4abe-85bb-afeaf74bf2bd/signal.json","source":"https://huggingface.co/arcee-ai/Homunculus","lab_dossier":"https://onlylabs.fyi/labs/arcee","lab_dossier_json":"https://onlylabs.fyi/labs/arcee/dossier.json","analysis":"https://onlylabs.fyi/analysis/arcee","analysis_json":"https://onlylabs.fyi/analysis/arcee/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/arcee/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":"Arcee AI published arcee-ai/Homunculus. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 15 HF downloads · Low traction 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/arcee-ai/Homunculus","source_host":"huggingface.co","occurred_at":"2025-06-02T18:46:57+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Arcee AI","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source host","value":"huggingface.co","source":"source"},{"label":"Task","value":"text-generation","source":"model"},{"label":"License","value":"apache-2.0","source":"model"},{"label":"Library","value":"transformers","source":"model"},{"label":"Params","value":"12.5B","source":"model"},{"label":"Downloads","value":"15","source":"traction"},{"label":"Likes","value":"99","source":"traction"},{"label":"Notability","value":"Low traction model release.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Infrastructure","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/arcee-ai/Homunculus/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:42.155557+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/41f75527-4bba-4abe-85bb-afeaf74bf2bd/signal.json","dossier_json":"https://onlylabs.fyi/labs/arcee/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/arcee/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/arcee/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/41f75527-4bba-4abe-85bb-afeaf74bf2bd/signal.json","required":true},{"label":"source","url":"https://huggingface.co/arcee-ai/Homunculus","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/arcee/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/arcee/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 Arcee AI's model signal \"arcee-ai/Homunculus\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"published model","object":"arcee-ai/Homunculus","text":"Arcee AI published model arcee-ai/Homunculus."},{"subject":"arcee-ai/Homunculus","predicate":"is classified as","object":"model signal","text":"arcee-ai/Homunculus is classified as model signal."},{"subject":"arcee-ai/Homunculus","predicate":"belongs to","object":"releases desk","text":"arcee-ai/Homunculus belongs to releases desk."},{"subject":"arcee-ai/Homunculus","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/Homunculus has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/Homunculus","predicate":"has captured page count","object":"1","text":"arcee-ai/Homunculus has captured page count 1."},{"subject":"arcee-ai/Homunculus","predicate":"has readable page count","object":"1","text":"arcee-ai/Homunculus has readable page count 1."},{"subject":"arcee-ai/Homunculus","predicate":"has related signal count","object":"6","text":"arcee-ai/Homunculus has related signal count 6."},{"subject":"arcee-ai/Homunculus","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":"arcee-ai/Homunculus has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"arcee-ai/Homunculus","predicate":"has source host","object":"huggingface.co","text":"arcee-ai/Homunculus has source host huggingface.co."},{"subject":"arcee-ai/Homunculus","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/Homunculus has lab Arcee AI."},{"subject":"arcee-ai/Homunculus","predicate":"has signal desk","object":"releases","text":"arcee-ai/Homunculus has signal desk releases."},{"subject":"arcee-ai/Homunculus","predicate":"has source host","object":"huggingface.co","text":"arcee-ai/Homunculus has source host huggingface.co."},{"subject":"arcee-ai/Homunculus","predicate":"has task","object":"text-generation","text":"arcee-ai/Homunculus has task text-generation."},{"subject":"arcee-ai/Homunculus","predicate":"has license","object":"apache-2.0","text":"arcee-ai/Homunculus has license apache-2.0."},{"subject":"arcee-ai/Homunculus","predicate":"has library","object":"transformers","text":"arcee-ai/Homunculus has library transformers."},{"subject":"arcee-ai/Homunculus","predicate":"has params","object":"12.5B","text":"arcee-ai/Homunculus has params 12.5B."},{"subject":"arcee-ai/Homunculus","predicate":"has downloads","object":"15","text":"arcee-ai/Homunculus has downloads 15."}]},"intelligence":{"signal_desk":"releases","answer":"Arcee AI published arcee-ai/Homunculus. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 15 HF downloads · Low traction model release.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Arcee AI","predicate":"published model","object":"arcee-ai/Homunculus","text":"Arcee AI published model arcee-ai/Homunculus."},{"subject":"arcee-ai/Homunculus","predicate":"is classified as","object":"model signal","text":"arcee-ai/Homunculus is classified as model signal."},{"subject":"arcee-ai/Homunculus","predicate":"belongs to","object":"releases desk","text":"arcee-ai/Homunculus belongs to releases desk."},{"subject":"arcee-ai/Homunculus","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/Homunculus has evidence coverage 1 captured evidence page."}]},"signal":{"id":"41f75527-4bba-4abe-85bb-afeaf74bf2bd","url":"https://onlylabs.fyi/signals/41f75527-4bba-4abe-85bb-afeaf74bf2bd","json_url":"https://onlylabs.fyi/signals/41f75527-4bba-4abe-85bb-afeaf74bf2bd/signal.json","source_url":"https://huggingface.co/arcee-ai/Homunculus","title":"arcee-ai/Homunculus","summary":"Arcee AI published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-06-02T18:46:57+00:00","first_seen_at":"2026-06-06T01:50:05.756622+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/arcee-ai/Homunculus/raw/main/README.md"]},"facets":{"pipeline_tag":"text-generation","license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":15,"hf_likes":99},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/arcee-ai/Homunculus/raw/main/README.md","final_url":"https://huggingface.co/arcee-ai/Homunculus/raw/main/README.md","title":"arcee-ai/Homunculus model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:42.155557+00:00","bytes":3480,"raw_path":"2ed6323b97f9bf3d77d8a270873f8e2e21b56415b165efa8c61c2978daad6bf4.md","content_hash":"0cf78d86f63314f6649c981e3c792806be804057f826998e27801030df66da0d","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en license: apache-2.0 library_name: transformers base_model: - mistralai/Mistral-Nemo-Base-2407 # lightweight student - Qwen/Qwen3-235B-A22B # thinking + non-thinking teacher tags: - distillation - /think - /nothink - reasoning-transfer - arcee-ai --- ![Homunculus Logo](https://huggingface.co/arcee-ai/Homunculus/resolve/main/logo.jpg) Arcee **Homunculus-12B** **Homunculus** is a 12 billion-parameter instruction model distilled from **Qwen3-235B** onto the **Mistral-Nemo** backbone. It was purpose-built to preserve Qwen’s two-mode interaction style—`/think` (deliberate chain-of-thought) and `/nothink` (concise answers)—while running on a single consumer GPU. --- ✨ What’s special? | Feature | Detail | | --------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------- | | **Reasoning-trace transfer** | Instead of copying just final probabilities, we align *full* logit trajectories, yielding more faithful reasoning. | | **Total-Variation-Distance loss** | To better match the teacher’s confidence distribution and smooth the loss landscape. | |..."},"evidence_pages":[{"url":"https://huggingface.co/arcee-ai/Homunculus/raw/main/README.md","final_url":"https://huggingface.co/arcee-ai/Homunculus/raw/main/README.md","title":"arcee-ai/Homunculus model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:42.155557+00:00","bytes":3480,"raw_path":"2ed6323b97f9bf3d77d8a270873f8e2e21b56415b165efa8c61c2978daad6bf4.md","content_hash":"0cf78d86f63314f6649c981e3c792806be804057f826998e27801030df66da0d","excerpt_chars":1200,"truncated":true,"excerpt":"--- language: - en license: apache-2.0 library_name: transformers base_model: - mistralai/Mistral-Nemo-Base-2407 # lightweight student - Qwen/Qwen3-235B-A22B # thinking + non-thinking teacher tags: - distillation - /think - /nothink - reasoning-transfer - arcee-ai --- ![Homunculus Logo](https://huggingface.co/arcee-ai/Homunculus/resolve/main/logo.jpg) Arcee **Homunculus-12B** **Homunculus** is a 12 billion-parameter instruction model distilled from **Qwen3-235B** onto the **Mistral-Nemo** backbone. It was purpose-built to preserve Qwen’s two-mode interaction style—`/think` (deliberate chain-of-thought) and `/nothink` (concise answers)—while running on a single consumer GPU. --- ✨ What’s special? | Feature | Detail | | --------------------------------- | ---------------------------------------------------------------------------------------------------------------------------------------------------- | | **Reasoning-trace transfer** | Instead of copying just final probabilities, we align *full* logit trajectories, yielding more faithful reasoning. | | **Total-Variation-Distance loss** | To better match the teacher’s confidence distribution and smooth the loss landscape. | |..."}],"related_signals":[{"id":"429af5af-ee30-4a25-874a-139c404e5dec","url":"https://onlylabs.fyi/signals/429af5af-ee30-4a25-874a-139c404e5dec","source_url":"https://huggingface.co/arcee-ai/Trinity-Large-Thinking","title":"arcee-ai/Trinity-Large-Thinking","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-04-01T03:35:06+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"},{"id":"b357f482-7717-4ab4-ae03-f146b4efef08","url":"https://onlylabs.fyi/signals/b357f482-7717-4ab4-ae03-f146b4efef08","source_url":"https://huggingface.co/arcee-ai/Trinity-Large-Preview","title":"arcee-ai/Trinity-Large-Preview","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-01-27T14:52:00+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"},{"id":"d077f164-5763-41f9-925d-f7baa485ef29","url":"https://onlylabs.fyi/signals/d077f164-5763-41f9-925d-f7baa485ef29","source_url":"https://huggingface.co/arcee-ai/Trinity-Large-Base","title":"arcee-ai/Trinity-Large-Base","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-01-27T11:31:37+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"},{"id":"a4e0c878-5f8b-40c6-9f98-4ee804203235","url":"https://onlylabs.fyi/signals/a4e0c878-5f8b-40c6-9f98-4ee804203235","source_url":"https://huggingface.co/arcee-ai/Trinity-Large-TrueBase","title":"arcee-ai/Trinity-Large-TrueBase","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2026-01-27T10:15:24+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"},{"id":"b8d9abb6-e894-46ef-9a30-93ce6bcf43fc","url":"https://onlylabs.fyi/signals/b8d9abb6-e894-46ef-9a30-93ce6bcf43fc","source_url":"https://huggingface.co/arcee-ai/AFM-4.5B-Base-KDA-NoPE","title":"arcee-ai/AFM-4.5B-Base-KDA-NoPE","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-12-14T21:35:17+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"},{"id":"854622d8-0334-40e4-8706-9c1a05e69792","url":"https://onlylabs.fyi/signals/854622d8-0334-40e4-8706-9c1a05e69792","source_url":"https://huggingface.co/arcee-ai/AFM-4.5B-Base-KDA-Only","title":"arcee-ai/AFM-4.5B-Base-KDA-Only","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"arcee","name":"Arcee AI","category":"neolab"},"occurred_at":"2025-12-14T21:35:04+00:00","first_seen_at":"2026-06-06T01:50:05.756622+00:00","date_source":"source"}]}