{"id":"07386e4b-6ff9-45b6-a4e9-1057e3c4e6dd","entityType":"agent","slug":"hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h","name":"Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp","canonicalUrl":"https://www.xpersona.co/agent/hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h","canonicalPath":"/agent/hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h","generatedAt":"2026-10-13T12:11:20.654Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:36:28.925Z","emptyReason":null},"description":"Hugging Face model latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp. Task: image text to text. Library: mlx. 680 downloads. 2 likes. latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp Hugging Face model latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp. Task: image text to text. Library: mlx. 680 downloads. 2 likes. Task: image-text-to-text Tags: mlx, safetensors, qwen4_exp, omlx, oq, oq4e, quantized, 4-bit, mtp, heretic, uncensored, decensored Source: https://huggingface.co/models/latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 680 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp","homepage":"https://huggingface.co/models/latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp","kind":"source"}],"safetyScore":80,"overallRank":42,"popularityScore":34,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp. Task: image text to text. Library: mlx. 680 downloads. 2 likes. latent-variable/Qwen3."},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:28.925Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"mlx","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"qwen4_exp","status":"self-declared"},{"label":"omlx","status":"self-declared"},{"label":"oq","status":"self-declared"},{"label":"oq4e","status":"self-declared"},{"label":"quantized","status":"self-declared"},{"label":"4-bit","status":"self-declared"},{"label":"mtp","status":"self-declared"},{"label":"heretic","status":"self-declared"},{"label":"uncensored","status":"self-declared"},{"label":"decensored","status":"self-declared"},{"label":"abliterated","status":"self-declared"},{"label":"image-text-to-text","status":"self-declared"},{"label":"conversational","status":"self-declared"},{"label":"base_model:trohrbaugh/Qwen3.8-Flash-Next-heretic-2","status":"self-declared"},{"label":"base_model:quantized:trohrbaugh/Qwen3.8-Flash-Next-heretic-2","status":"self-declared"},{"label":"license:other","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":18,"capabilityMatrix":{"rows":[{"key":"mlx","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":"qwen4_exp","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"omlx","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"oq","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"oq4e","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"quantized","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"4-bit","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"mtp","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"heretic","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"uncensored","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"decensored","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"abliterated","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"image-text-to-text","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"conversational","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:trohrbaugh/Qwen3.8-Flash-Next-heretic-2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:quantized:trohrbaugh/Qwen3.8-Flash-Next-heretic-2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"license:other","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:mlx|supported|profile capability:safetensors|supported|profile capability:qwen4_exp|supported|profile capability:omlx|supported|profile capability:oq|supported|profile capability:oq4e|supported|profile capability:quantized|supported|profile capability:4-bit|supported|profile capability:mtp|supported|profile capability:heretic|supported|profile capability:uncensored|supported|profile capability:decensored|supported|profile capability:abliterated|supported|profile capability:image-text-to-text|supported|profile capability:conversational|supported|profile capability:base_model:trohrbaugh/Qwen3.8-Flash-Next-heretic-2|supported|profile capability:base_model:quantized:trohrbaugh/Qwen3.8-Flash-Next-heretic-2|supported|profile capability:license:other|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:28.925Z","emptyReason":null},"stars":null,"forks":null,"downloads":680,"likes":2,"task":"image-text-to-text","library":"mlx","packageName":null,"latestVersion":null,"tractionLabel":"680 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:28.925Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:36:28.925Z","lastCrawledAt":"2026-10-11T20:36:28.925Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:36:28.925Z","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-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-13T12:11:20.654Z"}},"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-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-latent-variable-qwen3-8-flash-next-heretic-2-oq4e-mtp-h81qb4-1h/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":"2026-10-11T20:36:28.925Z","emptyReason":null},"readme":"# latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp\nHugging Face model latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp. Task: image text to text. Library: mlx. 680 downloads. 2 likes.\n\nTask: `image-text-to-text`\n\nTags: mlx, safetensors, qwen4_exp, omlx, oq, oq4e, quantized, 4-bit, mtp, heretic, uncensored, decensored\n\nSource: https://huggingface.co/models/latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp","readmeExcerpt":"latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp Hugging Face model latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp. Task: image text to text. Library: mlx. 680 downloads. 2 likes. Task: image-text-to-text Tags: mlx, safetensors, qwen4_exp, omlx, oq, oq4e, quantized, 4-bit, mtp, heretic, uncensored, decensored Source: https://huggingface.co/models/latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp. Task: image text to text. Library: mlx. 680 downloads. 2 likes. latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp Hugging Face model latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp. Task: image text to text. Library: mlx. 680 downloads. 2 likes. Task: image-text-to-text Tags: mlx, safetensors, qwen4_exp, omlx, oq, oq4e, quantized, 4-bit, mtp, heretic, uncensored, decensored Source: https://huggingface.co/models/latent-variable/Qwen3.8-Flash-Next-heretic-2-oQ4e-mtp","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":434,"uniquenessScore":56,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:28.925Z","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":"2026-10-11T20:36:28.925Z","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":"2026-10-13T12:11:20.654Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}