{"schema_version":"onlylabs.public_signal.v1","title":"Tencent Hunyuan Repo: Tencent-Hunyuan/RepoProbe","description":"Tencent Hunyuan repo signal with public source context, captured evidence pages, related signals, and data-business radar classification.","url":"https://onlylabs.fyi/signals/8edff6ed-fb3f-4b4e-851d-1d9a07baeabe","json_url":"https://onlylabs.fyi/signals/8edff6ed-fb3f-4b4e-851d-1d9a07baeabe/signal.json","generated_at":"2026-08-28T18:36:48.124Z","evidence_latest_fetched_at":"2026-08-06T07:02:12.818738+00:00","signal_first_seen_at":"2026-08-06T07:00:53.111549+00:00","org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab","category_label":"Frontier lab","dossier_url":"https://onlylabs.fyi/labs/tencent-hunyuan","dossier_json_url":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/8edff6ed-fb3f-4b4e-851d-1d9a07baeabe","signal_json":"https://onlylabs.fyi/signals/8edff6ed-fb3f-4b4e-851d-1d9a07baeabe/signal.json","source":"https://github.com/Tencent-Hunyuan/RepoProbe","lab_dossier":"https://onlylabs.fyi/labs/tencent-hunyuan","lab_dossier_json":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json","analysis":"https://onlylabs.fyi/analysis/tencent-hunyuan","analysis_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/evidence.json","category":"https://onlylabs.fyi/frontier","category_json":"https://onlylabs.fyi/frontier.json","category_feed":"https://onlylabs.fyi/frontier/feed.xml","category_signals_json":"https://onlylabs.fyi/signals.json","topic":null,"topic_signals_json":null,"topic_feed":null,"data_business":{"radar":"https://onlylabs.fyi/data-radar","radar_json":"https://onlylabs.fyi/data-radar.json","opportunities":"https://onlylabs.fyi/opportunities","opportunities_json":"https://onlylabs.fyi/opportunities.json","lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}]}},"answer_pack":{"answer":"Tencent Hunyuan published Tencent-Hunyuan/RepoProbe (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Tencent-Hunyuan/RepoProbe · language Python · Low traction repo from Tencent AI lab.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","signal_desk":"repos","source_context":{"source_url":"https://github.com/Tencent-Hunyuan/RepoProbe","source_host":"github.com","occurred_at":"2026-08-05T12:42:23+00:00","first_seen_at":"2026-08-06T07:00:53.111549+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Tencent Hunyuan","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"Tencent-Hunyuan/RepoProbe","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"11","source":"traction"},{"label":"Notability","value":"Low traction repo from Tencent AI lab.","source":"signal"},{"label":"Radar lane","value":"Evals and quality","source":"radar"},{"label":"Matched term","value":"benchmark","source":"radar"},{"label":"Watch term","value":"Eval methodology","source":"evidence"},{"label":"Watch term","value":"Data pipeline","source":"evidence"},{"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/Tencent-Hunyuan/RepoProbe"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-08-06T07:02:12.818738+00:00"},"data_business":{"matches":true,"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals","json_url":"https://onlylabs.fyi/data-radar/evals/signals.json"}],"matched_terms":["benchmark"],"score":14,"reason":"Tencent Hunyuan has a repo signal matching evals and quality."},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/8edff6ed-fb3f-4b4e-851d-1d9a07baeabe/signal.json","dossier_json":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/tencent-hunyuan/evidence.json","topic_signals_json":null,"topic_feed":null,"category_signals_json":"https://onlylabs.fyi/signals.json","data_radar_json":"https://onlylabs.fyi/data-radar.json","opportunities_json":"https://onlylabs.fyi/opportunities.json"},"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?","Which data-business lane explains this signal: Evals and quality?","Do the 6 related repo signals show a repeated pattern?"],"output_fields":["org","repo","technical_theme","data_business_lane","evidence_url"],"data_business_relevance":"New repositories can expose organization build priorities early, especially around internal tooling, eval infrastructure, data systems, deployment, and agent workflows.","required_sources":[{"label":"signal_json","url":"https://onlylabs.fyi/signals/8edff6ed-fb3f-4b4e-851d-1d9a07baeabe/signal.json","required":true},{"label":"source","url":"https://github.com/Tencent-Hunyuan/RepoProbe","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/tencent-hunyuan/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/tencent-hunyuan/evidence.json","required":true},{"label":"topic_signals_json","url":null,"required":false},{"label":"data_radar_json","url":"https://onlylabs.fyi/data-radar.json","required":true}],"expected_output":["one-paragraph source-grounded interpretation","data-business 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 Tencent Hunyuan's repo signal \"Tencent-Hunyuan/RepoProbe\" for frontier lab strategy and data-business implications."},"semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published repo","object":"Tencent-Hunyuan/RepoProbe","text":"Tencent Hunyuan published repo Tencent-Hunyuan/RepoProbe."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"is classified as","object":"repo signal","text":"Tencent-Hunyuan/RepoProbe is classified as repo signal."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"belongs to","object":"repos desk","text":"Tencent-Hunyuan/RepoProbe belongs to repos desk."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has context","object":"Python","text":"Tencent-Hunyuan/RepoProbe has context Python."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Tencent-Hunyuan/RepoProbe has evidence coverage 1 captured evidence page."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"matches data-business lanes","object":"Evals and quality","text":"Tencent-Hunyuan/RepoProbe matches data-business lanes Evals and quality."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has captured page count","object":"1","text":"Tencent-Hunyuan/RepoProbe has captured page count 1."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has readable page count","object":"1","text":"Tencent-Hunyuan/RepoProbe has readable page count 1."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has related signal count","object":"6","text":"Tencent-Hunyuan/RepoProbe has related signal count 6."},{"subject":"Tencent-Hunyuan/RepoProbe","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":"Tencent-Hunyuan/RepoProbe 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":"Tencent-Hunyuan/RepoProbe","predicate":"has source host","object":"github.com","text":"Tencent-Hunyuan/RepoProbe has source host github.com."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has lab","object":"Tencent Hunyuan","text":"Tencent-Hunyuan/RepoProbe has lab Tencent Hunyuan."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has signal desk","object":"repos","text":"Tencent-Hunyuan/RepoProbe has signal desk repos."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has source host","object":"github.com","text":"Tencent-Hunyuan/RepoProbe has source host github.com."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has repository","object":"Tencent-Hunyuan/RepoProbe","text":"Tencent-Hunyuan/RepoProbe has repository Tencent-Hunyuan/RepoProbe."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has language","object":"Python","text":"Tencent-Hunyuan/RepoProbe has language Python."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has stars","object":"11","text":"Tencent-Hunyuan/RepoProbe has stars 11."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has notability","object":"Low traction repo from Tencent AI lab.","text":"Tencent-Hunyuan/RepoProbe has notability Low traction repo from Tencent AI lab.."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has radar lane","object":"Evals and quality","text":"Tencent-Hunyuan/RepoProbe has radar lane Evals and quality."}]},"intelligence":{"signal_desk":"repos","answer":"Tencent Hunyuan published Tencent-Hunyuan/RepoProbe (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo Tencent-Hunyuan/RepoProbe · language Python · Low traction repo from Tencent AI lab.. onlylabs links this event to 1 captured evidence page and 6 related repo signals. It also maps to Evals and quality in the data-business radar.","semantic_triples":[{"subject":"Tencent Hunyuan","predicate":"published repo","object":"Tencent-Hunyuan/RepoProbe","text":"Tencent Hunyuan published repo Tencent-Hunyuan/RepoProbe."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"is classified as","object":"repo signal","text":"Tencent-Hunyuan/RepoProbe is classified as repo signal."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"belongs to","object":"repos desk","text":"Tencent-Hunyuan/RepoProbe belongs to repos desk."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has context","object":"Python","text":"Tencent-Hunyuan/RepoProbe has context Python."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"has evidence coverage","object":"1 captured evidence page","text":"Tencent-Hunyuan/RepoProbe has evidence coverage 1 captured evidence page."},{"subject":"Tencent-Hunyuan/RepoProbe","predicate":"matches data-business lanes","object":"Evals and quality","text":"Tencent-Hunyuan/RepoProbe matches data-business lanes Evals and quality."}]},"signal":{"id":"8edff6ed-fb3f-4b4e-851d-1d9a07baeabe","url":"https://onlylabs.fyi/signals/8edff6ed-fb3f-4b4e-851d-1d9a07baeabe","json_url":"https://onlylabs.fyi/signals/8edff6ed-fb3f-4b4e-851d-1d9a07baeabe/signal.json","source_url":"https://github.com/Tencent-Hunyuan/RepoProbe","title":"Tencent-Hunyuan/RepoProbe","summary":"Tencent Hunyuan 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":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-05T12:42:23+00:00","first_seen_at":"2026-08-06T07:00:53.111549+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/Tencent-Hunyuan/RepoProbe"]},"facets":{"repo":"Tencent-Hunyuan/RepoProbe","language":"Python"},"traction":{"github_stars":11,"hn_points":null,"hn_comments":null,"hn_story_id":null,"hf_downloads":null,"hf_likes":null},"data_radar":{"lanes":[{"key":"evals","label":"Evals and quality","url":"https://onlylabs.fyi/data-radar/evals"}],"score":14,"matched_terms":["benchmark"],"reason":"Tencent Hunyuan has a repo signal matching evals and quality."}},"primary_evidence_page":{"is_primary":true,"source_match":true,"url":"https://github.com/Tencent-Hunyuan/RepoProbe","final_url":"https://github.com/Tencent-Hunyuan/RepoProbe","title":"Tencent-Hunyuan/RepoProbe repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-08-06T07:02:12.818738+00:00","bytes":21011,"raw_path":"08b77ba795b06956afac4a7dc75756ed9c8f48814020bf9d22a5d578a7aecac3.json","content_hash":"eb311d23d60f2aa5ac7154adef0e947a6a8e1742a9e0b5db1ec3f21807165328","excerpt_chars":1200,"truncated":true,"excerpt":"Tencent-Hunyuan/RepoProbe Description: Benchmark for repository-level code understanding: 500 open-ended questions from real GitHub Discussions across 50 repositories, graded by a checklist-based verification protocol (ASE 2026) Language: Python License: NOASSERTION Stars: 6 Forks: 0 Open issues: 0 Created: 2026-08-05T12:42:23Z Pushed: 2026-08-06T03:33:17Z Default branch: main Fork: no Archived: no README: RepoProbe **Can an LLM explain how a codebase actually works — not just patch it?** Evaluation code and benchmark data for the paper: > **RepoProbe: Benchmarking Architecture-Aware Repository Comprehension with Checklists** > *41st IEEE/ACM International Conference on Automated Software Engineering (ASE 2026)* > Munich, Germany, October 12–16, 2026 > [arXiv:2608.04783](https://arxiv.org/abs/2608.04783) RepoProbe is a discussion-based benchmark for repository-level code understanding. Unlike defect-centric benchmarks that supply strong localisation cues (stack traces, error logs, filenames) and thereby let models shortcut genuine comprehension, RepoProbe draws its questions from real **GitHub Discussions** — open-ended architectural inquiries about how a codebase actually works...."},"evidence_pages":[],"related_signals":[{"id":"61479c69-db13-4d0f-9ffc-d1053b225295","url":"https://onlylabs.fyi/signals/61479c69-db13-4d0f-9ffc-d1053b225295","source_url":"https://github.com/Tencent-Hunyuan/Hy4-preview","title":"Tencent-Hunyuan/Hy4-preview","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-27T09:27:34+00:00","first_seen_at":"2026-08-28T07:00:48.344557+00:00","date_source":"source"},{"id":"6e01745c-488d-4762-82cf-72b6aea558f9","url":"https://onlylabs.fyi/signals/6e01745c-488d-4762-82cf-72b6aea558f9","source_url":"https://github.com/Tencent-Hunyuan/Hunyuan3D-WorldClaw","title":"Tencent-Hunyuan/Hunyuan3D-WorldClaw","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-05T11:39:27+00:00","first_seen_at":"2026-08-06T07:00:53.111549+00:00","date_source":"source"},{"id":"c61eb601-0753-498a-8ef7-35750bdde4cc","url":"https://onlylabs.fyi/signals/c61eb601-0753-498a-8ef7-35750bdde4cc","source_url":"https://github.com/Tencent-Hunyuan/VisualNeedle","title":"Tencent-Hunyuan/VisualNeedle","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-08-05T08:12:16+00:00","first_seen_at":"2026-08-06T07:00:53.111549+00:00","date_source":"source"},{"id":"c16d9242-e5b6-4ee5-944a-64f54e8f83bd","url":"https://onlylabs.fyi/signals/c16d9242-e5b6-4ee5-944a-64f54e8f83bd","source_url":"https://github.com/Tencent-Hunyuan/Hunyuan3D-Buffalo1.0","title":"Tencent-Hunyuan/Hunyuan3D-Buffalo1.0","context":null,"kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-07-31T07:06:53+00:00","first_seen_at":"2026-08-01T07:00:46.180578+00:00","date_source":"source"},{"id":"37849095-23c6-4c50-a48e-824d5410b5f9","url":"https://onlylabs.fyi/signals/37849095-23c6-4c50-a48e-824d5410b5f9","source_url":"https://github.com/Tencent-Hunyuan/Hyra-results","title":"Tencent-Hunyuan/Hyra-results","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-07-17T02:27:25+00:00","first_seen_at":"2026-07-21T07:01:46.923579+00:00","date_source":"source"},{"id":"4e062d6c-442a-4294-ae43-eb3ea4573ed2","url":"https://onlylabs.fyi/signals/4e062d6c-442a-4294-ae43-eb3ea4573ed2","source_url":"https://github.com/Tencent-Hunyuan/Hy-Embodied-RxBrain-1.0","title":"Tencent-Hunyuan/Hy-Embodied-RxBrain-1.0","context":"Python","kind":{"key":"repo_new","label":"Repo"},"org":{"slug":"tencent-hunyuan","name":"Tencent Hunyuan","category":"frontier-lab"},"occurred_at":"2026-07-14T12:10:37+00:00","first_seen_at":"2026-07-15T07:00:50.527156+00:00","date_source":"source"}]}