{"id":"ac4efa5e-0530-46ca-a170-bce76c6e19e3","entityType":"agent","slug":"hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12","name":"Llama3-Aloe-8B-Alpha-GGUF","canonicalUrl":"https://www.xpersona.co/agent/hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12","canonicalPath":"/agent/hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12","generatedAt":"2026-10-13T22:56:07.062Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:36:12.823Z","emptyReason":null},"description":"Hugging Face model mradermacher/Llama3-Aloe-8B-Alpha-GGUF. Library: transformers. 2,016 downloads. 3 likes. mradermacher/Llama3-Aloe-8B-Alpha-GGUF Hugging Face model mradermacher/Llama3-Aloe-8B-Alpha-GGUF. Library: transformers. 2,016 downloads. 3 likes. Tags: transformers, gguf, biology, medical, en, dataset:argilla/dpo-mix-7k, dataset:nvidia/HelpSteer, dataset:jondurbin/airoboros-3.2, dataset:hkust-nlp/deita-10k-v0, dataset:LDJnr/Capybara, dataset:HPAI-BSC/CareQA, dataset:GBaker/MedQA-USMLE-4-options Source: https://hugg","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/mradermacher/Llama3-Aloe-8B-Alpha-GGUF","homepage":"https://huggingface.co/models/mradermacher/Llama3-Aloe-8B-Alpha-GGUF","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/mradermacher/Llama3-Aloe-8B-Alpha-GGUF","kind":"source"}],"safetyScore":80,"overallRank":45,"popularityScore":40,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model mradermacher/Llama3-Aloe-8B-Alpha-GGUF. Library: transformers. 2,016 downloads. 3 likes. mradermacher/Llama3-Aloe-8B-Alpha-GGUF Hugging Face "},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:12.823Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"gguf","status":"self-declared"},{"label":"biology","status":"self-declared"},{"label":"medical","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"dataset:argilla/dpo-mix-7k","status":"self-declared"},{"label":"dataset:nvidia/HelpSteer","status":"self-declared"},{"label":"dataset:jondurbin/airoboros-3.2","status":"self-declared"},{"label":"dataset:hkust-nlp/deita-10k-v0","status":"self-declared"},{"label":"dataset:LDJnr/Capybara","status":"self-declared"},{"label":"dataset:HPAI-BSC/CareQA","status":"self-declared"},{"label":"dataset:GBaker/MedQA-USMLE-4-options","status":"self-declared"},{"label":"dataset:lukaemon/mmlu","status":"self-declared"},{"label":"dataset:bigbio/pubmed_qa","status":"self-declared"},{"label":"dataset:openlifescienceai/medmcqa","status":"self-declared"},{"label":"dataset:bigbio/med_qa","status":"self-declared"},{"label":"dataset:HPAI-BSC/better-safe-than-sorry","status":"self-declared"},{"label":"dataset:HPAI-BSC/pubmedqa-cot","status":"self-declared"},{"label":"dataset:HPAI-BSC/medmcqa-cot","status":"self-declared"},{"label":"dataset:HPAI-BSC/medqa-cot","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"transformers","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"gguf","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"biology","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"medical","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:argilla/dpo-mix-7k","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:nvidia/HelpSteer","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:jondurbin/airoboros-3.2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:hkust-nlp/deita-10k-v0","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:LDJnr/Capybara","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:HPAI-BSC/CareQA","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:GBaker/MedQA-USMLE-4-options","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:lukaemon/mmlu","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:bigbio/pubmed_qa","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:openlifescienceai/medmcqa","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:bigbio/med_qa","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:HPAI-BSC/better-safe-than-sorry","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:HPAI-BSC/pubmedqa-cot","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:HPAI-BSC/medmcqa-cot","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dataset:HPAI-BSC/medqa-cot","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:transformers|supported|profile capability:gguf|supported|profile capability:biology|supported|profile capability:medical|supported|profile capability:en|supported|profile capability:dataset:argilla/dpo-mix-7k|supported|profile capability:dataset:nvidia/HelpSteer|supported|profile capability:dataset:jondurbin/airoboros-3.2|supported|profile capability:dataset:hkust-nlp/deita-10k-v0|supported|profile capability:dataset:LDJnr/Capybara|supported|profile capability:dataset:HPAI-BSC/CareQA|supported|profile capability:dataset:GBaker/MedQA-USMLE-4-options|supported|profile capability:dataset:lukaemon/mmlu|supported|profile capability:dataset:bigbio/pubmed_qa|supported|profile capability:dataset:openlifescienceai/medmcqa|supported|profile capability:dataset:bigbio/med_qa|supported|profile capability:dataset:HPAI-BSC/better-safe-than-sorry|supported|profile capability:dataset:HPAI-BSC/pubmedqa-cot|supported|profile capability:dataset:HPAI-BSC/medmcqa-cot|supported|profile capability:dataset:HPAI-BSC/medqa-cot|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:12.823Z","emptyReason":null},"stars":null,"forks":null,"downloads":2016,"likes":3,"task":null,"library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"2K downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:12.823Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:36:12.823Z","lastCrawledAt":"2026-10-11T20:36:12.823Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:34:37.921Z","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-mradermacher-llama3-aloe-8b-alpha-gguf-12/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-13T22:56:07.062Z"}},"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-mradermacher-llama3-aloe-8b-alpha-gguf-12/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-mradermacher-llama3-aloe-8b-alpha-gguf-12/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":"2026-10-11T20:36:12.823Z","emptyReason":null},"readme":"# mradermacher/Llama3-Aloe-8B-Alpha-GGUF\nHugging Face model mradermacher/Llama3-Aloe-8B-Alpha-GGUF. Library: transformers. 2,016 downloads. 3 likes.\n\nTags: transformers, gguf, biology, medical, en, dataset:argilla/dpo-mix-7k, dataset:nvidia/HelpSteer, dataset:jondurbin/airoboros-3.2, dataset:hkust-nlp/deita-10k-v0, dataset:LDJnr/Capybara, dataset:HPAI-BSC/CareQA, dataset:GBaker/MedQA-USMLE-4-options\n\nSource: https://huggingface.co/models/mradermacher/Llama3-Aloe-8B-Alpha-GGUF","readmeExcerpt":"mradermacher/Llama3-Aloe-8B-Alpha-GGUF Hugging Face model mradermacher/Llama3-Aloe-8B-Alpha-GGUF. Library: transformers. 2,016 downloads. 3 likes. Tags: transformers, gguf, biology, medical, en, dataset:argilla/dpo-mix-7k, dataset:nvidia/HelpSteer, dataset:jondurbin/airoboros-3.2, dataset:hkust-nlp/deita-10k-v0, dataset:LDJnr/Capybara, dataset:HPAI-BSC/CareQA, dataset:GBaker/MedQA-USMLE-4-options Source: https://hugg","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model mradermacher/Llama3-Aloe-8B-Alpha-GGUF. Library: transformers. 2,016 downloads. 3 likes. mradermacher/Llama3-Aloe-8B-Alpha-GGUF Hugging Face model mradermacher/Llama3-Aloe-8B-Alpha-GGUF. Library: transformers. 2,016 downloads. 3 likes. Tags: transformers, gguf, biology, medical, en, dataset:argilla/dpo-mix-7k, dataset:nvidia/HelpSteer, dataset:jondurbin/airoboros-3.2, dataset:hkust-nlp/deita-10k-v0, dataset:LDJnr/Capybara, dataset:HPAI-BSC/CareQA, dataset:GBaker/MedQA-USMLE-4-options Source: https://hugg","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":412,"uniquenessScore":62,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:12.823Z","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":"2026-10-11T20:36:12.823Z","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":"2026-10-13T22:56:07.062Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}