{"schema_version":"onlylabs.public_signal.v1","title":"Upstage (Solar) Repo: UpstageAI/CReSt","description":"Upstage (Solar) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/106d5c20-346c-4e4c-86eb-f5480bf62a28","json_url":"https://onlylabs.fyi/signals/106d5c20-346c-4e4c-86eb-f5480bf62a28/signal.json","generated_at":"2026-06-11T03:18:03.928838+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/106d5c20-346c-4e4c-86eb-f5480bf62a28","signal_json":"https://onlylabs.fyi/signals/106d5c20-346c-4e4c-86eb-f5480bf62a28/signal.json","source":"https://github.com/UpstageAI/CReSt","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/CReSt (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo UpstageAI/CReSt · language Python · Low stars, routine 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/CReSt","source_host":"github.com","occurred_at":"2025-05-09T02:00:12+00:00","first_seen_at":"2026-06-05T22:32:23.278679+00:00","date_source":"source","context":"Python"},"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/CReSt","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"5","source":"traction"},{"label":"Notability","value":"Low stars, routine new repo","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Model card","source":"model"},{"label":"Watch term","value":"Data pipeline","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/CReSt"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:18:03.928838+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/106d5c20-346c-4e4c-86eb-f5480bf62a28/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/106d5c20-346c-4e4c-86eb-f5480bf62a28/signal.json","required":true},{"label":"source","url":"https://github.com/UpstageAI/CReSt","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/CReSt\" for neolab strategy."},"semantic_triples":[{"subject":"Upstage (Solar)","predicate":"published repo","object":"UpstageAI/CReSt","text":"Upstage (Solar) published repo UpstageAI/CReSt."},{"subject":"UpstageAI/CReSt","predicate":"is classified as","object":"repo signal","text":"UpstageAI/CReSt is classified as repo signal."},{"subject":"UpstageAI/CReSt","predicate":"belongs to","object":"repos desk","text":"UpstageAI/CReSt belongs to repos desk."},{"subject":"UpstageAI/CReSt","predicate":"has context","object":"Python","text":"UpstageAI/CReSt has context Python."},{"subject":"UpstageAI/CReSt","predicate":"has evidence coverage","object":"1 captured evidence page","text":"UpstageAI/CReSt has evidence coverage 1 captured evidence page."},{"subject":"UpstageAI/CReSt","predicate":"has captured page count","object":"1","text":"UpstageAI/CReSt has captured page count 1."},{"subject":"UpstageAI/CReSt","predicate":"has readable page count","object":"1","text":"UpstageAI/CReSt has readable page count 1."},{"subject":"UpstageAI/CReSt","predicate":"has related signal count","object":"6","text":"UpstageAI/CReSt has related signal count 6."},{"subject":"UpstageAI/CReSt","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/CReSt 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/CReSt","predicate":"has source host","object":"github.com","text":"UpstageAI/CReSt has source host github.com."},{"subject":"UpstageAI/CReSt","predicate":"has lab","object":"Upstage (Solar)","text":"UpstageAI/CReSt has lab Upstage (Solar)."},{"subject":"UpstageAI/CReSt","predicate":"has signal desk","object":"repos","text":"UpstageAI/CReSt has signal desk repos."},{"subject":"UpstageAI/CReSt","predicate":"has source host","object":"github.com","text":"UpstageAI/CReSt has source host github.com."},{"subject":"UpstageAI/CReSt","predicate":"has repository","object":"UpstageAI/CReSt","text":"UpstageAI/CReSt has repository UpstageAI/CReSt."},{"subject":"UpstageAI/CReSt","predicate":"has language","object":"Python","text":"UpstageAI/CReSt has language Python."},{"subject":"UpstageAI/CReSt","predicate":"has stars","object":"5","text":"UpstageAI/CReSt has stars 5."},{"subject":"UpstageAI/CReSt","predicate":"has notability","object":"Low stars, routine new repo","text":"UpstageAI/CReSt has notability Low stars, routine new repo."},{"subject":"UpstageAI/CReSt","predicate":"has watch term","object":"Eval methodology","text":"UpstageAI/CReSt has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Upstage (Solar) published UpstageAI/CReSt (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo UpstageAI/CReSt · language Python · Low stars, routine 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/CReSt","text":"Upstage (Solar) published repo UpstageAI/CReSt."},{"subject":"UpstageAI/CReSt","predicate":"is classified as","object":"repo signal","text":"UpstageAI/CReSt is classified as repo signal."},{"subject":"UpstageAI/CReSt","predicate":"belongs to","object":"repos desk","text":"UpstageAI/CReSt belongs to repos desk."},{"subject":"UpstageAI/CReSt","predicate":"has context","object":"Python","text":"UpstageAI/CReSt has context Python."},{"subject":"UpstageAI/CReSt","predicate":"has evidence coverage","object":"1 captured evidence page","text":"UpstageAI/CReSt has evidence coverage 1 captured evidence page."}]},"signal":{"id":"106d5c20-346c-4e4c-86eb-f5480bf62a28","url":"https://onlylabs.fyi/signals/106d5c20-346c-4e4c-86eb-f5480bf62a28","json_url":"https://onlylabs.fyi/signals/106d5c20-346c-4e4c-86eb-f5480bf62a28/signal.json","source_url":"https://github.com/UpstageAI/CReSt","title":"UpstageAI/CReSt","summary":"Upstage (Solar) published a new repository. onlylabs watches repos for tooling, eval, infra, and model-adjacent work.","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"upstage","name":"Upstage (Solar)","category":"neolab"},"occurred_at":"2025-05-09T02:00:12+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/CReSt"]},"facets":{"repo":"UpstageAI/CReSt","language":"Python"},"traction":{"github_stars":5,"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/CReSt","final_url":"https://github.com/UpstageAI/CReSt","title":"UpstageAI/CReSt repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:03.928838+00:00","bytes":8730,"raw_path":"f24ad24ef0f18c504d6746ca9d37b3074638a6727597c6edc3fb7b7e98ee6683.json","content_hash":"5f13fe8289ad2e20ce9253aad29e6ffc00fad522e10670efceb09486061dd2a6","excerpt_chars":1200,"truncated":true,"excerpt":"UpstageAI/CReSt Description: CReSt: A Comprehensive Benchmark for Retrieval-Augmented Generation with Complex Reasoning over Structured Documents Language: Python Stars: 5 Forks: 0 Open issues: 0 Created: 2025-05-09T02:00:12Z Pushed: 2025-07-28T07:41:46Z Default branch: main Fork: no Archived: no README: CReSt Benchmark CReSt: A Comprehensive Benchmark for Retrieval-Augmented Generation with Complex Reasoning over Structured Documents ⚡️ Introduction CReSt is a benchmark consisting of 2,245 human-annotated examples in English and Korean, designed to capture complex, multi-step RAG scenarios. You can explore the dataset on Hugging Face at: [https://huggingface.co/datasets/upstage/CReSt](https://huggingface.co/datasets/upstage/CReSt) 📣 Latest Updates - [15/05/2025] Release of CReSt code 🚀 Quick Start 1. Clone the repository and install the required dependencies. ```shell git clone git@github.com:UpstageAI/CReSt.git cd CReSt pip install -r requirements.txt ``` 2. Copy the .env.example template and rename it to .env. Then, update it with your API keys. ```shell cp .env.example .env ``` 3. Run the script. ```shell python -m scripts.run_evaluation --model $MODEL \\ --eval-model gpt-4o..."},"evidence_pages":[{"url":"https://github.com/UpstageAI/CReSt","final_url":"https://github.com/UpstageAI/CReSt","title":"UpstageAI/CReSt repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:03.928838+00:00","bytes":8730,"raw_path":"f24ad24ef0f18c504d6746ca9d37b3074638a6727597c6edc3fb7b7e98ee6683.json","content_hash":"5f13fe8289ad2e20ce9253aad29e6ffc00fad522e10670efceb09486061dd2a6","excerpt_chars":1200,"truncated":true,"excerpt":"UpstageAI/CReSt Description: CReSt: A Comprehensive Benchmark for Retrieval-Augmented Generation with Complex Reasoning over Structured Documents Language: Python Stars: 5 Forks: 0 Open issues: 0 Created: 2025-05-09T02:00:12Z Pushed: 2025-07-28T07:41:46Z Default branch: main Fork: no Archived: no README: CReSt Benchmark CReSt: A Comprehensive Benchmark for Retrieval-Augmented Generation with Complex Reasoning over Structured Documents ⚡️ Introduction CReSt is a benchmark consisting of 2,245 human-annotated examples in English and Korean, designed to capture complex, multi-step RAG scenarios. 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