{"schema_version":"onlylabs.public_signal.v1","title":"Nous Research Repo: NousResearch/huskyholdem-bench","description":"Nous Research repo signal with public source context, captured evidence pages, related signals, and category-scoped analysis context.","url":"https://onlylabs.fyi/signals/cbaa540f-3282-4460-8530-e97504a9e04d","json_url":"https://onlylabs.fyi/signals/cbaa540f-3282-4460-8530-e97504a9e04d/signal.json","generated_at":"2026-06-11T03:17:48.13514+00:00","org":{"slug":"nous","name":"Nous Research","category":"neolab","category_label":"Neolab","dossier_url":"https://onlylabs.fyi/labs/nous","dossier_json_url":"https://onlylabs.fyi/labs/nous/dossier.json"},"related_urls":{"signal":"https://onlylabs.fyi/signals/cbaa540f-3282-4460-8530-e97504a9e04d","signal_json":"https://onlylabs.fyi/signals/cbaa540f-3282-4460-8530-e97504a9e04d/signal.json","source":"https://github.com/NousResearch/huskyholdem-bench","lab_dossier":"https://onlylabs.fyi/labs/nous","lab_dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis":"https://onlylabs.fyi/analysis/nous","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/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":"Nous Research published NousResearch/huskyholdem-bench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. High-signal details: repo NousResearch/huskyholdem-bench · language Python · New benchmark repo, low stars. onlylabs links this event to 1 captured evidence page and 6 related repo signals.","signal_desk":"repos","source_context":{"source_url":"https://github.com/NousResearch/huskyholdem-bench","source_host":"github.com","occurred_at":"2025-07-27T22:59:00+00:00","first_seen_at":"2026-06-06T01:49:37.982614+00:00","date_source":"source","context":"Python"},"context_markers":[{"label":"Lab","value":"Nous Research","source":"signal"},{"label":"Signal desk","value":"repos","source":"signal"},{"label":"Source host","value":"github.com","source":"source"},{"label":"Repository","value":"NousResearch/huskyholdem-bench","source":"source"},{"label":"Language","value":"Python","source":"source"},{"label":"Stars","value":"21","source":"traction"},{"label":"Notability","value":"New benchmark repo, low stars","source":"signal"},{"label":"Watch term","value":"Eval methodology","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/NousResearch/huskyholdem-bench"],"related_signals":6,"has_source_url":true,"latest_page_fetched_at":"2026-06-11T03:17:48.13514+00:00"},"data_business":{"matches":false,"lanes":[],"matched_terms":[],"score":null,"reason":null},"agent_handoff":{"signal_json":"https://onlylabs.fyi/signals/cbaa540f-3282-4460-8530-e97504a9e04d/signal.json","dossier_json":"https://onlylabs.fyi/labs/nous/dossier.json","analysis_json":"https://onlylabs.fyi/analysis/nous/analysis.json","analysis_evidence_json":"https://onlylabs.fyi/analysis/nous/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/cbaa540f-3282-4460-8530-e97504a9e04d/signal.json","required":true},{"label":"source","url":"https://github.com/NousResearch/huskyholdem-bench","required":true},{"label":"dossier_json","url":"https://onlylabs.fyi/labs/nous/dossier.json","required":true},{"label":"analysis_evidence_json","url":"https://onlylabs.fyi/analysis/nous/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 Nous Research's repo signal \"NousResearch/huskyholdem-bench\" for neolab strategy."},"semantic_triples":[{"subject":"Nous Research","predicate":"published repo","object":"NousResearch/huskyholdem-bench","text":"Nous Research published repo NousResearch/huskyholdem-bench."},{"subject":"NousResearch/huskyholdem-bench","predicate":"is classified as","object":"repo signal","text":"NousResearch/huskyholdem-bench is classified as repo signal."},{"subject":"NousResearch/huskyholdem-bench","predicate":"belongs to","object":"repos desk","text":"NousResearch/huskyholdem-bench belongs to repos desk."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has context","object":"Python","text":"NousResearch/huskyholdem-bench has context Python."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has evidence coverage","object":"1 captured evidence page","text":"NousResearch/huskyholdem-bench has evidence coverage 1 captured evidence page."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has captured page count","object":"1","text":"NousResearch/huskyholdem-bench has captured page count 1."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has readable page count","object":"1","text":"NousResearch/huskyholdem-bench has readable page count 1."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has related signal count","object":"6","text":"NousResearch/huskyholdem-bench has related signal count 6."},{"subject":"NousResearch/huskyholdem-bench","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":"NousResearch/huskyholdem-bench 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":"NousResearch/huskyholdem-bench","predicate":"has source host","object":"github.com","text":"NousResearch/huskyholdem-bench has source host github.com."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has lab","object":"Nous Research","text":"NousResearch/huskyholdem-bench has lab Nous Research."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has signal desk","object":"repos","text":"NousResearch/huskyholdem-bench has signal desk repos."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has source host","object":"github.com","text":"NousResearch/huskyholdem-bench has source host github.com."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has repository","object":"NousResearch/huskyholdem-bench","text":"NousResearch/huskyholdem-bench has repository NousResearch/huskyholdem-bench."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has language","object":"Python","text":"NousResearch/huskyholdem-bench has language Python."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has stars","object":"21","text":"NousResearch/huskyholdem-bench has stars 21."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has notability","object":"New benchmark repo, low stars","text":"NousResearch/huskyholdem-bench has notability New benchmark repo, low stars."},{"subject":"NousResearch/huskyholdem-bench","predicate":"has watch term","object":"Eval methodology","text":"NousResearch/huskyholdem-bench has watch term Eval methodology."}]},"intelligence":{"signal_desk":"repos","answer":"Nous Research published NousResearch/huskyholdem-bench (Python). This repository signal exposes tooling, eval, infrastructure, or model-adjacent work before it may appear in a launch post. 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Overview The benchmark challenges LLMs to generate functional Python poker bots, refine them through five iterative improvement rounds based on performance feedback, and compete in comprehensive tournaments where success is measured by net monetary gains across a series of six-handed games. 🌐 **Bench Website**: [huskybench.com](https://huskybench.com/) 📊 **API Documentation**: [api.huskybench.com/docs](https://api.huskybench.com/docs) Architecture ![System architecture diagram showing the interconnected components of the Husky Hold'em Benchmark](Pokerbot-arch.png) Directory Overview - Frontend: Our web client that showing leaderboard and visualization of all games ran. - Server (the-betting-edge): Server that handle queueing and orchestrating muliple round of game on a large..."},"evidence_pages":[{"url":"https://github.com/NousResearch/huskyholdem-bench","final_url":"https://github.com/NousResearch/huskyholdem-bench","title":"NousResearch/huskyholdem-bench repository metadata","http_status":200,"content_type":"application/json","capture_method":"plain","fetched_at":"2026-06-11T03:17:48.13514+00:00","bytes":12304,"raw_path":"e2a24ead32c95e3b27f25a4ba9af12427b77dccdafd5f8c57dab077f7d8038b2.json","content_hash":"1f7836e8d8b20109283ba292aa6cf05f6e5074bb9fb769559de3290d459a115f","excerpt_chars":1200,"truncated":true,"excerpt":"NousResearch/huskyholdem-bench Language: Python Stars: 21 Forks: 2 Open issues: 1 Created: 2025-07-27T22:59:00Z Pushed: 2025-09-05T05:48:56Z Default branch: main Fork: no Archived: no README: 🃏 Husky Hold'em Benchmark A comprehensive benchmark for evaluating Large Language Models' ability to generate strategic poker bots through iterative code generation, optimization, and competitive multi-agent gameplay. 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