{"schema_version":"onlylabs.public_signal.v1","title":"Upstage (Solar) Writing: Solar Pro 3 0323","description":"Upstage (Solar) writing signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/89732097-1831-4692-93be-fe897f6635f4","json_url":"https://onlylabs.fyi/signals/89732097-1831-4692-93be-fe897f6635f4/signal.json","generated_at":"2026-09-09T20:41:18.399Z","evidence_latest_fetched_at":"2026-08-20T08:02:13.962611+00:00","signal_first_seen_at":"2026-08-20T08:00:51.452146+00:00","org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/upstage","dossier_json_url":"https://onlylabs.fyi/labs/upstage/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/89732097-1831-4692-93be-fe897f6635f4","signal_json":"https://onlylabs.fyi/signals/89732097-1831-4692-93be-fe897f6635f4/signal.json","source":"https://www.upstage.ai/blog/ko/solar-pro-3-0323","lab_dossier":"https://onlylabs.fyi/labs/upstage","lab_dossier_json":"https://onlylabs.fyi/labs/upstage/dossier.json","analysis":"https://onlylabs.fyi/analysis/upstage","analysis_json":"https://onlylabs.fyi/analysis/upstage/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/upstage/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":"Upstage (Solar) published Solar Pro 3 0323. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Notable model release by Upstage · Solar Pro 3 업데이트: 에이전트 성능 2배, 무엇이 달라졌나 | Upstage AI Solutions Resources Company Pricing Try demo Try demo Contact us Solar Pro 3는 Upstage가 개발한 대규모 언어 모델 Solar Pro의 최신.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","signal_desk":"talking","source_context":{"source_url":"https://www.upstage.ai/blog/ko/solar-pro-3-0323","source_host":"upstage.ai","occurred_at":"2026-08-13T00:00:00.000Z","first_seen_at":"2026-08-20T08:00:51.452146+00:00","date_source":"page.visible_date","context":null},"context_markers":[{"label":"Lab","value":"Upstage (Solar)","source":"signal"},{"label":"Signal desk","value":"talking","source":"signal"},{"label":"Source host","value":"upstage.ai","source":"source"},{"label":"Notability","value":"Notable model release by Upstage","source":"signal"},{"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://www.upstage.ai/blog/ko/solar-pro-3-0323"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-20T08:02:13.962611+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/89732097-1831-4692-93be-fe897f6635f4/signal.json","dossier_json":"https://onlylabs.fyi/labs/upstage/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/upstage/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/upstage/evidence.json","topic_signals_json":"https://onlylabs.fyi/topics/talking/signals.json?category=neolab","topic_feed":"https://onlylabs.fyi/topics/talking/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 public writing and discussion into a readable map of research themes, product framing, policy posture, launch narratives, and market attention.","evidence_focus":["post title","source URL","captured page text","HN traction","linked model or paper references","publication date"],"extraction_questions":["Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Which writing reframes a recent release, model, hiring wave, or policy stance?","Which posts mention data, evals, infrastructure, safety, or deployment workflows?"],"signal_questions":["What public theme, launch framing, or research direction does this writing signal expose?","Which themes are labs choosing to explain publicly?","Which posts are attracting outside discussion?","Do the 6 related writing signals show a repeated pattern?"],"output_fields":["org","theme","public_framing","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/89732097-1831-4692-93be-fe897f6635f4/signal.json","required":true},{"label":"source","url":"https://www.upstage.ai/blog/ko/solar-pro-3-0323","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/upstage/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/upstage/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 Upstage (Solar)'s writing signal \"Solar Pro 3 0323\" for neolab strategy."},"semantic_triples":[{"subject":"Upstage (Solar)","predicate":"published","object":"Solar Pro 3 0323","text":"Upstage (Solar) published Solar Pro 3 0323."},{"subject":"Solar Pro 3 0323","predicate":"is classified as","object":"writing signal","text":"Solar Pro 3 0323 is classified as writing signal."},{"subject":"Solar Pro 3 0323","predicate":"belongs to","object":"talking desk","text":"Solar Pro 3 0323 belongs to talking desk."},{"subject":"Solar Pro 3 0323","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Solar Pro 3 0323 has evidence coverage 1 captured evidence page."},{"subject":"Solar Pro 3 0323","predicate":"has captured page count","object":"1","text":"Solar Pro 3 0323 has captured page count 1."},{"subject":"Solar Pro 3 0323","predicate":"has readable page count","object":"1","text":"Solar Pro 3 0323 has readable page count 1."},{"subject":"Solar Pro 3 0323","predicate":"has related signal count","object":"6","text":"Solar Pro 3 0323 has related signal count 6."},{"subject":"Solar Pro 3 0323","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":"Solar Pro 3 0323 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":"Solar Pro 3 0323","predicate":"has source host","object":"upstage.ai","text":"Solar Pro 3 0323 has source host upstage.ai."},{"subject":"Solar Pro 3 0323","predicate":"has lab","object":"Upstage (Solar)","text":"Solar Pro 3 0323 has lab Upstage (Solar)."},{"subject":"Solar Pro 3 0323","predicate":"has signal desk","object":"talking","text":"Solar Pro 3 0323 has signal desk talking."},{"subject":"Solar Pro 3 0323","predicate":"has source host","object":"upstage.ai","text":"Solar Pro 3 0323 has source host upstage.ai."},{"subject":"Solar Pro 3 0323","predicate":"has notability","object":"Notable model release by Upstage","text":"Solar Pro 3 0323 has notability Notable model release by Upstage."},{"subject":"Solar Pro 3 0323","predicate":"has watch term","object":"Agents and tool use","text":"Solar Pro 3 0323 has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"talking","answer":"Upstage (Solar) published Solar Pro 3 0323. This talking signal gives public context for research themes, product direction, policy, or launch framing. High-signal details: Notable model release by Upstage · Solar Pro 3 업데이트: 에이전트 성능 2배, 무엇이 달라졌나 | Upstage AI Solutions Resources Company Pricing Try demo Try demo Contact us Solar Pro 3는 Upstage가 개발한 대규모 언어 모델 Solar Pro의 최신.... onlylabs links this event to 1 captured evidence page and 6 related writing signals.","semantic_triples":[{"subject":"Upstage (Solar)","predicate":"published","object":"Solar Pro 3 0323","text":"Upstage (Solar) published Solar Pro 3 0323."},{"subject":"Solar Pro 3 0323","predicate":"is classified as","object":"writing signal","text":"Solar Pro 3 0323 is classified as writing signal."},{"subject":"Solar Pro 3 0323","predicate":"belongs to","object":"talking desk","text":"Solar Pro 3 0323 belongs to talking desk."},{"subject":"Solar Pro 3 0323","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Solar Pro 3 0323 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"89732097-1831-4692-93be-fe897f6635f4","url":"https://onlylabs.fyi/signals/89732097-1831-4692-93be-fe897f6635f4","json_url":"https://onlylabs.fyi/signals/89732097-1831-4692-93be-fe897f6635f4/signal.json","source_url":"https://www.upstage.ai/blog/ko/solar-pro-3-0323","title":"Solar Pro 3 0323","summary":"Upstage (Solar) published a writing signal. onlylabs watches public writing for research themes, product direction, and model-launch context.","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-08-13T00:00:00.000Z","first_seen_at":"2026-08-20T08:00:51.452146+00:00","date_source":"page.visible_date","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://www.upstage.ai/blog/ko/solar-pro-3-0323"]},"facets":{},"traction":{"github_stars":null,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://www.upstage.ai/blog/ko/solar-pro-3-0323","final_url":"https://www.upstage.ai/blog/ko/solar-pro-3-0323","title":"Solar Pro 3 0323","http_status":200,"content_type":"text/html; charset=utf-8","capture_method":"plain","fetched_at":"2026-08-20T08:02:13.962611+00:00","bytes":99677,"raw_path":"64482535c30ffcd76532074ef37193aad519fe969b528e14db2560b73141368a.html","content_hash":"7d09fc8e7aa9c9856f4f32235bd57463c92e5580916f72a71e1223cc180e8218","excerpt_chars":1200,"truncated":true,"excerpt":"Solar Pro 3 업데이트: 에이전트 성능 2배, 무엇이 달라졌나 | Upstage AI Solutions Resources Company Pricing Try demo Try demo Contact us Solar Pro 3는 Upstage가 개발한 대규모 언어 모델 Solar Pro의 최신 업데이트입니다.2026년 3월 업데이트된 Solar Pro 3는 Solar Pro 2 대비 에이전트 벤치마크에서 약 2배 , 추론·사용자 선호도·한국어 전 영역에서 의미 있는 성능 향상을 달성했습니다. 이 개선의 핵심에는 독자적인 강화학습 기술 SnapPO를 통한 심층 추론 능력의 개선이 있으며, 모든 개선은 동일한 API 인터페이스와 처리 속도를 유지합니다. 에이전트 성능, 두 배로 종합 에이전트 평가인 Tau2-all에서 Solar Pro 3는 72.3 을 기록하며 Solar Pro 2의 36.0을 크게 넘어섰습니다. 코드 에이전트(SWE Bench)와 터미널 워크플로우(Terminal Bench 2)에서도 같은 방향의 개선을 확인할 수 있습니다. 2× Solar Pro 2 대비 에이전트 벤치마크 개선: Tau2-all 72.3 (vs 36.0) · SWE Bench 28.6 (vs 14.5) · Terminal Bench 2 10.1 (vs 2.2) 이 개선은 특정 벤치마크에 최적화한 결과가 아닙니다. 실제 운영 환경에서 반복적으로 관찰된 한계(개별 도구 호출은 성공하지만 전체 워크플로우를 완주하지 못하는 문제)를 해결하는 방향으로 개발되었습니다. 추론이 만든 차이 에이전트 성능 개선은 도구 호출을 표면적으로 조정하는 것만으로 이루어지지 않습니다. 여러 단계에 걸쳐 일관된 계획을 유지하고, 오류가 누적되기 전에 스스로 잡아내고, 컨텍스트가 불완전하거나 도구 출력이 모호할 때 합리적인 판단을 내릴 수 있는 능력이 필요합니다. Solar Pro 3는 Upstage의 독자적인 강화학습 프레임워크 SnapPO 를 적용해 단계적 추론 능력을 실질적으로 강화했습니다. SnapPO는 학습 과정의 각 단계를 독립적으로 실행·조합할 수 있도록 설계되어, 수학·코드·에이전트 등 다양한 도메인의 추론 능력을 효율적으로 동시에 강화할 수 있었습니다. Solar 오픈 모델 개발 과정에서 축적된 자체 기술로, 설계와 학습 방법에 대한 상세는 테크니컬 리포트 에서 확인할 수 있습니다. 이 개선은 정확히 같은 종류의 멀티스텝 사고를..."},"evidence_pages":[],"related_signals":[{"id":"28374d41-638e-4304-8a7d-ed1fc968e8b3","url":"https://onlylabs.fyi/signals/28374d41-638e-4304-8a7d-ed1fc968e8b3","source_url":"https://www.upstage.ai/blog/ja/people-02","title":"People 02","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-09-04T10:23:44.158+00:00","first_seen_at":"2026-09-02T12:01:46.292444+00:00","date_source":"sitemap.lastmod"},{"id":"bdae39a0-def8-4607-b475-dd3207ec342d","url":"https://onlylabs.fyi/signals/bdae39a0-def8-4607-b475-dd3207ec342d","source_url":"https://www.upstage.ai/blog/ja/people-04","title":"People 04","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-09-04T10:23:44.158+00:00","first_seen_at":"2026-09-04T12:00:53.19826+00:00","date_source":"sitemap.lastmod"},{"id":"c9062c07-cb17-411f-a532-c22697faa23c","url":"https://onlylabs.fyi/signals/c9062c07-cb17-411f-a532-c22697faa23c","source_url":"https://www.upstage.ai/blog/ja/people-01","title":"People 01","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-09-04T10:23:44.158+00:00","first_seen_at":"2026-09-02T12:01:46.292444+00:00","date_source":"sitemap.lastmod"},{"id":"d390943d-6989-435d-914b-015a359547a2","url":"https://onlylabs.fyi/signals/d390943d-6989-435d-914b-015a359547a2","source_url":"https://www.upstage.ai/news/upstage-ai-unveils-solar-pro-4-scoring-42-on-artificial-analysis-index-to-rank","title":"Upstage Ai Unveils Solar Pro 4 Scoring 42 On Artificial Analysis Index To Rank","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-08-20T00:00:00.000Z","first_seen_at":"2026-09-07T08:00:51.522474+00:00","date_source":"page.visible_date"},{"id":"4a84fb5c-a7da-4b15-927d-59a06982fc36","url":"https://onlylabs.fyi/signals/4a84fb5c-a7da-4b15-927d-59a06982fc36","source_url":"https://www.upstage.ai/blog/ja/hokenmainichi-vol5","title":"Hokenmainichi Vol5","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-08-05T00:00:00.000Z","first_seen_at":"2026-08-20T08:00:51.452146+00:00","date_source":"page.visible_date"},{"id":"d936f620-24c2-46bc-add1-3ba25c7dfc4c","url":"https://onlylabs.fyi/signals/d936f620-24c2-46bc-add1-3ba25c7dfc4c","source_url":"https://www.upstage.ai/news/upstage-stevie-awards-2026-american-business-awards","title":"Upstage Stevie Awards 2026 American Business Awards","context":null,"kind":{"key":"post_published","label":"Writing"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-04-23T00:00:00.000Z","first_seen_at":"2026-09-07T08:00:51.522474+00:00","date_source":"page.visible_date"}]}