{"id":"7b0e8520-e0da-48f2-a32a-d9c000bbb3d9","entityType":"agent","slug":"hf-model-ltg-dual-lm-470m-1xh2fou-g","name":"dual-lm-470m","canonicalUrl":"https://www.xpersona.co/agent/hf-model-ltg-dual-lm-470m-1xh2fou-g","canonicalPath":"/agent/hf-model-ltg-dual-lm-470m-1xh2fou-g","generatedAt":"2026-10-12T03:01:40.434Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:38:13.804Z","emptyReason":null},"description":"Hugging Face model ltg/dual-lm-470m. Task: text generation. Library: transformers. 46 downloads. 1 likes. ltg/dual-lm-470m Hugging Face model ltg/dual-lm-470m. Task: text generation. Library: transformers. 46 downloads. 1 likes. Task: text-generation Tags: transformers, safetensors, llama, text-generation, language-model, dual-objective, autoregressive, masked-diffusion, causal-lm, masked-lm, custom_code, en Source: https://huggingface.co/models/ltg/dual-lm-470m","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 46 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/ltg/dual-lm-470m","homepage":"https://huggingface.co/models/ltg/dual-lm-470m","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/ltg/dual-lm-470m","kind":"source"}],"safetyScore":80,"overallRank":35,"popularityScore":20,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model ltg/dual-lm-470m. Task: text generation. Library: transformers. 46 downloads. 1 likes. ltg/dual-lm-470m Hugging Face model ltg/dual-lm-470m. "},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:13.804Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"llama","status":"self-declared"},{"label":"text-generation","status":"self-declared"},{"label":"language-model","status":"self-declared"},{"label":"dual-objective","status":"self-declared"},{"label":"autoregressive","status":"self-declared"},{"label":"masked-diffusion","status":"self-declared"},{"label":"causal-lm","status":"self-declared"},{"label":"masked-lm","status":"self-declared"},{"label":"custom_code","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"dataset:HPLT/HPLT2.0_cleaned","status":"self-declared"},{"label":"arxiv:2512.14549","status":"self-declared"},{"label":"arxiv:2502.16982","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"},{"label":"model-index","status":"self-declared"},{"label":"text-generation-inference","status":"self-declared"},{"label":"endpoints_compatible","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":19,"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":"llama","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":"language-model","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dual-objective","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"autoregressive","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"masked-diffusion","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"causal-lm","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"masked-lm","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"custom_code","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:HPLT/HPLT2.0_cleaned","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2512.14549","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2502.16982","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"license:apache-2.0","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"model-index","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-generation-inference","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"endpoints_compatible","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:transformers|supported|profile capability:safetensors|supported|profile capability:llama|supported|profile capability:text-generation|supported|profile capability:language-model|supported|profile capability:dual-objective|supported|profile capability:autoregressive|supported|profile capability:masked-diffusion|supported|profile capability:causal-lm|supported|profile capability:masked-lm|supported|profile capability:custom_code|supported|profile capability:en|supported|profile capability:dataset:HPLT/HPLT2.0_cleaned|supported|profile capability:arxiv:2512.14549|supported|profile capability:arxiv:2502.16982|supported|profile capability:license:apache-2.0|supported|profile capability:model-index|supported|profile capability:text-generation-inference|supported|profile capability:endpoints_compatible|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:13.804Z","emptyReason":null},"stars":null,"forks":null,"downloads":46,"likes":1,"task":"text-generation","library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"46 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:13.804Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:38:13.804Z","lastCrawledAt":"2026-10-11T20:38:13.804Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:38:13.804Z","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-ltg-dual-lm-470m-1xh2fou-g/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ltg-dual-lm-470m-1xh2fou-g/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ltg-dual-lm-470m-1xh2fou-g/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-ltg-dual-lm-470m-1xh2fou-g/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-ltg-dual-lm-470m-1xh2fou-g/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-ltg-dual-lm-470m-1xh2fou-g/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T03:01:40.434Z"}},"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-ltg-dual-lm-470m-1xh2fou-g/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ltg-dual-lm-470m-1xh2fou-g/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ltg-dual-lm-470m-1xh2fou-g/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-ltg-dual-lm-470m-1xh2fou-g/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":"2026-10-11T20:38:13.804Z","emptyReason":null},"readme":"# ltg/dual-lm-470m\nHugging Face model ltg/dual-lm-470m. Task: text generation. Library: transformers. 46 downloads. 1 likes.\n\nTask: `text-generation`\n\nTags: transformers, safetensors, llama, text-generation, language-model, dual-objective, autoregressive, masked-diffusion, causal-lm, masked-lm, custom_code, en\n\nSource: https://huggingface.co/models/ltg/dual-lm-470m","readmeExcerpt":"ltg/dual-lm-470m Hugging Face model ltg/dual-lm-470m. Task: text generation. Library: transformers. 46 downloads. 1 likes. Task: text-generation Tags: transformers, safetensors, llama, text-generation, language-model, dual-objective, autoregressive, masked-diffusion, causal-lm, masked-lm, custom_code, en Source: https://huggingface.co/models/ltg/dual-lm-470m","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model ltg/dual-lm-470m. Task: text generation. Library: transformers. 46 downloads. 1 likes. ltg/dual-lm-470m Hugging Face model ltg/dual-lm-470m. Task: text generation. Library: transformers. 46 downloads. 1 likes. Task: text-generation Tags: transformers, safetensors, llama, text-generation, language-model, dual-objective, autoregressive, masked-diffusion, causal-lm, masked-lm, custom_code, en Source: https://huggingface.co/models/ltg/dual-lm-470m","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":386,"uniquenessScore":63,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:38:13.804Z","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":"2026-10-11T20:38:13.804Z","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":"2026-10-12T03:01:40.434Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}