{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Repo: arcee-ai/aws-samples","description":"Arcee AI repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/8d7236ba-b800-4c7f-ad58-5def8f3ae0f3","json_url":"https://onlylabs.fyi/signals/8d7236ba-b800-4c7f-ad58-5def8f3ae0f3/signal.json","generated_at":"2026-06-11T03:17:54.835154+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/8d7236ba-b800-4c7f-ad58-5def8f3ae0f3","signal_json":"https://onlylabs.fyi/signals/8d7236ba-b800-4c7f-ad58-5def8f3ae0f3/signal.json","source":"https://github.com/arcee-ai/aws-samples","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Arcee AI published arcee-ai/aws-samples (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo arcee-ai/aws-samples · language Jupyter Notebook · Low stars, routine sample repo.. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/arcee-ai/aws-samples","source_host":"github.com","occurred_at":"2024-09-03T13:42:00+00:00","first_seen_at":"2026-06-05T22:32:26.032324+00:00","date_source":"source","context":"Jupyter Notebook"},"context_markers":[{"label":"Lab","value":"Arcee AI","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"arcee-ai/aws-samples","source":"source"},{"label":"Language","value":"Jupyter Notebook","source":"source"},{"label":"Stars","value":"8","source":"traction"},{"label":"Notability","value":"Low stars, routine sample repo.","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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://github.com/arcee-ai/aws-samples"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:54.835154+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8d7236ba-b800-4c7f-ad58-5def8f3ae0f3/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":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json?category=neolab","data_radar_json":null,"opportunities_json":null},"analysis_playbook":{"objective":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","evidence_focus":["repo name","owner","description","language","stars","source URL","first seen time","data, eval, infra, safety, and product terms"],"extraction_questions":["What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Is the repo new evidence for a lab direction that is not yet in writing or releases?","Which related signals should an analyst inspect next?"],"signal_questions":["What does this new repository reveal before a formal announcement exists?","What technical area does this repository expose?","Does the repo imply eval, data, infrastructure, agent, or deployment work?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","evidence_url"],"data_business_relevance":"Data-business lane extraction is scoped to frontier labs; for this category, interpret the repository as source-grounded category strategy evidence.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/8d7236ba-b800-4c7f-ad58-5def8f3ae0f3/signal.json","required":true},{"label":"source","url":"https://github.com/arcee-ai/aws-samples","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":null,"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 repo signal \"arcee-ai/aws-samples\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"published repo","object":"arcee-ai/aws-samples","text":"Arcee AI published repo arcee-ai/aws-samples."},{"subject":"arcee-ai/aws-samples","predicate":"is classified as","object":"repo signal","text":"arcee-ai/aws-samples is classified as repo signal."},{"subject":"arcee-ai/aws-samples","predicate":"belongs to","object":"repos desk","text":"arcee-ai/aws-samples belongs to repos desk."},{"subject":"arcee-ai/aws-samples","predicate":"has context","object":"Jupyter Notebook","text":"arcee-ai/aws-samples has context Jupyter Notebook."},{"subject":"arcee-ai/aws-samples","predicate":"has evidence coverage","object":"1 captured evidence page","text":"arcee-ai/aws-samples has evidence coverage 1 captured evidence page."},{"subject":"arcee-ai/aws-samples","predicate":"has captured page count","object":"1","text":"arcee-ai/aws-samples has captured page count 1."},{"subject":"arcee-ai/aws-samples","predicate":"has readable page count","object":"1","text":"arcee-ai/aws-samples has readable page count 1."},{"subject":"arcee-ai/aws-samples","predicate":"has related signal count","object":"6","text":"arcee-ai/aws-samples has related signal count 6."},{"subject":"arcee-ai/aws-samples","predicate":"has analysis playbook objective","object":"Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.","text":"arcee-ai/aws-samples has analysis playbook objective Turn new repository signals into early evidence of tooling, eval, infrastructure, model-adjacent, or product work before it appears in polished launch channels.."},{"subject":"arcee-ai/aws-samples","predicate":"has source host","object":"github.com","text":"arcee-ai/aws-samples has source host github.com."},{"subject":"arcee-ai/aws-samples","predicate":"has lab","object":"Arcee AI","text":"arcee-ai/aws-samples has lab Arcee AI."},{"subject":"arcee-ai/aws-samples","predicate":"has signal desk","object":"repos","text":"arcee-ai/aws-samples has signal desk repos."},{"subject":"arcee-ai/aws-samples","predicate":"has source host","object":"github.com","text":"arcee-ai/aws-samples has source host github.com."},{"subject":"arcee-ai/aws-samples","predicate":"has repository","object":"arcee-ai/aws-samples","text":"arcee-ai/aws-samples has repository arcee-ai/aws-samples."},{"subject":"arcee-ai/aws-samples","predicate":"has language","object":"Jupyter Notebook","text":"arcee-ai/aws-samples has language Jupyter Notebook."},{"subject":"arcee-ai/aws-samples","predicate":"has stars","object":"8","text":"arcee-ai/aws-samples has stars 8."},{"subject":"arcee-ai/aws-samples","predicate":"has notability","object":"Low stars, routine sample repo.","text":"arcee-ai/aws-samples has notability Low stars, routine sample repo.."},{"subject":"arcee-ai/aws-samples","predicate":"has watch term","object":"Eval methodology","text":"arcee-ai/aws-samples has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Arcee AI published arcee-ai/aws-samples (Jupyter Notebook). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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You're welcome to use them in your projects. Of course, we will always appreciate proper credit and a friendly message :) For information or to discuss how Arcee can help your business, please contact julien@arcee.ai. Models The following Arcee models are featured in the sample notebooks: 1. [Llama-Spark](https://huggingface.co/arcee-ai/Llama-Spark): A powerful 8B parameter model built on the foundation of Llama-3.1-8B, excelling in reasoning, creative writing, and coding tasks. 2. [Arcee-Scribe](https://huggingface.co/arcee-ai/Arcee-Scribe): A versatile 7B parameter chat model with strong reasoning abilities, particularly adept at creative writing tasks. 3. 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