{"id":"157d13a0-a462-453d-879a-ba852a5eb341","entityType":"agent","slug":"hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-x","name":"qwen2.5-7B-instruct-kto","canonicalUrl":"https://www.xpersona.co/agent/hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-x","canonicalPath":"/agent/hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-x","generatedAt":"2026-10-12T02:21:01.189Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:39:02.179Z","emptyReason":null},"description":"Hugging Face model lightblue/qwen2.5-7B-instruct-kto. Task: text generation. Library: transformers. 26 downloads. lightblue/qwen2.5-7B-instruct-kto Hugging Face model lightblue/qwen2.5-7B-instruct-kto. Task: text generation. Library: transformers. 26 downloads. Task: text-generation Tags: transformers, safetensors, qwen2, text-generation, llama-factory, full, generated_from_trainer, conversational, zho, eng, fra, spa Source: https://huggingface.co/models/lightblue/qwen2.5-7B-instruct-kto","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 26 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/lightblue/qwen2.5-7B-instruct-kto","homepage":"https://huggingface.co/models/lightblue/qwen2.5-7B-instruct-kto","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/lightblue/qwen2.5-7B-instruct-kto","kind":"source"}],"safetyScore":80,"overallRank":33.5,"popularityScore":17,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model lightblue/qwen2.5-7B-instruct-kto. Task: text generation. Library: transformers. 26 downloads. lightblue/qwen2.5-7B-instruct-kto Hugging Face"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:02.179Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"qwen2","status":"self-declared"},{"label":"text-generation","status":"self-declared"},{"label":"llama-factory","status":"self-declared"},{"label":"full","status":"self-declared"},{"label":"generated_from_trainer","status":"self-declared"},{"label":"conversational","status":"self-declared"},{"label":"zho","status":"self-declared"},{"label":"eng","status":"self-declared"},{"label":"fra","status":"self-declared"},{"label":"spa","status":"self-declared"},{"label":"por","status":"self-declared"},{"label":"deu","status":"self-declared"},{"label":"ita","status":"self-declared"},{"label":"rus","status":"self-declared"},{"label":"jpn","status":"self-declared"},{"label":"kor","status":"self-declared"},{"label":"vie","status":"self-declared"},{"label":"tha","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"transformers","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":"qwen2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-generation","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"llama-factory","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"full","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"generated_from_trainer","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":"zho","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"eng","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"fra","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"spa","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"por","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"deu","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"ita","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"rus","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"jpn","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"kor","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"vie","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"tha","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:transformers|supported|profile capability:safetensors|supported|profile capability:qwen2|supported|profile capability:text-generation|supported|profile capability:llama-factory|supported|profile capability:full|supported|profile capability:generated_from_trainer|supported|profile capability:conversational|supported|profile capability:zho|supported|profile capability:eng|supported|profile capability:fra|supported|profile capability:spa|supported|profile capability:por|supported|profile capability:deu|supported|profile capability:ita|supported|profile capability:rus|supported|profile capability:jpn|supported|profile capability:kor|supported|profile capability:vie|supported|profile capability:tha|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:02.179Z","emptyReason":null},"stars":null,"forks":null,"downloads":26,"likes":0,"task":"text-generation","library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"26 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:02.179Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:39:02.179Z","lastCrawledAt":"2026-10-11T20:39:02.179Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:39:02.179Z","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-lightblue-qwen2-5-7b-instruct-kto-b37gio-x/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-x/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-x/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-x/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-x/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-x/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T02:21:01.189Z"}},"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-lightblue-qwen2-5-7b-instruct-kto-b37gio-x/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-x/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-x/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-lightblue-qwen2-5-7b-instruct-kto-b37gio-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":"2026-10-11T20:39:02.179Z","emptyReason":null},"readme":"# lightblue/qwen2.5-7B-instruct-kto\nHugging Face model lightblue/qwen2.5-7B-instruct-kto. Task: text generation. Library: transformers. 26 downloads.\n\nTask: `text-generation`\n\nTags: transformers, safetensors, qwen2, text-generation, llama-factory, full, generated_from_trainer, conversational, zho, eng, fra, spa\n\nSource: https://huggingface.co/models/lightblue/qwen2.5-7B-instruct-kto","readmeExcerpt":"lightblue/qwen2.5-7B-instruct-kto Hugging Face model lightblue/qwen2.5-7B-instruct-kto. Task: text generation. Library: transformers. 26 downloads. Task: text-generation Tags: transformers, safetensors, qwen2, text-generation, llama-factory, full, generated_from_trainer, conversational, zho, eng, fra, spa Source: https://huggingface.co/models/lightblue/qwen2.5-7B-instruct-kto","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model lightblue/qwen2.5-7B-instruct-kto. Task: text generation. Library: transformers. 26 downloads. lightblue/qwen2.5-7B-instruct-kto Hugging Face model lightblue/qwen2.5-7B-instruct-kto. Task: text generation. Library: transformers. 26 downloads. Task: text-generation Tags: transformers, safetensors, qwen2, text-generation, llama-factory, full, generated_from_trainer, conversational, zho, eng, fra, spa Source: https://huggingface.co/models/lightblue/qwen2.5-7B-instruct-kto","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":395,"uniquenessScore":62,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:39:02.179Z","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":"2026-10-11T20:39:02.179Z","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":"2026-10-12T02:21:01.189Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}