{"id":"cmuxhvwtv0eljad07dc6n8kiq","slug":"optimizing-attention-flash","publicId":"31029b66-c98d-4b6e-97f5-8d5c65903f09","name":"flash-attention","description":"Speed up long-sequence transformer training and inference.","version":"1.0.1","author":"Orchestra Research","license":"MIT","compatibility":"","status":"completed","overallGrade":"B","scannerVersion":11,"fileCount":3,"hasSkillMd":true,"hasScripts":false,"hasReferences":true,"hasEvals":false,"hasAssets":false,"sourceType":"github","sourceUrl":"https://github.com/NousResearch/hermes-agent/tree/main/optional-skills/mlops/flash-attention","createdAt":"2026-10-07T02:35:06.160Z","completedAt":"2026-10-07T02:35:06.158Z","visibility":"public","publishedAt":"2026-07-29T11:31:11.522Z","category":"","frameworks":[],"badgeStatus":"conditional","downloadCount":0,"verdictRationale":{"summary":"Skill has warnings: 1 warning in security or structure checks.","verdict":"warn","scanners":[{"source":"vettd","weight":1,"verdict":"warn"},{"source":"cisco","weight":0.8,"verdict":"pass"}],"consensus":"warn","warnTriggers":["References external URL — review for indirect prompt injection risk"],"policyVersion":"consensus-v1","hardFailTriggers":[]},"verdictPolicyVersion":"consensus-v1","skillId":"cmsq532980jwcad09vp2pwgvy","findings":[{"id":"cmuxhvwtv0elkad0766r0sggc","source":"vettd","category":"security","label":"References external URL — review for indirect prompt injection risk","detail":"External URL(s) detected in SKILL.md — referenced content can change after audit","severity":"medium","ruleId":"VTD-0088","owaspLlmCategory":null,"intent":null,"chainId":null,"fingerprint":"42638a8b7e9fc5df27449992eaebc724","filepath":"SKILL.md"}],"scannerRuns":[{"source":"cisco","status":"success","verdict":null,"grade":"A","findingCount":0,"criticalCount":0,"highCount":0},{"source":"vettd","status":"success","verdict":null,"grade":"B","findingCount":1,"criticalCount":0,"highCount":0}],"user":{"name":"Justin Pacella","image":"https://avatars.githubusercontent.com/u/97124458?v=4"},"repository":{"owner":"NousResearch","name":"hermes-agent"},"freshness":{"status":"verified_unchanged","reason":null,"retryable":false,"renamedTo":null,"lastCheckedAt":"2026-10-21T16:37:41.089Z","lastVerifiedAt":"2026-10-21T16:37:41.089Z","lastChangeDetectedAt":"2026-08-25T19:02:23.959Z","scannedHash":"f177488960cdaab879d66e626de0b32ce5c81e12","latestUpstreamHash":"f177488960cdaab879d66e626de0b32ce5c81e12","nextCheckDueAt":"2026-10-22T15:32:56.716Z"},"signalCategories":[{"category":"safety","label":"Safety","form":"graded","verdict":null,"rows":[]},{"category":"reliability","label":"Reliability & Quality","form":"graded","verdict":null,"rows":[]},{"category":"performance","label":"Performance","form":"measured","verdict":{"form":"measured","magnitudes":[{"ruleId":"performance/static-context-tokens","label":"Static context tokens","value":2959,"unit":null,"method":"tiktoken/cl100k_base/skill-md-body"}]},"rows":[{"origin":"signal","id":"cmuxhvyjd0exsad07wnefpc49","subjectType":"skill_audit","subjectId":"cmuxhvwtv0eljad07dc6n8kiq","relatedType":"","relatedId":"","dataCategory":"performance","sourceClass":"scan","source":"vettd","ruleId":"performance/progressive-disclosure","severity":null,"label":"Progressive disclosure","detail":null,"valueNum":null,"valueText":"present","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:35:04.000Z","payload":null},{"origin":"signal","id":"cmuxhvx7t0ep3ad07e5gncsah","subjectType":"skill_audit","subjectId":"cmuxhvwtv0eljad07dc6n8kiq","relatedType":"","relatedId":"","dataCategory":"performance","sourceClass":"scan","source":"vettd","ruleId":"performance/static-context-tokens","severity":null,"label":"Static context tokens","detail":null,"valueNum":2959,"valueText":null,"unit":null,"method":"tiktoken/cl100k_base/skill-md-body","derivation":null,"confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:35:04.000Z","payload":null}]},{"category":"cost","label":"Cost","form":"measured","verdict":null,"rows":[]},{"category":"compatibility","label":"Compatibility","form":"unjudged","verdict":{"form":"unjudged"},"rows":[{"origin":"signal","id":"cmuxhvxaw0epxad077j0kbkcx","subjectType":"skill_audit","subjectId":"cmuxhvwtv0eljad07dc6n8kiq","relatedType":"","relatedId":"","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/declared-environment-assumptions","severity":null,"label":"Declared environment assumptions","detail":null,"valueNum":null,"valueText":"","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:35:04.000Z","payload":null},{"origin":"signal","id":"cmuxhvy2h0euwad07br2atcee","subjectType":"skill_audit","subjectId":"cmuxhvwtv0eljad07dc6n8kiq","relatedType":"","relatedId":"","dataCategory":"compatibility","sourceClass":"scan","source":"vettd","ruleId":"compatibility/declared-name","severity":null,"label":"Declared skill name","detail":null,"valueNum":null,"valueText":"flash-attention","unit":null,"method":null,"derivation":"read","confidence":null,"sampleSize":null,"synthetic":false,"firstParty":true,"observedAt":"2026-10-07T02:35:04.000Z","payload":null}]},{"category":"sentiment","label":"Popularity","form":"unjudged","verdict":null,"rows":[]},{"category":"characteristics","label":"Characteristics","form":"unjudged","verdict":null,"rows":[]}],"signalCount":24,"publisherSupplied":["name","description","author","version","license"]}