{"schema_version":"onlylabs.public_signal.v1","title":"Arcee AI Writing: Teaching An Open Model To Do Science","description":"Arcee AI writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/78fc4512-773f-41a7-832b-dbf35814b77d","json_url":"https://onlylabs.fyi/signals/78fc4512-773f-41a7-832b-dbf35814b77d/signal.json","generated_at":"2026-09-09T19:43:18.438Z","evidence_latest_fetched_at":"2026-07-30T16:02:48.293707+00:00","signal_first_seen_at":"2026-07-30T16:01:44.124997+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/78fc4512-773f-41a7-832b-dbf35814b77d","signal_json":"https://onlylabs.fyi/signals/78fc4512-773f-41a7-832b-dbf35814b77d/signal.json","source":"https://www.arcee.ai/blog/teaching-an-open-model-to-do-science","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/talking","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/talking/feed.xml?category=neolab","data_business":null},"answer_pack":{"answer":"Arcee AI published Teaching An Open Model To Do Science. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive post on open model for science · Teaching an Open Model to Do Science | Arcee AI | Building Open Intelligence Trinity Large Thinking: Available on OpenRouter. 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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/78fc4512-773f-41a7-832b-dbf35814b77d/signal.json","required":true},{"label":"source","url":"https://www.arcee.ai/blog/teaching-an-open-model-to-do-science","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/talking/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 writing signal \"Teaching An Open Model To Do Science\" for neolab strategy."},"semantic_triples":[{"subject":"Arcee AI","predicate":"published","object":"Teaching An Open Model To Do Science","text":"Arcee AI published Teaching An Open Model To Do Science."},{"subject":"Teaching An Open Model To Do Science","predicate":"is classified as","object":"writing signal","text":"Teaching An Open Model To Do Science is classified as writing signal."},{"subject":"Teaching An Open Model To Do Science","predicate":"belongs to","object":"talking desk","text":"Teaching An Open Model To Do Science belongs to talking desk."},{"subject":"Teaching An Open Model To Do Science","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Teaching An Open Model To Do Science has evidence coverage 1 captured evidence page."},{"subject":"Teaching An Open Model To Do Science","predicate":"has captured page count","object":"1","text":"Teaching An Open Model To Do Science has captured page count 1."},{"subject":"Teaching An Open Model To Do Science","predicate":"has readable page count","object":"1","text":"Teaching An Open Model To Do Science has readable page count 1."},{"subject":"Teaching An Open Model To Do Science","predicate":"has related signal count","object":"6","text":"Teaching An Open Model To Do Science has related signal count 6."},{"subject":"Teaching An Open Model To Do Science","predicate":"has analysis playbook objective","object":"Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","text":"Teaching An Open Model To Do Science has analysis playbook objective Turn public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.."},{"subject":"Teaching An Open Model To Do Science","predicate":"has source host","object":"arcee.ai","text":"Teaching An Open Model To Do Science has source host arcee.ai."},{"subject":"Teaching An Open Model To Do Science","predicate":"has lab","object":"Arcee AI","text":"Teaching An Open Model To Do Science has lab Arcee AI."},{"subject":"Teaching An Open Model To Do Science","predicate":"has signal desk","object":"talking","text":"Teaching An Open Model To Do Science has signal desk talking."},{"subject":"Teaching An Open Model To Do Science","predicate":"has source host","object":"arcee.ai","text":"Teaching An Open Model To Do Science has source host arcee.ai."},{"subject":"Teaching An Open Model To Do Science","predicate":"has notability","object":"Substantive post on open model for science","text":"Teaching An Open Model To Do Science has notability Substantive post on open model for science."},{"subject":"Teaching An Open Model To Do Science","predicate":"has watch term","object":"RL environments","text":"Teaching An Open Model To Do Science has watch term RL environments."},{"subject":"Teaching An Open Model To Do Science","predicate":"has watch term","object":"Eval methodology","text":"Teaching An Open Model To Do Science has watch term Eval methodology."},{"subject":"Teaching An Open Model To Do Science","predicate":"has watch term","object":"Data pipeline","text":"Teaching An Open Model To Do Science has watch term Data pipeline."},{"subject":"Teaching An Open Model To Do Science","predicate":"has watch term","object":"Infrastructure","text":"Teaching An Open Model To Do Science has watch term Infrastructure."}]},"intelligence":{"signal_desk":"talking","answer":"Arcee AI published Teaching An Open Model To Do Science. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Substantive post on open model for science · Teaching an Open Model to Do Science | Arcee AI | Building Open Intelligence Trinity Large Thinking: Available on OpenRouter. 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Try Now Teaching an Open Model to Do Science Teaching an Open Model to Do Science B + 2 Bojan Jakimovski, Sara Kovachovska, Maziyar Panahi 25 min read • Jul 30, 2026 Case Studies Post-training an open model for tool use, biological reasoning, and auditable research workflows The next scientific question Our earlier work with Trinity Mini produced a model that could read a biomedical abstract and classify the relation between a drug and a protein. That was a deliberately narrow job with one piece of evidence, two named entities, and thirteen possible relations. The Trinity-Mini-DrugProt-Think adapter showed us that verifiable reinforcement learning could give a compact open model a useful scientific specialty. It also made the limitation obvious. Scientific work rarely arrives as a clean multiple-choice question. A researcher might begin with a target and a disease, not an answer set. The first literature query may return nothing. The protein may appear under several identifiers. A pathway result may be relevant but not decisive. 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