{"schema_version":"onlylabs.public_signal.v1","title":"Amazon (Nova) Model: amazon/GKA-primed-HQwen3-8B-Reasoner","description":"Amazon (Nova) model signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/0bf4648a-945c-40b7-a1e5-7c4fcd204a97","json_url":"https://onlylabs.fyi/signals/0bf4648a-945c-40b7-a1e5-7c4fcd204a97/signal.json","generated_at":"2026-06-11T02:41:03.092962+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/0bf4648a-945c-40b7-a1e5-7c4fcd204a97","signal_json":"https://onlylabs.fyi/signals/0bf4648a-945c-40b7-a1e5-7c4fcd204a97/signal.json","source":"https://huggingface.co/amazon/GKA-primed-HQwen3-8B-Reasoner","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/GKA-primed-HQwen3-8B-Reasoner. This model signal is evidence of what shipped on model infrastructure and how the release is positioned. High-signal details: license apache-2.0 · 3.9K HF downloads · Amazon releases reasoning model, moderate 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/GKA-primed-HQwen3-8B-Reasoner","source_host":"huggingface.co","occurred_at":"2026-03-31T17:37:59+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/0bf4648a-945c-40b7-a1e5-7c4fcd204a97/signal.json","required":true},{"label":"source","url":"https://huggingface.co/amazon/GKA-primed-HQwen3-8B-Reasoner","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/GKA-primed-HQwen3-8B-Reasoner\" for frontier lab strategy."},"semantic_triples":[{"subject":"Amazon (Nova)","predicate":"published model","object":"amazon/GKA-primed-HQwen3-8B-Reasoner","text":"Amazon (Nova) published model amazon/GKA-primed-HQwen3-8B-Reasoner."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"is classified as","object":"model signal","text":"amazon/GKA-primed-HQwen3-8B-Reasoner is classified as model signal."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"belongs to","object":"releases desk","text":"amazon/GKA-primed-HQwen3-8B-Reasoner belongs to releases desk."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon/GKA-primed-HQwen3-8B-Reasoner has evidence coverage 1 captured evidence page."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has captured page count","object":"1","text":"amazon/GKA-primed-HQwen3-8B-Reasoner has captured page count 1."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has readable page count","object":"1","text":"amazon/GKA-primed-HQwen3-8B-Reasoner has readable page count 1."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has related signal count","object":"6","text":"amazon/GKA-primed-HQwen3-8B-Reasoner has related signal count 6."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","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":"amazon/GKA-primed-HQwen3-8B-Reasoner has analysis playbook objective Turn model cards, repository releases, and launch artifacts into a current view of what shipped and what changed.."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has source host","object":"huggingface.co","text":"amazon/GKA-primed-HQwen3-8B-Reasoner has source host huggingface.co."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has lab","object":"Amazon (Nova)","text":"amazon/GKA-primed-HQwen3-8B-Reasoner has lab Amazon (Nova)."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has signal desk","object":"releases","text":"amazon/GKA-primed-HQwen3-8B-Reasoner has signal desk releases."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has source host","object":"huggingface.co","text":"amazon/GKA-primed-HQwen3-8B-Reasoner has source host huggingface.co."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has task","object":"text-generation","text":"amazon/GKA-primed-HQwen3-8B-Reasoner has task text-generation."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has license","object":"apache-2.0","text":"amazon/GKA-primed-HQwen3-8B-Reasoner 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 · 3.9K HF downloads · Amazon releases reasoning model, moderate 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/GKA-primed-HQwen3-8B-Reasoner","text":"Amazon (Nova) published model amazon/GKA-primed-HQwen3-8B-Reasoner."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"is classified as","object":"model signal","text":"amazon/GKA-primed-HQwen3-8B-Reasoner is classified as model signal."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"belongs to","object":"releases desk","text":"amazon/GKA-primed-HQwen3-8B-Reasoner belongs to releases desk."},{"subject":"amazon/GKA-primed-HQwen3-8B-Reasoner","predicate":"has evidence coverage","object":"1 captured evidence page","text":"amazon/GKA-primed-HQwen3-8B-Reasoner has evidence coverage 1 captured evidence page."}]},"signal":{"id":"0bf4648a-945c-40b7-a1e5-7c4fcd204a97","url":"https://onlylabs.fyi/signals/0bf4648a-945c-40b7-a1e5-7c4fcd204a97","json_url":"https://onlylabs.fyi/signals/0bf4648a-945c-40b7-a1e5-7c4fcd204a97/signal.json","source_url":"https://huggingface.co/amazon/GKA-primed-HQwen3-8B-Reasoner","title":"amazon/GKA-primed-HQwen3-8B-Reasoner","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":"2026-03-31T17:37:59+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/GKA-primed-HQwen3-8B-Reasoner/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":3937,"hf_likes":3},"data_radar":null},"primary_evidence_page":{"url":"https://huggingface.co/amazon/GKA-primed-HQwen3-8B-Reasoner/raw/main/README.md","final_url":"https://huggingface.co/amazon/GKA-primed-HQwen3-8B-Reasoner/raw/main/README.md","title":"amazon/GKA-primed-HQwen3-8B-Reasoner model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:41:03.092962+00:00","bytes":17256,"raw_path":"8dc8651d88174b8e74e7a0bcac9302cf18a8a6ef327c8bdf753e118c0ffd50d9.md","content_hash":"a655e150236d74e5f06221d834ec40435482c6ff8f505031ca767b3fb2815947","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 - gated-kalmanet - priming - long-context - reasoning base_model: Qwen/Qwen3-8B paper: - https://arxiv.org/abs/2511.21016 --- GKA-primed-HQwen3-8B-Reasoner GKA-primed-HQwen3-8B-Reasoner is a Hybrid language model consisting of 50% Attention layers and 50% [Gated KalmaNet (GKA)](https://arxiv.org/abs/2511.21016) 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 trained for long-context reasoning and supports context lengths of 128K tokens. GKA (pronounced as gee-ka) is a State-Space Model layer inspired by the Kalman Filter that solves an online ridge regression problem at test time, with constant memory and linear compute cost in the sequence length. By combining Attention with GKA, our Hybrid model achieves up to **2× faster inference** at long contexts while **closely matching the base Transformer's quality**. Links - 📄 [Gated KalmaNet paper (CVPR 2026)](https://arxiv.org/abs/2511.21016) - 💻 [GitHub: Hybrid..."},"evidence_pages":[{"url":"https://huggingface.co/amazon/GKA-primed-HQwen3-8B-Reasoner/raw/main/README.md","final_url":"https://huggingface.co/amazon/GKA-primed-HQwen3-8B-Reasoner/raw/main/README.md","title":"amazon/GKA-primed-HQwen3-8B-Reasoner model card","http_status":200,"content_type":"text/plain; charset=utf-8","capture_method":"plain","fetched_at":"2026-06-11T02:41:03.092962+00:00","bytes":17256,"raw_path":"8dc8651d88174b8e74e7a0bcac9302cf18a8a6ef327c8bdf753e118c0ffd50d9.md","content_hash":"a655e150236d74e5f06221d834ec40435482c6ff8f505031ca767b3fb2815947","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 - gated-kalmanet - priming - long-context - reasoning base_model: Qwen/Qwen3-8B paper: - https://arxiv.org/abs/2511.21016 --- GKA-primed-HQwen3-8B-Reasoner GKA-primed-HQwen3-8B-Reasoner is a Hybrid language model consisting of 50% Attention layers and 50% [Gated KalmaNet (GKA)](https://arxiv.org/abs/2511.21016) 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 trained for long-context reasoning and supports context lengths of 128K tokens. GKA (pronounced as gee-ka) is a State-Space Model layer inspired by the Kalman Filter that solves an online ridge regression problem at test time, with constant memory and linear compute cost in the sequence length. By combining Attention with GKA, our Hybrid model achieves up to **2× faster inference** at long contexts while **closely matching the base Transformer's quality**. Links - 📄 [Gated KalmaNet paper (CVPR 2026)](https://arxiv.org/abs/2511.21016) - 💻 [GitHub: Hybrid..."}],"related_signals":[{"id":"774e55d2-87c5-4b3e-91d9-79271c21322b","url":"https://onlylabs.fyi/signals/774e55d2-87c5-4b3e-91d9-79271c21322b","source_url":"https://huggingface.co/amazon/Qwen3-Coder-30B-A3B-Instruct-P-EAGLE-long-context","title":"amazon/Qwen3-Coder-30B-A3B-Instruct-P-EAGLE-long-context","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-14T23:50:24+00:00","first_seen_at":"2026-06-06T01:49:28.820608+00:00","date_source":"source"},{"id":"65dd73c3-f938-468a-9777-d0d3fbbcbc23","url":"https://onlylabs.fyi/signals/65dd73c3-f938-468a-9777-d0d3fbbcbc23","source_url":"https://huggingface.co/amazon/gpt-oss-20b-p-eagle-long-context","title":"amazon/gpt-oss-20b-p-eagle-long-context","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-14T23:11:10+00:00","first_seen_at":"2026-06-06T01:49:28.820608+00:00","date_source":"source"},{"id":"c255adba-13d0-4522-a0af-63d9665b4c93","url":"https://onlylabs.fyi/signals/c255adba-13d0-4522-a0af-63d9665b4c93","source_url":"https://huggingface.co/amazon/gpt-oss-120b-p-eagle-long-context","title":"amazon/gpt-oss-120b-p-eagle-long-context","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-05-14T17:52:34+00:00","first_seen_at":"2026-06-06T01:49:28.820608+00:00","date_source":"source"},{"id":"349c8649-b8fc-4b89-85ca-a8bed8bb979e","url":"https://onlylabs.fyi/signals/349c8649-b8fc-4b89-85ca-a8bed8bb979e","source_url":"https://huggingface.co/amazon/GDN-primed-HQwen3-32B-Instruct","title":"amazon/GDN-primed-HQwen3-32B-Instruct","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-03-31T17:55:09+00:00","first_seen_at":"2026-06-06T01:49:28.820608+00:00","date_source":"source"},{"id":"7ba3f73b-c564-42f5-8c88-db38a44cdf91","url":"https://onlylabs.fyi/signals/7ba3f73b-c564-42f5-8c88-db38a44cdf91","source_url":"https://huggingface.co/amazon/Mamba2-primed-HQwen3-8B-Instruct","title":"amazon/Mamba2-primed-HQwen3-8B-Instruct","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-03-31T17:51:01+00:00","first_seen_at":"2026-06-06T01:49:28.820608+00:00","date_source":"source"},{"id":"4afc0b8c-2d15-4535-a6ec-9c24a5426a6d","url":"https://onlylabs.fyi/signals/4afc0b8c-2d15-4535-a6ec-9c24a5426a6d","source_url":"https://huggingface.co/amazon/GKA-primed-HQwen3-8B-Instruct","title":"amazon/GKA-primed-HQwen3-8B-Instruct","context":null,"kind":{"key":"model_released","label":"Model"},"org":{"slug":"amazon","name":"Amazon (Nova)","category":"frontier-lab"},"occurred_at":"2026-03-31T17:49:35+00:00","first_seen_at":"2026-06-06T01:49:28.820608+00:00","date_source":"source"}]}