{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Model: amazon/BMOJOF-primed-HQwen3-8B-Instruct","description":"Amazon (Nova) model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/79c45959-e0b1-4d92-a653-a66361fb1537","json_url":"https://onlylabs.fyi/signals/79c45959-e0b1-4d92-a653-a66361fb1537/signal.json","generated_at":"2026-06-11T02:41:02.787996+00:00","org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/amazon","dossier_json_url":"https://onlylabs.fyi/labs/amazon/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/79c45959-e0b1-4d92-a653-a66361fb1537","signal_json":"https://onlylabs.fyi/signals/79c45959-e0b1-4d92-a653-a66361fb1537/signal.json","source":"https://huggingface.co/amazon/BMOJOF-primed-HQwen3-8B-Instruct","lab_dossier":"https://onlylabs.fyi/labs/amazon","lab_dossier_json":"https://onlylabs.fyi/labs/amazon/dossier.json","analysis":"https://onlylabs.fyi/analysis/amazon","analysis_json":"https://onlylabs.fyi/analysis/amazon/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/amazon/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":"https://onlylabs.fyi/topics/releases","topic_signals_json":"https://onlylabs.fyi/topics/releases/signals.json","topic_feed":"https://onlylabs.fyi/topics/releases/feed.xml","data_business":null},"answer_pack":{"answer":"Amazon (Nova) published amazon/BMOJOF-primed-HQwen3-8B-Instruct. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 69 HF downloads · Routine fine-tune release with low traction.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","signal_desk":"releases","source_context":{"source_url":"https://huggingface.co/amazon/BMOJOF-primed-HQwen3-8B-Instruct","source_host":"huggingface.co","occurred_at":"2026-03-31T17:48:17+00:00","first_seen_at":"2026-06-06T01:49:28.820608+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Amazon (Nova)","source":"signal"},{"label":"Signal desk","value":"releases","source":"signal"},{"label":"Source 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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","data_business_lane","evidence_url"],"data_business_relevance":"Release signals show the hard edge of lab execution and help connect data-business opportunities to concrete model, repo, and deployment changes.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/79c45959-e0b1-4d92-a653-a66361fb1537/signal.json","required":true},{"label":"source","url":"https://huggingface.co/amazon/BMOJOF-primed-HQwen3-8B-Instruct","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/amazon/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/amazon/evidence.json","required":true},{"label":"topic_signals_json","url":"https://onlylabs.fyi/topics/releases/signals.json","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 Amazon (Nova)'s model signal \"amazon/BMOJOF-primed-HQwen3-8B-Instruct\" for frontier lab strategy."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published model","object":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","text":"Amazon (Nova) published model amazon/BMOJOF-primed-HQwen3-8B-Instruct."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"is classified as","object":"model signal","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct is classified as model signal."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"belongs to","object":"releases desk","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct belongs to releases desk."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct has evidence coverage 1 captured evidence page."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"has 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host","object":"huggingface.co","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct has source host huggingface.co."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"has lab","object":"Amazon (Nova)","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct has lab Amazon (Nova)."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"has signal desk","object":"releases","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct has signal desk releases."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"has source host","object":"huggingface.co","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct has source host huggingface.co."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"has task","object":"text-generation","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct has task text-generation."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"has license","object":"apache-2.0","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct has license 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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 · 69 HF downloads · Routine fine-tune release with low traction.. onlylabs links this event to 1 captured evidence page and 6 related model signals.","semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published model","object":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","text":"Amazon (Nova) published model amazon/BMOJOF-primed-HQwen3-8B-Instruct."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"is classified as","object":"model signal","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct is classified as model signal."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"belongs to","object":"releases desk","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct belongs to releases desk."},{"subject":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon/BMOJOF-primed-HQwen3-8B-Instruct has evidence coverage 1 captured evidence page."}]},"signal":{"id":"79c45959-e0b1-4d92-a653-a66361fb1537","url":"https://onlylabs.fyi/signals/79c45959-e0b1-4d92-a653-a66361fb1537","json_url":"https://onlylabs.fyi/signals/79c45959-e0b1-4d92-a653-a66361fb1537/signal.json","source_url":"https://huggingface.co/amazon/BMOJOF-primed-HQwen3-8B-Instruct","title":"amazon/BMOJOF-primed-HQwen3-8B-Instruct","summary":"Amazon (Nova) published a model signal. onlylabs watches model cards, launch context, and traction.","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-03-31T17:48:17+00:00","first_seen_at":"2026-06-06T01:49:28.820608+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/amazon/BMOJOF-primed-HQwen3-8B-Instruct/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":69,"hf_likes":2},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/amazon/BMOJOF-primed-HQwen3-8B-Instruct/raw/main/README.md","final_url":"https://huggingface.co/amazon/BMOJOF-primed-HQwen3-8B-Instruct/raw/main/README.md","title":"amazon/BMOJOF-primed-HQwen3-8B-Instruct model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:41:02.787996+00:00","bytes":17632,"raw_path":"99ac8b821ab2eb62b7606599b0bce0ac39d710879e612488048fa01bc9d49aa4.md","content_hash":"dc9cfee35dad4b121f81170f0fae0c4f4deb4ad3620e72d631b932a4cfdbadc1","excerpt_chars":1200,"truncated":true,"excerpt":"--- library_name: transformers license: apache-2.0 pipeline_tag: text-generation tags: - hybrid - ssm - state-space-model - linear-attention - bmojo-f - gated-kalmanet - priming - long-context - instruction-tuned base_model: Qwen/Qwen3-8B paper: - https://arxiv.org/abs/2407.06324 --- BMOJOF-primed-HQwen3-8B-Instruct BMOJOF-primed-HQwen3-8B-Instruct is a Hybrid language model consisting of 50% Attention layers and 50% [B'MOJO-F](https://arxiv.org/abs/2407.06324) layers, primed from [Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) using the [Hybrid Model Factory](https://github.com/awslabs/hybrid-model-factory) Priming pipeline. The model is instruction-tuned and supports context lengths up to 128K tokens. The B'MOJO-F layer is a hybrid layer that couples sliding-window Attention (eidetic memory for precise local context) with a State-Space Model (fading memory for a compressed summary of the unbounded past) within a single layer, rather than alternating separate Attention and SSM layers across the model. This makes it unique among hybrid architectures because each B'MOJO-F layer simultaneously maintains both forms of memory, exact recall of recent tokens and an approximate,..."},"evidence_pages":[{"url":"https://huggingface.co/amazon/BMOJOF-primed-HQwen3-8B-Instruct/raw/main/README.md","final_url":"https://huggingface.co/amazon/BMOJOF-primed-HQwen3-8B-Instruct/raw/main/README.md","title":"amazon/BMOJOF-primed-HQwen3-8B-Instruct model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:41:02.787996+00:00","bytes":17632,"raw_path":"99ac8b821ab2eb62b7606599b0bce0ac39d710879e612488048fa01bc9d49aa4.md","content_hash":"dc9cfee35dad4b121f81170f0fae0c4f4deb4ad3620e72d631b932a4cfdbadc1","excerpt_chars":1200,"truncated":true,"excerpt":"--- library_name: transformers license: apache-2.0 pipeline_tag: text-generation tags: - hybrid - ssm - state-space-model - linear-attention - bmojo-f - gated-kalmanet - priming - long-context - instruction-tuned base_model: Qwen/Qwen3-8B paper: - https://arxiv.org/abs/2407.06324 --- BMOJOF-primed-HQwen3-8B-Instruct BMOJOF-primed-HQwen3-8B-Instruct is a Hybrid language model consisting of 50% Attention layers and 50% [B'MOJO-F](https://arxiv.org/abs/2407.06324) layers, primed from [Qwen3-8B](https://huggingface.co/Qwen/Qwen3-8B) using the [Hybrid Model Factory](https://github.com/awslabs/hybrid-model-factory) Priming pipeline. The model is instruction-tuned and supports context lengths up to 128K tokens. The B'MOJO-F layer is a hybrid layer that couples sliding-window Attention (eidetic memory for precise local context) with a State-Space Model (fading memory for a compressed summary of the unbounded past) within a single layer, rather than alternating separate Attention and SSM layers across the model. 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