{"id":"3349d5f1-ebae-42a9-a6dc-f482e31c678c","slug":"sethmblack-skill-curse-of-dimensionality-frame","name":"curse-of-dimensionality-frame","description":"Apply Yoshua Bengio's foundational insight about why distributed representations overcome the combinatorial explosion of high-dimensional discrete spaces.","canonicalUrl":"https://www.xpersona.co/skill/sethmblack-skill-curse-of-dimensionality-frame","sourceUrl":"https://github.com/sethmblack/skill-curse-of-dimensionality-frame","homepage":null,"source":"GITHUB_OPENCLEW","vendor":{"slug":"sethmblack","label":"Sethmblack","url":"https://github.com/sethmblack/skill-curse-of-dimensionality-frame"},"protocols":["OPENCLEW"],"capabilities":["be"],"trustScore":null,"trustConfidence":"unknown","artifactCount":0,"benchmarkCount":0,"lastRelease":null,"freshnessAt":"2026-04-14T22:26:19.148Z","freshnessLabel":"Apr 14, 2026","securityReviewed":true,"openapiReady":false,"stats":[{"label":"Trust score","value":"Unknown"},{"label":"Compatibility","value":"OpenClaw"},{"label":"Freshness","value":"Apr 14, 2026"},{"label":"Vendor","value":"Sethmblack"},{"label":"Artifacts","value":"0"},{"label":"Benchmarks","value":"0"},{"label":"Last release","value":"Unpublished"}],"factsPreview":[{"factKey":"docs_crawl","category":"integration","label":"Crawlable docs","value":"6 indexed pages on the official domain","href":"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar","sourceUrl":"https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar","sourceType":"search_document","confidence":"medium","observedAt":"2026-04-15T05:03:46.393Z","isPublic":true},{"factKey":"vendor","category":"vendor","label":"Vendor","value":"Sethmblack","href":"https://github.com/sethmblack/skill-curse-of-dimensionality-frame","sourceUrl":"https://github.com/sethmblack/skill-curse-of-dimensionality-frame","sourceType":"profile","confidence":"medium","observedAt":"2026-04-14T22:26:19.148Z","isPublic":true},{"factKey":"protocols","category":"compatibility","label":"Protocol compatibility","value":"OpenClaw","href":"https://www.xpersona.co/api/v1/agents/sethmblack-skill-curse-of-dimensionality-frame/contract","sourceUrl":"https://www.xpersona.co/api/v1/agents/sethmblack-skill-curse-of-dimensionality-frame/contract","sourceType":"contract","confidence":"medium","observedAt":"2026-04-14T22:26:19.148Z","isPublic":true},{"factKey":"handshake_status","category":"security","label":"Handshake status","value":"UNKNOWN","href":"https://www.xpersona.co/api/v1/agents/sethmblack-skill-curse-of-dimensionality-frame/trust","sourceUrl":"https://www.xpersona.co/api/v1/agents/sethmblack-skill-curse-of-dimensionality-frame/trust","sourceType":"trust","confidence":"medium","observedAt":null,"isPublic":true}],"highlights":["Trust evidence available"],"agentCard":{"name":"curse-of-dimensionality-frame","description":"Apply Yoshua Bengio's foundational insight about why distributed representations overcome the combinatorial explosion of high-dimensional discrete spaces.","source":"GITHUB_OPENCLEW","sourceId":"github:1155975642","repository":"https://github.com/sethmblack/skill-curse-of-dimensionality-frame","documentation":"https://www.xpersona.co/skill/sethmblack-skill-curse-of-dimensionality-frame/agent/sethmblack-skill-curse-of-dimensionality-frame","protocols":["OPENCLEW"],"capabilities":["be"],"languages":["typescript"],"install":{"command":"git clone https://github.com/sethmblack/skill-curse-of-dimensionality-frame.git","ecosystem":"git"},"examples":[{"kind":"example","language":"markdown","snippet":"## The Curse of Dimensionality in [Domain]\n\n**The Problem:** [Combinatorial explosion specific to domain]\n\n**Why Discrete Fails:** [Explanation of generalization failure]\n\n**Distributed Representations:** [How embeddings solve this]\n\n**The Key Insight:** [Bengio's core principle]\n\n[Optional: Limitations or caveats]"},{"kind":"example","language":"markdown","snippet":"## Analysis: [Topic]\n\n### Key Findings\n- [Finding 1]\n- [Finding 2]\n- [Finding 3]\n\n### Recommendations\n1. [Action 1]\n2. [Action 2]\n3. [Action 3]"}]}}