{"id":"69260555-0122-4419-88eb-f08ca1f7b507","entityType":"agent","slug":"hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf","name":"Qwen-3.8-flash-next-heretic-3.78bpw-gguf","canonicalUrl":"https://www.xpersona.co/agent/hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf","canonicalPath":"/agent/hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf","generatedAt":"2026-10-14T23:44:45.431Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:36:02.813Z","emptyReason":null},"description":"Hugging Face model soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf. Task: image text to text. Library: gguf. 4,308 downloads. 7 likes. soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf Hugging Face model soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf. Task: image text to text. Library: gguf. 4,308 downloads. 7 likes. Task: image-text-to-text Tags: gguf, llama.cpp, qwen4exp, moe, uncensored, refusal-removed, quantized, q2_0, q4_0, q4_k, q5_k, q6_k Source: https://huggingface.co/models/soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-ggu","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 4.3K downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf","homepage":"https://huggingface.co/models/soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf","kind":"source"}],"safetyScore":80,"overallRank":47,"popularityScore":44,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf. Task: image text to text. Library: gguf. 4,308 downloads. 7 likes. soyaakinohara/Qwen"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:02.813Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"gguf","status":"self-declared"},{"label":"llama.cpp","status":"self-declared"},{"label":"qwen4exp","status":"self-declared"},{"label":"moe","status":"self-declared"},{"label":"uncensored","status":"self-declared"},{"label":"refusal-removed","status":"self-declared"},{"label":"quantized","status":"self-declared"},{"label":"q2_0","status":"self-declared"},{"label":"q4_0","status":"self-declared"},{"label":"q4_k","status":"self-declared"},{"label":"q5_k","status":"self-declared"},{"label":"q6_k","status":"self-declared"},{"label":"q8_0","status":"self-declared"},{"label":"japanese","status":"self-declared"},{"label":"multimodal","status":"self-declared"},{"label":"image-text-to-text","status":"self-declared"},{"label":"ja","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"multilingual","status":"self-declared"},{"label":"base_model:trohrbaugh/Qwen3.8-Flash-Next-heretic-2","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"gguf","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"llama.cpp","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qwen4exp","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"moe","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":"refusal-removed","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":"q2_0","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"q4_0","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"q4_k","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"q5_k","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"q6_k","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"q8_0","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"japanese","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"multimodal","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":"ja","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":"multilingual","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"}],"flattenedTokens":"capability:gguf|supported|profile capability:llama.cpp|supported|profile capability:qwen4exp|supported|profile capability:moe|supported|profile capability:uncensored|supported|profile capability:refusal-removed|supported|profile capability:quantized|supported|profile capability:q2_0|supported|profile capability:q4_0|supported|profile capability:q4_k|supported|profile capability:q5_k|supported|profile capability:q6_k|supported|profile capability:q8_0|supported|profile capability:japanese|supported|profile capability:multimodal|supported|profile capability:image-text-to-text|supported|profile capability:ja|supported|profile capability:en|supported|profile capability:multilingual|supported|profile capability:base_model:trohrbaugh/Qwen3.8-Flash-Next-heretic-2|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:02.813Z","emptyReason":null},"stars":null,"forks":null,"downloads":4308,"likes":7,"task":"image-text-to-text","library":"gguf","packageName":null,"latestVersion":null,"tractionLabel":"4.3K downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:02.813Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:36:02.813Z","lastCrawledAt":"2026-10-11T20:36:02.813Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:31:20.646Z","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-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-14T23:44:45.431Z"}},"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-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-soyaakinohara-qwen-3-8-flash-next-heretic-3-78bpw-gguf/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":"2026-10-11T20:36:02.813Z","emptyReason":null},"readme":"# soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf\nHugging Face model soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf. Task: image text to text. Library: gguf. 4,308 downloads. 7 likes.\n\nTask: `image-text-to-text`\n\nTags: gguf, llama.cpp, qwen4exp, moe, uncensored, refusal-removed, quantized, q2_0, q4_0, q4_k, q5_k, q6_k\n\nSource: https://huggingface.co/models/soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf","readmeExcerpt":"soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf Hugging Face model soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf. Task: image text to text. Library: gguf. 4,308 downloads. 7 likes. Task: image-text-to-text Tags: gguf, llama.cpp, qwen4exp, moe, uncensored, refusal-removed, quantized, q2_0, q4_0, q4_k, q5_k, q6_k Source: https://huggingface.co/models/soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-ggu","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf. Task: image text to text. Library: gguf. 4,308 downloads. 7 likes. soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf Hugging Face model soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-gguf. Task: image text to text. Library: gguf. 4,308 downloads. 7 likes. Task: image-text-to-text Tags: gguf, llama.cpp, qwen4exp, moe, uncensored, refusal-removed, quantized, q2_0, q4_0, q4_k, q5_k, q6_k Source: https://huggingface.co/models/soyaakinohara/Qwen-3.8-flash-next-heretic-3.78bpw-ggu","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":431,"uniquenessScore":57,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:02.813Z","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":"2026-10-11T20:36:02.813Z","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":"2026-10-14T23:44:45.431Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}