{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Model: arcee-ai/AFM-4.5B-ov","description":"Arcee AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/eb801ada-02cc-44f6-a8e2-69a0a23cb22c","json_url":"https://onlylabs.fyi/signals/eb801ada-02cc-44f6-a8e2-69a0a23cb22c/signal.json","generated_at":"2026-06-11T02:50:35.961068+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/eb801ada-02cc-44f6-a8e2-69a0a23cb22c","signal_json":"https://onlylabs.fyi/signals/eb801ada-02cc-44f6-a8e2-69a0a23cb22c/signal.json","source":"https://huggingface.co/arcee-ai/AFM-4.5B-ov","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/AFM-4.5B-ov. 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High-signal details: license apache-2.0 · 0 HF downloads · New specialized 4.5B 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/AFM-4.5B-ov","source_host":"huggingface.co","occurred_at":"2025-09-05T09:00:52+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":"Downloads","value":"0","source":"traction"},{"label":"Likes","value":"8","source":"traction"},{"label":"Notability","value":"New specialized 4.5B 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":"Data pipeline","source":"evidence"},{"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/AFM-4.5B-ov/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:35.961068+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/eb801ada-02cc-44f6-a8e2-69a0a23cb22c/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; 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This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 0 HF downloads · New specialized 4.5B 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/AFM-4.5B-ov","text":"Arcee AI published model arcee-ai/AFM-4.5B-ov."},{"subject":"arcee-ai/AFM-4.5B-ov","predicate":"is classified as","object":"model signal","text":"arcee-ai/AFM-4.5B-ov is classified as model signal."},{"subject":"arcee-ai/AFM-4.5B-ov","predicate":"belongs to","object":"releases desk","text":"arcee-ai/AFM-4.5B-ov belongs to releases desk."},{"subject":"arcee-ai/AFM-4.5B-ov","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/AFM-4.5B-ov has evidence coverage 1 captured evidence page."}]},"signal":{"id":"eb801ada-02cc-44f6-a8e2-69a0a23cb22c","url":"https://onlylabs.fyi/signals/eb801ada-02cc-44f6-a8e2-69a0a23cb22c","json_url":"https://onlylabs.fyi/signals/eb801ada-02cc-44f6-a8e2-69a0a23cb22c/signal.json","source_url":"https://huggingface.co/arcee-ai/AFM-4.5B-ov","title":"arcee-ai/AFM-4.5B-ov","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":"2025-09-05T09:00:52+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/AFM-4.5B-ov/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":0,"hf_likes":8},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/arcee-ai/AFM-4.5B-ov/raw/main/README.md","final_url":"https://huggingface.co/arcee-ai/AFM-4.5B-ov/raw/main/README.md","title":"arcee-ai/AFM-4.5B-ov model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:35.961068+00:00","bytes":4741,"raw_path":"d550d8d36f6990ae5355eecdb0f08fc94ffbdee840981c913b58c0604f9fb895.md","content_hash":"7ca65abbf9d8afc6b76d57fe113112ffd83169ab383f477095b0a5746237566f","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 language: - en - es - fr - de - it - pt - ru - ar - hi - ko - zh library_name: transformers extra_gated_prompt: Company name is optional, please put NA if you would prefer not to share it. base_model: - arcee-ai/AFM-4.5B pipeline_tag: text-generation tags: - nlp - openvino --- <div align=\"center\"> <picture> <img src=\"https://cdn-uploads.huggingface.co/production/uploads/6435718aaaef013d1aec3b8b/Lj9YVLIKKdImV_jID0A1g.png\" width=\"25%\" alt=\"Arcee AFM 4.5B\"> </picture> </div> AFM-4.5B-ov This model repository contains 16-bit, 8-bit, and 4-bit versions of [AFM-4.5B](https://huggingface.co/arcee-ai/AFM-4.5B) optimized with the Intel OpenVINO toolkit. The original model was converted with [Intel OpenVINO 2025.03](https://github.com/openvinotoolkit/openvino/releases/tag/2025.3.0) and [Hugging Face Optimum Intel](https://github.com/huggingface/optimum-intel). ``` pip install optimum[openvino] optimum-cli export openvino --model arcee-ai/AFM-4.5B --weight-format fp16 ov_afm_4_5_fp16 optimum-cli export openvino --model arcee-ai/AFM-4.5B --weight-format int8 ov_afm_4_5_int8 optimum-cli export openvino --model arcee-ai/AFM-4.5B --weight-format int4 ov_afm_4_5_int4 ```..."},"evidence_pages":[{"url":"https://huggingface.co/arcee-ai/AFM-4.5B-ov/raw/main/README.md","final_url":"https://huggingface.co/arcee-ai/AFM-4.5B-ov/raw/main/README.md","title":"arcee-ai/AFM-4.5B-ov model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:35.961068+00:00","bytes":4741,"raw_path":"d550d8d36f6990ae5355eecdb0f08fc94ffbdee840981c913b58c0604f9fb895.md","content_hash":"7ca65abbf9d8afc6b76d57fe113112ffd83169ab383f477095b0a5746237566f","excerpt_chars":1200,"truncated":true,"excerpt":"--- license: apache-2.0 language: - en - es - fr - de - it - pt - ru - ar - hi - ko - zh library_name: transformers extra_gated_prompt: Company name is optional, please put NA if you would prefer not to share it. base_model: - arcee-ai/AFM-4.5B pipeline_tag: text-generation tags: - nlp - openvino --- <div align=\"center\"> <picture> <img src=\"https://cdn-uploads.huggingface.co/production/uploads/6435718aaaef013d1aec3b8b/Lj9YVLIKKdImV_jID0A1g.png\" width=\"25%\" alt=\"Arcee AFM 4.5B\"> </picture> </div> AFM-4.5B-ov This model repository contains 16-bit, 8-bit, and 4-bit versions of [AFM-4.5B](https://huggingface.co/arcee-ai/AFM-4.5B) optimized with the Intel OpenVINO toolkit. The original model was converted with [Intel OpenVINO 2025.03](https://github.com/openvinotoolkit/openvino/releases/tag/2025.3.0) and [Hugging Face Optimum Intel](https://github.com/huggingface/optimum-intel). ``` pip install optimum[openvino] optimum-cli export openvino --model arcee-ai/AFM-4.5B --weight-format fp16 ov_afm_4_5_fp16 optimum-cli export openvino --model arcee-ai/AFM-4.5B --weight-format int8 ov_afm_4_5_int8 optimum-cli export openvino --model arcee-ai/AFM-4.5B --weight-format int4 ov_afm_4_5_int4 ```..."}],"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"}]}