{"schema_version":"onlylabs.public_signal.v1","title":"Upstage (Solar) Repo: UpstageAI/ThaiCLI_H6","description":"Upstage (Solar) repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/b8eb3013-258e-4114-a402-5452b485509b","json_url":"https://onlylabs.fyi/signals/b8eb3013-258e-4114-a402-5452b485509b/signal.json","generated_at":"2026-06-11T03:18:04.546034+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/b8eb3013-258e-4114-a402-5452b485509b","signal_json":"https://onlylabs.fyi/signals/b8eb3013-258e-4114-a402-5452b485509b/signal.json","source":"https://github.com/UpstageAI/ThaiCLI_H6","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/ThaiCLI_H6. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo UpstageAI/ThaiCLI_H6 · Very low traction (7 stars), routine 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/ThaiCLI_H6","source_host":"github.com","occurred_at":"2024-10-07T05:59:20+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/ThaiCLI_H6","source":"source"},{"label":"Stars","value":"7","source":"traction"},{"label":"Notability","value":"Very low traction (7 stars), routine repo","source":"signal"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"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/ThaiCLI_H6"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:18:04.546034+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/b8eb3013-258e-4114-a402-5452b485509b/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/b8eb3013-258e-4114-a402-5452b485509b/signal.json","required":true},{"label":"source","url":"https://github.com/UpstageAI/ThaiCLI_H6","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/ThaiCLI_H6\" for neolab strategy."},"semantic_triples":[{"subject":"Upstage (Solar)","predicate":"published repo","object":"UpstageAI/ThaiCLI_H6","text":"Upstage (Solar) published repo UpstageAI/ThaiCLI_H6."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"is classified as","object":"repo signal","text":"UpstageAI/ThaiCLI_H6 is classified as repo signal."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"belongs to","object":"repos desk","text":"UpstageAI/ThaiCLI_H6 belongs to repos desk."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has evidence coverage","object":"1 captured evidence page","text":"UpstageAI/ThaiCLI_H6 has evidence coverage 1 captured evidence page."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has captured page count","object":"1","text":"UpstageAI/ThaiCLI_H6 has captured page count 1."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has readable page count","object":"1","text":"UpstageAI/ThaiCLI_H6 has readable page count 1."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has related signal count","object":"6","text":"UpstageAI/ThaiCLI_H6 has related signal count 6."},{"subject":"UpstageAI/ThaiCLI_H6","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/ThaiCLI_H6 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/ThaiCLI_H6","predicate":"has source host","object":"github.com","text":"UpstageAI/ThaiCLI_H6 has source host github.com."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has lab","object":"Upstage (Solar)","text":"UpstageAI/ThaiCLI_H6 has lab Upstage (Solar)."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has signal desk","object":"repos","text":"UpstageAI/ThaiCLI_H6 has signal desk repos."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has source host","object":"github.com","text":"UpstageAI/ThaiCLI_H6 has source host github.com."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has repository","object":"UpstageAI/ThaiCLI_H6","text":"UpstageAI/ThaiCLI_H6 has repository UpstageAI/ThaiCLI_H6."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has stars","object":"7","text":"UpstageAI/ThaiCLI_H6 has stars 7."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has notability","object":"Very low traction (7 stars), routine repo","text":"UpstageAI/ThaiCLI_H6 has notability Very low traction (7 stars), routine repo."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has watch term","object":"Eval methodology","text":"UpstageAI/ThaiCLI_H6 has watch term Eval methodology."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has watch term","object":"Data pipeline","text":"UpstageAI/ThaiCLI_H6 has watch term Data pipeline."}]},"intelligence":{"signal_desk":"repos","answer":"Upstage (Solar) published UpstageAI/ThaiCLI_H6. This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo UpstageAI/ThaiCLI_H6 · Very low traction (7 stars), routine 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/ThaiCLI_H6","text":"Upstage (Solar) published repo UpstageAI/ThaiCLI_H6."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"is classified as","object":"repo signal","text":"UpstageAI/ThaiCLI_H6 is classified as repo signal."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"belongs to","object":"repos desk","text":"UpstageAI/ThaiCLI_H6 belongs to repos desk."},{"subject":"UpstageAI/ThaiCLI_H6","predicate":"has evidence coverage","object":"1 captured evidence page","text":"UpstageAI/ThaiCLI_H6 has evidence coverage 1 captured evidence page."}]},"signal":{"id":"b8eb3013-258e-4114-a402-5452b485509b","url":"https://onlylabs.fyi/signals/b8eb3013-258e-4114-a402-5452b485509b","json_url":"https://onlylabs.fyi/signals/b8eb3013-258e-4114-a402-5452b485509b/signal.json","source_url":"https://github.com/UpstageAI/ThaiCLI_H6","title":"UpstageAI/ThaiCLI_H6","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":"2024-10-07T05:59:20+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/ThaiCLI_H6"]},"facets":{"repo":"UpstageAI/ThaiCLI_H6"},"traction":{"github_stars":7,"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/ThaiCLI_H6","final_url":"https://github.com/UpstageAI/ThaiCLI_H6","title":"UpstageAI/ThaiCLI_H6 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:04.546034+00:00","bytes":13684,"raw_path":"a6cf72e4667a2539a013e7281bc843dffcdb9c8f73c109ab3748bbb1d38099a8.json","content_hash":"7e75156a700f93b2b78752c3d9a3604580bd00436200e50185bfac34c4561908","excerpt_chars":1200,"truncated":true,"excerpt":"UpstageAI/ThaiCLI_H6 Description: This repository provides access to two critical benchmarks designed to advance the development and evaluation of large language models (LLMs) in Thai: ThaiCLI for evaluating cultural intelligence and Thai-H6 for assessing core language capabilities. These benchmarks are tailored for Thai Stars: 7 Forks: 0 Open issues: 1 Created: 2024-10-07T05:59:20Z Pushed: 2025-10-23T12:01:15Z Default branch: main Fork: no Archived: no README: ThaiCLI and Thai-H6 Benchmarks Comprehensive Benchmarks for Thai Language Models This repository provides access to two critical benchmarks designed to advance the development and evaluation of large language models (LLMs) in Thai: **ThaiCLI** for evaluating cultural intelligence and **Thai-H6** for assessing core language capabilities. These benchmarks are tailored for Thai, an under-represented language in LLM research, to promote a deeper understanding of both linguistic and cultural nuances. **Dataset Availability**: The datasets are scheduled for release in mid-November. </br> --- 1. Introduction As the significance of large language models continues to grow, there is an increasing need for evaluation frameworks that..."},"evidence_pages":[{"url":"https://github.com/UpstageAI/ThaiCLI_H6","final_url":"https://github.com/UpstageAI/ThaiCLI_H6","title":"UpstageAI/ThaiCLI_H6 repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:18:04.546034+00:00","bytes":13684,"raw_path":"a6cf72e4667a2539a013e7281bc843dffcdb9c8f73c109ab3748bbb1d38099a8.json","content_hash":"7e75156a700f93b2b78752c3d9a3604580bd00436200e50185bfac34c4561908","excerpt_chars":1200,"truncated":true,"excerpt":"UpstageAI/ThaiCLI_H6 Description: This repository provides access to two critical benchmarks designed to advance the development and evaluation of large language models (LLMs) in Thai: ThaiCLI for evaluating cultural intelligence and Thai-H6 for assessing core language capabilities. These benchmarks are tailored for Thai Stars: 7 Forks: 0 Open issues: 1 Created: 2024-10-07T05:59:20Z Pushed: 2025-10-23T12:01:15Z Default branch: main Fork: no Archived: no README: ThaiCLI and Thai-H6 Benchmarks Comprehensive Benchmarks for Thai Language Models This repository provides access to two critical benchmarks designed to advance the development and evaluation of large language models (LLMs) in Thai: **ThaiCLI** for evaluating cultural intelligence and **Thai-H6** for assessing core language capabilities. These benchmarks are tailored for Thai, an under-represented language in LLM research, to promote a deeper understanding of both linguistic and cultural nuances. **Dataset Availability**: The datasets are scheduled for release in mid-November. </br> --- 1. Introduction As the significance of large language models continues to grow, there is an increasing need for evaluation frameworks that..."}],"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"}]}