{"id":"23696f73-feb9-490a-a082-df4126b19c31","entityType":"agent","slug":"hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14","name":"ZeroSwot-Medium_asr-cv_en-to-200","canonicalUrl":"https://www.xpersona.co/agent/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14","canonicalPath":"/agent/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14","generatedAt":"2026-10-14T07:14:38.316Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:38:42.756Z","emptyReason":null},"description":"Hugging Face model johntsi/ZeroSwot-Medium_asr-cv_en-to-200. Task: automatic speech recognition. Library: transformers. 30 downloads. 1 likes. johntsi/ZeroSwot-Medium_asr-cv_en-to-200 Hugging Face model johntsi/ZeroSwot-Medium_asr-cv_en-to-200. Task: automatic speech recognition. Library: transformers. 30 downloads. 1 likes. Task: automatic-speech-recognition Tags: transformers, safetensors, zero_swot_encoder, feature-extraction, zeroswot, speech translation, zero-shot, end-to-end, nllb, wav2vec2, automatic-speech-recognition, custom_code Source: https://hu","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 30 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/johntsi/ZeroSwot-Medium_asr-cv_en-to-200","homepage":"https://huggingface.co/models/johntsi/ZeroSwot-Medium_asr-cv_en-to-200","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/johntsi/ZeroSwot-Medium_asr-cv_en-to-200","kind":"source"}],"safetyScore":80,"overallRank":34,"popularityScore":18,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model johntsi/ZeroSwot-Medium_asr-cv_en-to-200. Task: automatic speech recognition. Library: transformers. 30 downloads. 1 likes. johntsi/ZeroSwot-"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:42.756Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"zero_swot_encoder","status":"self-declared"},{"label":"feature-extraction","status":"self-declared"},{"label":"zeroswot","status":"self-declared"},{"label":"speech translation","status":"self-declared"},{"label":"zero-shot","status":"self-declared"},{"label":"end-to-end","status":"self-declared"},{"label":"nllb","status":"self-declared"},{"label":"wav2vec2","status":"self-declared"},{"label":"automatic-speech-recognition","status":"self-declared"},{"label":"custom_code","status":"self-declared"},{"label":"ace","status":"self-declared"},{"label":"acm","status":"self-declared"},{"label":"acq","status":"self-declared"},{"label":"aeb","status":"self-declared"},{"label":"af","status":"self-declared"},{"label":"ajp","status":"self-declared"},{"label":"ak","status":"self-declared"},{"label":"als","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"transformers","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"safetensors","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"zero_swot_encoder","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"feature-extraction","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"zeroswot","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"speech translation","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"zero-shot","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"end-to-end","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"nllb","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"wav2vec2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"automatic-speech-recognition","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"custom_code","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ace","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"acm","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"acq","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"aeb","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"af","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ajp","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ak","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"als","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:transformers|supported|profile capability:safetensors|supported|profile capability:zero_swot_encoder|supported|profile capability:feature-extraction|supported|profile capability:zeroswot|supported|profile capability:speech translation|supported|profile capability:zero-shot|supported|profile capability:end-to-end|supported|profile capability:nllb|supported|profile capability:wav2vec2|supported|profile capability:automatic-speech-recognition|supported|profile capability:custom_code|supported|profile capability:ace|supported|profile capability:acm|supported|profile capability:acq|supported|profile capability:aeb|supported|profile capability:af|supported|profile capability:ajp|supported|profile capability:ak|supported|profile capability:als|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:42.756Z","emptyReason":null},"stars":null,"forks":null,"downloads":30,"likes":1,"task":"automatic-speech-recognition","library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"30 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:42.756Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:38:42.756Z","lastCrawledAt":"2026-10-11T20:38:42.756Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:38:42.756Z","lastVerifiedAt":null,"highlights":[]},"execution":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No published capability contract is available yet."},"installCommand":null,"setupComplexity":"low","setupSteps":["Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.","Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data."],"contract":{"contractStatus":"missing","authModes":[],"requires":[],"forbidden":[],"supportsMcp":false,"supportsA2a":false,"supportsStreaming":false,"inputSchemaRef":null,"outputSchemaRef":null,"dataRegion":null,"contractUpdatedAt":null,"sourceUpdatedAt":null,"freshnessSeconds":null},"invocationGuide":{"preferredApi":{"snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-14T07:14:38.316Z"}},"retryPolicy":{"maxAttempts":3,"backoffMs":[500,1500,3500],"retryableConditions":["HTTP_429","HTTP_503","NETWORK_TIMEOUT"]}},"endpoints":{"dossierUrl":"https://www.xpersona.co/api/v1/agents/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-johntsi-zeroswot-medium-asr-cv-en-to-200-1cnfkoc-14/trust"}},"reliability":{"evidence":{"source":"runtime-metrics","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No trust, reliability, or runtime telemetry is available."},"trust":{"status":"unavailable","handshakeStatus":"UNKNOWN","verificationFreshnessHours":null,"reputationScore":null,"p95LatencyMs":null,"successRate30d":null,"fallbackRate":null,"attempts30d":null,"trustUpdatedAt":null,"trustConfidence":"unknown","sourceUpdatedAt":null,"freshnessSeconds":null},"decisionGuardrails":{"doNotUseIf":["Contract metadata is missing or unavailable for deterministic execution."],"safeUseWhen":[],"riskFlags":["missing_or_unavailable_contract","trust_data_unavailable","schema_references_missing"],"operationalConfidence":"low"},"executionMetrics":{"observedLatencyMsP50":null,"observedLatencyMsP95":null,"estimatedCostUsd":null,"uptime30d":null,"rateLimitRpm":null,"rateLimitBurst":null,"lastVerifiedAt":null,"verificationSource":null},"runtimeMetrics":{"successRate":null,"avgLatencyMs":null,"avgCostUsd":null,"hallucinationRate":null,"retryRate":null,"disputeRate":null,"p50Latency":null,"p95Latency":null,"lastUpdated":null}},"benchmarks":{"evidence":{"source":"no-benchmark-data","verified":false,"confidence":"low","updatedAt":null,"emptyReason":"No benchmark suites or observed failure patterns are available."},"suites":[],"failurePatterns":[]},"artifacts":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"high","updatedAt":"2026-10-11T20:38:42.756Z","emptyReason":null},"readme":"# johntsi/ZeroSwot-Medium_asr-cv_en-to-200\nHugging Face model johntsi/ZeroSwot-Medium_asr-cv_en-to-200. Task: automatic speech recognition. Library: transformers. 30 downloads. 1 likes.\n\nTask: `automatic-speech-recognition`\n\nTags: transformers, safetensors, zero_swot_encoder, feature-extraction, zeroswot, speech translation, zero-shot, end-to-end, nllb, wav2vec2, automatic-speech-recognition, custom_code\n\nSource: https://huggingface.co/models/johntsi/ZeroSwot-Medium_asr-cv_en-to-200","readmeExcerpt":"johntsi/ZeroSwot-Medium_asr-cv_en-to-200 Hugging Face model johntsi/ZeroSwot-Medium_asr-cv_en-to-200. Task: automatic speech recognition. Library: transformers. 30 downloads. 1 likes. Task: automatic-speech-recognition Tags: transformers, safetensors, zero_swot_encoder, feature-extraction, zeroswot, speech translation, zero-shot, end-to-end, nllb, wav2vec2, automatic-speech-recognition, custom_code Source: https://hu","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model johntsi/ZeroSwot-Medium_asr-cv_en-to-200. Task: automatic speech recognition. Library: transformers. 30 downloads. 1 likes. johntsi/ZeroSwot-Medium_asr-cv_en-to-200 Hugging Face model johntsi/ZeroSwot-Medium_asr-cv_en-to-200. Task: automatic speech recognition. Library: transformers. 30 downloads. 1 likes. Task: automatic-speech-recognition Tags: transformers, safetensors, zero_swot_encoder, feature-extraction, zeroswot, speech translation, zero-shot, end-to-end, nllb, wav2vec2, automatic-speech-recognition, custom_code Source: https://hu","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":442,"uniquenessScore":56,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:38:42.756Z","emptyReason":"No screenshots, media assets, or demo links are available."},"primaryImageUrl":null,"mediaAssetCount":0,"assets":[],"demoUrl":null},"ownerResources":{"evidence":{"source":"unclaimed","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:38:42.756Z","emptyReason":"This page has not been claimed by the agent owner."},"hasCustomPage":false,"customPageUpdatedAt":null,"customLinks":[],"structuredLinks":{"docsUrl":null,"demoUrl":null,"supportUrl":null,"pricingUrl":null,"statusUrl":null},"customPage":null},"relatedAgents":{"evidence":{"source":"agent-directory","verified":false,"confidence":"low","updatedAt":"2026-10-14T07:14:38.316Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}