{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Model: arcee-ai/Caller","description":"Arcee AI model signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/32d71ab5-5d2d-40ed-9857-e37fa73ffae0","json_url":"https://onlylabs.fyi/signals/32d71ab5-5d2d-40ed-9857-e37fa73ffae0/signal.json","generated_at":"2026-06-11T02:50:41.642848+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/32d71ab5-5d2d-40ed-9857-e37fa73ffae0","signal_json":"https://onlylabs.fyi/signals/32d71ab5-5d2d-40ed-9857-e37fa73ffae0/signal.json","source":"https://huggingface.co/arcee-ai/Caller","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/Caller. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 4 HF downloads · Very 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/Caller","source_host":"huggingface.co","occurred_at":"2025-06-09T20:41:09+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":"License","value":"apache-2.0","source":"model"},{"label":"Params","value":"32.8B","source":"model"},{"label":"Downloads","value":"4","source":"traction"},{"label":"Likes","value":"12","source":"traction"},{"label":"Notability","value":"Very low traction model release.","source":"signal"},{"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/arcee-ai/Caller/raw/main/README.md"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T02:50:41.642848+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/32d71ab5-5d2d-40ed-9857-e37fa73ffae0/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/32d71ab5-5d2d-40ed-9857-e37fa73ffae0/signal.json","required":true},{"label":"source","url":"https://huggingface.co/arcee-ai/Caller","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/Caller\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"published model","object":"arcee-ai/Caller","text":"Arcee AI published model arcee-ai/Caller."},{"subject":"arcee-ai/Caller","predicate":"is classified as","object":"model signal","text":"arcee-ai/Caller is classified as model signal."},{"subject":"arcee-ai/Caller","predicate":"belongs to","object":"releases desk","text":"arcee-ai/Caller belongs to releases desk."},{"subject":"arcee-ai/Caller","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/Caller has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/Caller","predicate":"has captured page count","object":"1","text":"arcee-ai/Caller has captured page count 1."},{"subject":"arcee-ai/Caller","predicate":"has readable page count","object":"1","text":"arcee-ai/Caller has readable page count 1."},{"subject":"arcee-ai/Caller","predicate":"has related signal count","object":"6","text":"arcee-ai/Caller has related signal count 6."},{"subject":"arcee-ai/Caller","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/Caller 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/Caller","predicate":"has source host","object":"huggingface.co","text":"arcee-ai/Caller has source host huggingface.co."},{"subject":"arcee-ai/Caller","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/Caller has lab Arcee AI."},{"subject":"arcee-ai/Caller","predicate":"has signal desk","object":"releases","text":"arcee-ai/Caller has signal desk releases."},{"subject":"arcee-ai/Caller","predicate":"has source host","object":"huggingface.co","text":"arcee-ai/Caller has source host huggingface.co."},{"subject":"arcee-ai/Caller","predicate":"has license","object":"apache-2.0","text":"arcee-ai/Caller has license apache-2.0."},{"subject":"arcee-ai/Caller","predicate":"has params","object":"32.8B","text":"arcee-ai/Caller has params 32.8B."},{"subject":"arcee-ai/Caller","predicate":"has downloads","object":"4","text":"arcee-ai/Caller has downloads 4."},{"subject":"arcee-ai/Caller","predicate":"has likes","object":"12","text":"arcee-ai/Caller has likes 12."},{"subject":"arcee-ai/Caller","predicate":"has notability","object":"Very low traction model release.","text":"arcee-ai/Caller has notability Very low traction model release.."}]},"intelligence":{"signal_desk":"releases","answer":"Arcee AI published arcee-ai/Caller. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 4 HF downloads · Very 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/Caller","text":"Arcee AI published model arcee-ai/Caller."},{"subject":"arcee-ai/Caller","predicate":"is classified as","object":"model signal","text":"arcee-ai/Caller is classified as model signal."},{"subject":"arcee-ai/Caller","predicate":"belongs to","object":"releases desk","text":"arcee-ai/Caller belongs to releases desk."},{"subject":"arcee-ai/Caller","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/Caller has evidence coverage 1 captured evidence page."}]},"signal":{"id":"32d71ab5-5d2d-40ed-9857-e37fa73ffae0","url":"https://onlylabs.fyi/signals/32d71ab5-5d2d-40ed-9857-e37fa73ffae0","json_url":"https://onlylabs.fyi/signals/32d71ab5-5d2d-40ed-9857-e37fa73ffae0/signal.json","source_url":"https://huggingface.co/arcee-ai/Caller","title":"arcee-ai/Caller","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":"2025-06-09T20:41:09+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/Caller/raw/main/README.md"]},"facets":{"license":"apache-2.0"},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":4,"hf_likes":12},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/arcee-ai/Caller/raw/main/README.md","final_url":"https://huggingface.co/arcee-ai/Caller/raw/main/README.md","title":"arcee-ai/Caller model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:41.642848+00:00","bytes":1585,"raw_path":"aaa6671071b45c993a0bc8b98d901afbb63b3222eb5ba6e8b0f96cdcaeef9d1b.md","content_hash":"07b5f0ead61aa0425269ff429c4010382504a96204dd4076e2c0747a2193ad37","excerpt_chars":1200,"truncated":true,"excerpt":"--- Library_name: transformers license: apache-2.0 base_model: - Qwen/Qwen2.5-32B --- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6435718aaaef013d1aec3b8b/EpQKJIDg5-LmdHwH6ukVZ.png) **Caller (32B)** is a robust model engineered for seamless integrations and optimized for managing complex tool-based interactions and API function calls. Its strength lies in precise execution, intelligent orchestration, and effective communication between systems, making it indispensable for sophisticated automation pipelines. Model Details - Architecture Base: Qwen2.5-32B - Parameter Count: 32B - License: [Apache-2.0](https://huggingface.co/arcee-ai/Caller#license) Use Cases: - Managing integrations between CRMs, ERPs, and other enterprise systems - Running multi-step workflows with intelligent condition handling - Orchestrating external tool interactions like calendar scheduling, email parsing, or data extraction - Real-time monitoring and diagnostics in IoT or SaaS environments Quantizations GGUF format available [here](https://huggingface.co/arcee-ai/Caller-GGUF) License **Caller (32B)** is released under the [Apache-2.0..."},"evidence_pages":[{"url":"https://huggingface.co/arcee-ai/Caller/raw/main/README.md","final_url":"https://huggingface.co/arcee-ai/Caller/raw/main/README.md","title":"arcee-ai/Caller model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:50:41.642848+00:00","bytes":1585,"raw_path":"aaa6671071b45c993a0bc8b98d901afbb63b3222eb5ba6e8b0f96cdcaeef9d1b.md","content_hash":"07b5f0ead61aa0425269ff429c4010382504a96204dd4076e2c0747a2193ad37","excerpt_chars":1200,"truncated":true,"excerpt":"--- Library_name: transformers license: apache-2.0 base_model: - Qwen/Qwen2.5-32B --- ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6435718aaaef013d1aec3b8b/EpQKJIDg5-LmdHwH6ukVZ.png) **Caller (32B)** is a robust model engineered for seamless integrations and optimized for managing complex tool-based interactions and API function calls. Its strength lies in precise execution, intelligent orchestration, and effective communication between systems, making it indispensable for sophisticated automation pipelines. Model Details - Architecture Base: Qwen2.5-32B - Parameter Count: 32B - License: [Apache-2.0](https://huggingface.co/arcee-ai/Caller#license) Use Cases: - Managing integrations between CRMs, ERPs, and other enterprise systems - Running multi-step workflows with intelligent condition handling - Orchestrating external tool interactions like calendar scheduling, email parsing, or data extraction - Real-time monitoring and diagnostics in IoT or SaaS environments Quantizations GGUF format available [here](https://huggingface.co/arcee-ai/Caller-GGUF) License **Caller (32B)** is released under the [Apache-2.0..."}],"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"}]}