{"id":"fb52b5aa-cb61-4b2e-ac64-1aa4f8b0423b","entityType":"agent","slug":"hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x","name":"qwen3-8b-t5-inverter","canonicalUrl":"https://www.xpersona.co/agent/hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x","canonicalPath":"/agent/hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x","generatedAt":"2026-10-15T02:32:42.059Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:38:47.975Z","emptyReason":null},"description":"Hugging Face model kennethge123/qwen3-8b-t5-inverter. Task: feature extraction. 29 downloads. 1 likes. kennethge123/qwen3-8b-t5-inverter Hugging Face model kennethge123/qwen3-8b-t5-inverter. Task: feature extraction. 29 downloads. 1 likes. Task: feature-extraction Tags: safetensors, embedding-inversion, vec2text, t5, qwen3, text-embeddings, feature-extraction, en, dataset:custom, arxiv:2310.06816, base_model:google-t5/t5-base, base_model:finetune:google-t5/t5-base Source: https://huggingface.co/models/kennethge123/qwe","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 29 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/kennethge123/qwen3-8b-t5-inverter","homepage":"https://huggingface.co/models/kennethge123/qwen3-8b-t5-inverter","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/kennethge123/qwen3-8b-t5-inverter","kind":"source"}],"safetyScore":80,"overallRank":34,"popularityScore":18,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model kennethge123/qwen3-8b-t5-inverter. Task: feature extraction. 29 downloads. 1 likes. kennethge123/qwen3-8b-t5-inverter Hugging Face model kenn"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:47.975Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"safetensors","status":"self-declared"},{"label":"embedding-inversion","status":"self-declared"},{"label":"vec2text","status":"self-declared"},{"label":"t5","status":"self-declared"},{"label":"qwen3","status":"self-declared"},{"label":"text-embeddings","status":"self-declared"},{"label":"feature-extraction","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"dataset:custom","status":"self-declared"},{"label":"arxiv:2310.06816","status":"self-declared"},{"label":"base_model:google-t5/t5-base","status":"self-declared"},{"label":"base_model:finetune:google-t5/t5-base","status":"self-declared"},{"label":"license:mit","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":13,"capabilityMatrix":{"rows":[{"key":"safetensors","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"embedding-inversion","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"vec2text","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"t5","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qwen3","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-embeddings","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":"en","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:custom","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2310.06816","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:google-t5/t5-base","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:google-t5/t5-base","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"license:mit","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:safetensors|supported|profile capability:embedding-inversion|supported|profile capability:vec2text|supported|profile capability:t5|supported|profile capability:qwen3|supported|profile capability:text-embeddings|supported|profile capability:feature-extraction|supported|profile capability:en|supported|profile capability:dataset:custom|supported|profile capability:arxiv:2310.06816|supported|profile capability:base_model:google-t5/t5-base|supported|profile capability:base_model:finetune:google-t5/t5-base|supported|profile capability:license:mit|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:47.975Z","emptyReason":null},"stars":null,"forks":null,"downloads":29,"likes":1,"task":"feature-extraction","library":null,"packageName":null,"latestVersion":null,"tractionLabel":"29 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:47.975Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:38:47.975Z","lastCrawledAt":"2026-10-11T20:38:47.975Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:38:47.975Z","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-kennethge123-qwen3-8b-t5-inverter-kus4vw-x/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-15T02:32:42.059Z"}},"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-kennethge123-qwen3-8b-t5-inverter-kus4vw-x/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-kennethge123-qwen3-8b-t5-inverter-kus4vw-x/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":"2026-10-11T20:38:47.975Z","emptyReason":null},"readme":"# kennethge123/qwen3-8b-t5-inverter\nHugging Face model kennethge123/qwen3-8b-t5-inverter. Task: feature extraction. 29 downloads. 1 likes.\n\nTask: `feature-extraction`\n\nTags: safetensors, embedding-inversion, vec2text, t5, qwen3, text-embeddings, feature-extraction, en, dataset:custom, arxiv:2310.06816, base_model:google-t5/t5-base, base_model:finetune:google-t5/t5-base\n\nSource: https://huggingface.co/models/kennethge123/qwen3-8b-t5-inverter","readmeExcerpt":"kennethge123/qwen3-8b-t5-inverter Hugging Face model kennethge123/qwen3-8b-t5-inverter. Task: feature extraction. 29 downloads. 1 likes. Task: feature-extraction Tags: safetensors, embedding-inversion, vec2text, t5, qwen3, text-embeddings, feature-extraction, en, dataset:custom, arxiv:2310.06816, base_model:google-t5/t5-base, base_model:finetune:google-t5/t5-base Source: https://huggingface.co/models/kennethge123/qwe","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model kennethge123/qwen3-8b-t5-inverter. Task: feature extraction. 29 downloads. 1 likes. kennethge123/qwen3-8b-t5-inverter Hugging Face model kennethge123/qwen3-8b-t5-inverter. Task: feature extraction. 29 downloads. 1 likes. Task: feature-extraction Tags: safetensors, embedding-inversion, vec2text, t5, qwen3, text-embeddings, feature-extraction, en, dataset:custom, arxiv:2310.06816, base_model:google-t5/t5-base, base_model:finetune:google-t5/t5-base Source: https://huggingface.co/models/kennethge123/qwe","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":405,"uniquenessScore":61,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:38:47.975Z","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":"2026-10-11T20:38:47.975Z","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":"2026-10-15T02:32:42.059Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}