{"schema_version":"onlylabs.public_signal.v1","title":"Upstage (Solar) Repo: UpstageAI/edu-usecase-meta-llama","description":"Upstage (Solar) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/13e7383c-d567-45b6-b355-dc5d94497d79","json_url":"https://onlylabs.fyi/signals/13e7383c-d567-45b6-b355-dc5d94497d79/signal.json","generated_at":"2026-06-11T03:18:03.375753+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/13e7383c-d567-45b6-b355-dc5d94497d79","signal_json":"https://onlylabs.fyi/signals/13e7383c-d567-45b6-b355-dc5d94497d79/signal.json","source":"https://github.com/UpstageAI/edu-usecase-meta-llama","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":null,"topic_signals_json":null,"topic_feed":null,"data_business":null},"answer_pack":{"answer":"Upstage (Solar) published UpstageAI/edu-usecase-meta-llama. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo UpstageAI/edu-usecase-meta-llama · Low stars, trivial new 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/UpstageAI/edu-usecase-meta-llama","source_host":"github.com","occurred_at":"2025-09-29T03:23:03+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source","context":null},"context_markers":[{"label":"Lab","value":"Upstage (Solar)","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"UpstageAI/edu-usecase-meta-llama","source":"source"},{"label":"Stars","value":"1","source":"traction"},{"label":"Notability","value":"Low stars, trivial new repo","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://github.com/UpstageAI/edu-usecase-meta-llama"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:18:03.375753+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/13e7383c-d567-45b6-b355-dc5d94497d79/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":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/13e7383c-d567-45b6-b355-dc5d94497d79/signal.json","required":true},{"label":"source","url":"https://github.com/UpstageAI/edu-usecase-meta-llama","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":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 Upstage (Solar)'s repo signal \"UpstageAI/edu-usecase-meta-llama\" for neolab strategy."},"semantic_triples":[{"subject":"Upstage (Solar)","predicate":"published repo","object":"UpstageAI/edu-usecase-meta-llama","text":"Upstage (Solar) published repo UpstageAI/edu-usecase-meta-llama."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"is classified as","object":"repo signal","text":"UpstageAI/edu-usecase-meta-llama is classified as repo signal."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"belongs to","object":"repos desk","text":"UpstageAI/edu-usecase-meta-llama belongs to repos desk."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has evidence coverage","object":"1 captured evidence page","text":"UpstageAI/edu-usecase-meta-llama has evidence coverage 1 captured evidence page."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has captured page count","object":"1","text":"UpstageAI/edu-usecase-meta-llama has captured page count 1."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has readable page count","object":"1","text":"UpstageAI/edu-usecase-meta-llama has readable page count 1."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has related signal count","object":"6","text":"UpstageAI/edu-usecase-meta-llama has related signal count 6."},{"subject":"UpstageAI/edu-usecase-meta-llama","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":"UpstageAI/edu-usecase-meta-llama 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":"UpstageAI/edu-usecase-meta-llama","predicate":"has source host","object":"github.com","text":"UpstageAI/edu-usecase-meta-llama has source host github.com."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has lab","object":"Upstage (Solar)","text":"UpstageAI/edu-usecase-meta-llama has lab Upstage (Solar)."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has signal desk","object":"repos","text":"UpstageAI/edu-usecase-meta-llama has signal desk repos."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has source host","object":"github.com","text":"UpstageAI/edu-usecase-meta-llama has source host github.com."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has repository","object":"UpstageAI/edu-usecase-meta-llama","text":"UpstageAI/edu-usecase-meta-llama has repository UpstageAI/edu-usecase-meta-llama."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has stars","object":"1","text":"UpstageAI/edu-usecase-meta-llama has stars 1."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has notability","object":"Low stars, trivial new repo","text":"UpstageAI/edu-usecase-meta-llama has notability Low stars, trivial new repo."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has watch term","object":"Agents and tool use","text":"UpstageAI/edu-usecase-meta-llama has watch term Agents and tool use."}]},"intelligence":{"signal_desk":"repos","answer":"Upstage (Solar) published UpstageAI/edu-usecase-meta-llama. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo UpstageAI/edu-usecase-meta-llama · Low stars, trivial new repo. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","semantic_triples":[{"subject":"Upstage (Solar)","predicate":"published repo","object":"UpstageAI/edu-usecase-meta-llama","text":"Upstage (Solar) published repo UpstageAI/edu-usecase-meta-llama."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"is classified as","object":"repo signal","text":"UpstageAI/edu-usecase-meta-llama is classified as repo signal."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"belongs to","object":"repos desk","text":"UpstageAI/edu-usecase-meta-llama belongs to repos desk."},{"subject":"UpstageAI/edu-usecase-meta-llama","predicate":"has evidence coverage","object":"1 captured evidence page","text":"UpstageAI/edu-usecase-meta-llama has evidence coverage 1 captured evidence page."}]},"signal":{"id":"13e7383c-d567-45b6-b355-dc5d94497d79","url":"https://onlylabs.fyi/signals/13e7383c-d567-45b6-b355-dc5d94497d79","json_url":"https://onlylabs.fyi/signals/13e7383c-d567-45b6-b355-dc5d94497d79/signal.json","source_url":"https://github.com/UpstageAI/edu-usecase-meta-llama","title":"UpstageAI/edu-usecase-meta-llama","summary":"Upstage (Solar) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2025-09-29T03:23:03+00:00","first_seen_at":"2026-06-05T22:32:23.278679+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://github.com/UpstageAI/edu-usecase-meta-llama"]},"facets":{"repo":"UpstageAI/edu-usecase-meta-llama"},"traction":{"github_stars":1,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":null},"primary_evidence_page":{"url":"https://github.com/UpstageAI/edu-usecase-meta-llama","final_url":"https://github.com/UpstageAI/edu-usecase-meta-llama","title":"UpstageAI/edu-usecase-meta-llama repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:03.375753+00:00","bytes":10388,"raw_path":"06f08db53d0985524e7408388868feb18cc89f23e4299334f4c3afd3415b2dab.json","content_hash":"9aa0de8dc3dcdb608821589d50ef5afba2d31191454088b82d88b62f22c67879","excerpt_chars":1200,"truncated":true,"excerpt":"UpstageAI/edu-usecase-meta-llama Stars: 1 Forks: 14 Open issues: 1 Created: 2025-09-29T03:23:03Z Pushed: 2025-10-15T06:53:58Z Default branch: main Fork: no Archived: no README: 최종 프로젝트 제출 리포지토리 개요 이 리포지토리는 Meta x Llama Academy 최종 프로젝트를 제출하기 위한 공식 공간입니다. 모든 프로젝트가 원활하게 취합될 수 있도록, 아래의 가이드라인을 반드시 준수해야 합니다. --- 프로젝트 시작 절차 모든 팀은 프로젝트 시작 전, 다음 절차에 따라 팀의 작업 디렉토리를 설정해야 합니다. 1. **팀 디렉토리 생성**: `projects/` 디렉토리 하위에 팀명으로 된 신규 디렉토리를 생성합니다. 디렉토리명에는 공백 대신 하이픈(-) 사용을 원칙으로 합니다. * `예시: projects/llama-agent-team/` 2. **프로젝트 파일 관리**: 모든 소스 코드, README.md 등 프로젝트와 관련된 모든 산출물은 상기 단계에서 생성한 팀 디렉토리 내부에 위치해야 합니다(Merge Conflict 예방 차원). 각 팀은 자신만의 기술 스택과 배포 방식을 자유롭게 선택할 수 있습니다. 3. **README 작성**: 각 팀의 디렉토리에는 프로젝트를 상세히 설명하는 `README.md` 파일이 반드시 포함되어야 합니다. README 작성에 필요한 필수 포함 항목은 별도 가이드를 참고해주세요. --- 디렉토리 구조 예시 각 팀은 `projects/` 하위에 자신만의 디렉토리를 가지며, 팀 내부에서는 자유롭게 프로젝트 구조를 설계할 수 있습니다. 기본 구조 ``` . │ ├── README.md │ └── projects/ │ └── [팀명]/ # 각 팀은 자신의 팀명으로 디렉토리를 생성 │ ├── README.md ├── ... ``` 예시 ``` projects/team-a/ ├── README.md ├── requirements.txt ├── Dockerfile ├── .env.example └── src/ ├── main.py ├── agents/ └── services/ ``` 팀 디렉토리 내부 `README.md` 템플릿 예시 ```markdown 프로젝트 이름 --- 팀원 소개 --- 프로젝트 개요 --- 주요 기능 --- 기술 스택..."},"evidence_pages":[{"url":"https://github.com/UpstageAI/edu-usecase-meta-llama","final_url":"https://github.com/UpstageAI/edu-usecase-meta-llama","title":"UpstageAI/edu-usecase-meta-llama repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:03.375753+00:00","bytes":10388,"raw_path":"06f08db53d0985524e7408388868feb18cc89f23e4299334f4c3afd3415b2dab.json","content_hash":"9aa0de8dc3dcdb608821589d50ef5afba2d31191454088b82d88b62f22c67879","excerpt_chars":1200,"truncated":true,"excerpt":"UpstageAI/edu-usecase-meta-llama Stars: 1 Forks: 14 Open issues: 1 Created: 2025-09-29T03:23:03Z Pushed: 2025-10-15T06:53:58Z Default branch: main Fork: no Archived: no README: 최종 프로젝트 제출 리포지토리 개요 이 리포지토리는 Meta x Llama Academy 최종 프로젝트를 제출하기 위한 공식 공간입니다. 모든 프로젝트가 원활하게 취합될 수 있도록, 아래의 가이드라인을 반드시 준수해야 합니다. --- 프로젝트 시작 절차 모든 팀은 프로젝트 시작 전, 다음 절차에 따라 팀의 작업 디렉토리를 설정해야 합니다. 1. **팀 디렉토리 생성**: `projects/` 디렉토리 하위에 팀명으로 된 신규 디렉토리를 생성합니다. 디렉토리명에는 공백 대신 하이픈(-) 사용을 원칙으로 합니다. * `예시: projects/llama-agent-team/` 2. **프로젝트 파일 관리**: 모든 소스 코드, README.md 등 프로젝트와 관련된 모든 산출물은 상기 단계에서 생성한 팀 디렉토리 내부에 위치해야 합니다(Merge Conflict 예방 차원). 각 팀은 자신만의 기술 스택과 배포 방식을 자유롭게 선택할 수 있습니다. 3. **README 작성**: 각 팀의 디렉토리에는 프로젝트를 상세히 설명하는 `README.md` 파일이 반드시 포함되어야 합니다. README 작성에 필요한 필수 포함 항목은 별도 가이드를 참고해주세요. --- 디렉토리 구조 예시 각 팀은 `projects/` 하위에 자신만의 디렉토리를 가지며, 팀 내부에서는 자유롭게 프로젝트 구조를 설계할 수 있습니다. 기본 구조 ``` . │ ├── README.md │ └── projects/ │ └── [팀명]/ # 각 팀은 자신의 팀명으로 디렉토리를 생성 │ ├── README.md ├── ... ``` 예시 ``` projects/team-a/ ├── README.md ├── requirements.txt ├── Dockerfile ├── .env.example └── src/ ├── main.py ├── agents/ └── services/ ``` 팀 디렉토리 내부 `README.md` 템플릿 예시 ```markdown 프로젝트 이름 --- 팀원 소개 --- 프로젝트 개요 --- 주요 기능 --- 기술 스택..."}],"related_signals":[{"id":"edc79978-c686-4eb1-9ed4-90838928c967","url":"https://onlylabs.fyi/signals/edc79978-c686-4eb1-9ed4-90838928c967","source_url":"https://github.com/UpstageAI/upstage-ambassador-2nd-final-project","title":"UpstageAI/upstage-ambassador-2nd-final-project","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-05-27T04:05:19+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"b8e15867-82c2-490e-ad65-8d89cd761384","url":"https://onlylabs.fyi/signals/b8e15867-82c2-490e-ad65-8d89cd761384","source_url":"https://github.com/UpstageAI/seoul-sw-maestro-project","title":"UpstageAI/seoul-sw-maestro-project","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-05-21T01:10:39+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"0dc521e0-898a-4466-ba69-f59fb98616f7","url":"https://onlylabs.fyi/signals/0dc521e0-898a-4466-ba69-f59fb98616f7","source_url":"https://github.com/UpstageAI/busan-sw-maestro-project","title":"UpstageAI/busan-sw-maestro-project","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-05-21T01:10:34+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"a0b1ee78-a24b-402f-a9d7-4707bac72871","url":"https://onlylabs.fyi/signals/a0b1ee78-a24b-402f-a9d7-4707bac72871","source_url":"https://github.com/UpstageAI/edu-usecase-hackathon","title":"UpstageAI/edu-usecase-hackathon","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-05-16T04:23:18+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"becf30e8-6640-4619-bf99-abfee14e2952","url":"https://onlylabs.fyi/signals/becf30e8-6640-4619-bf99-abfee14e2952","source_url":"https://github.com/UpstageAI/upstage-extensions-hub","title":"UpstageAI/upstage-extensions-hub","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-04-20T04:21:54+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"},{"id":"c05b141b-94ce-43d5-bf49-dd6edf776053","url":"https://onlylabs.fyi/signals/c05b141b-94ce-43d5-bf49-dd6edf776053","source_url":"https://github.com/UpstageAI/security-audit","title":"UpstageAI/security-audit","context":"Shell","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2026-04-01T03:36:08+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source"}]}