{"id":"89c389ee-6607-47e2-812b-8d6c8edd232d","entityType":"agent","slug":"hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j","name":"Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF","canonicalUrl":"https://www.xpersona.co/agent/hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j","canonicalPath":"/agent/hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j","generatedAt":"2026-10-12T22:24:58.290Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:36:13.525Z","emptyReason":null},"description":"Hugging Face model IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF. Library: gguf. 1,957 downloads. 1 likes. IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF Hugging Face model IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF. Library: gguf. 1,957 downloads. 1 likes. Tags: gguf, qwen3.8, llama.cpp, quantized, quantization, apex, apex-quant, apex-i-miniplus, v2.1, qwen, qwen4, qwen4-exp Source: https://huggingface.co/models/IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 2K downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF","homepage":"https://huggingface.co/models/IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF","kind":"source"}],"safetyScore":80,"overallRank":45,"popularityScore":40,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF. Library: gguf. 1,957 downloads. 1 likes. IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPl"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:13.525Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"gguf","status":"self-declared"},{"label":"qwen3.8","status":"self-declared"},{"label":"llama.cpp","status":"self-declared"},{"label":"quantized","status":"self-declared"},{"label":"quantization","status":"self-declared"},{"label":"apex","status":"self-declared"},{"label":"apex-quant","status":"self-declared"},{"label":"apex-i-miniplus","status":"self-declared"},{"label":"v2.1","status":"self-declared"},{"label":"qwen","status":"self-declared"},{"label":"qwen4","status":"self-declared"},{"label":"qwen4-exp","status":"self-declared"},{"label":"moe","status":"self-declared"},{"label":"reasoning","status":"self-declared"},{"label":"agentic-coding","status":"self-declared"},{"label":"coding","status":"self-declared"},{"label":"swe-bench","status":"self-declared"},{"label":"imatrix","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"base_model:Jab1718/qwen3.8-flash-coder-85gb-bf16","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"gguf","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qwen3.8","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":"quantized","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"quantization","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"apex","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"apex-quant","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"apex-i-miniplus","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"v2.1","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qwen","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qwen4","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":"moe","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"reasoning","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"agentic-coding","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"coding","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"swe-bench","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"imatrix","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":"base_model:Jab1718/qwen3.8-flash-coder-85gb-bf16","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:gguf|supported|profile capability:qwen3.8|supported|profile capability:llama.cpp|supported|profile capability:quantized|supported|profile capability:quantization|supported|profile capability:apex|supported|profile capability:apex-quant|supported|profile capability:apex-i-miniplus|supported|profile capability:v2.1|supported|profile capability:qwen|supported|profile capability:qwen4|supported|profile capability:qwen4-exp|supported|profile capability:moe|supported|profile capability:reasoning|supported|profile capability:agentic-coding|supported|profile capability:coding|supported|profile capability:swe-bench|supported|profile capability:imatrix|supported|profile capability:en|supported|profile capability:base_model:Jab1718/qwen3.8-flash-coder-85gb-bf16|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:13.525Z","emptyReason":null},"stars":null,"forks":null,"downloads":1957,"likes":1,"task":null,"library":"gguf","packageName":null,"latestVersion":null,"tractionLabel":"2K downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:13.525Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:36:13.525Z","lastCrawledAt":"2026-10-11T20:36:13.525Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:34:38.798Z","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-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T22:24:58.290Z"}},"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-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-isvalorum-qwen3-8-flash-coder-apex-i-miniplus-v2-1-gguf-1j/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":"2026-10-11T20:36:13.525Z","emptyReason":null},"readme":"# IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF\nHugging Face model IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF. Library: gguf. 1,957 downloads. 1 likes.\n\nTags: gguf, qwen3.8, llama.cpp, quantized, quantization, apex, apex-quant, apex-i-miniplus, v2.1, qwen, qwen4, qwen4-exp\n\nSource: https://huggingface.co/models/IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF","readmeExcerpt":"IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF Hugging Face model IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF. Library: gguf. 1,957 downloads. 1 likes. Tags: gguf, qwen3.8, llama.cpp, quantized, quantization, apex, apex-quant, apex-i-miniplus, v2.1, qwen, qwen4, qwen4-exp Source: https://huggingface.co/models/IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF. Library: gguf. 1,957 downloads. 1 likes. IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF Hugging Face model IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF. Library: gguf. 1,957 downloads. 1 likes. Tags: gguf, qwen3.8, llama.cpp, quantized, quantization, apex, apex-quant, apex-i-miniplus, v2.1, qwen, qwen4, qwen4-exp Source: https://huggingface.co/models/IsValorum/Qwen3.8-Flash-Coder-APEX-I-MiniPlus-V2.1-GGUF","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":432,"uniquenessScore":55,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:13.525Z","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":"2026-10-11T20:36:13.525Z","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":"2026-10-12T22:24:58.290Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}