{"id":"0fc5cefa-5f98-4a01-ac88-03b32bdecbac","entityType":"agent","slug":"hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s","name":"Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm","canonicalUrl":"https://www.xpersona.co/agent/hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s","canonicalPath":"/agent/hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s","generatedAt":"2026-10-11T23:32:28.475Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:38:11.583Z","emptyReason":null},"description":"Hugging Face model jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm. Task: text generation. Library: rkllm. 48 downloads. jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm Hugging Face model jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm. Task: text generation. Library: rkllm. 48 downloads. Task: text-generation Tags: rkllm, rk3588, rockchip, edge-ai, llm, math, chat, text-generation, en, base_model:Qwen/Qwen2.5-Math-1.5B-Instruct, base_model:finetune:Qwen/Qwen2.5-Math-1.5B-Instruct, license:apache-2.0 S","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 48 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm","homepage":"https://huggingface.co/models/jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm","kind":"source"}],"safetyScore":80,"overallRank":35,"popularityScore":20,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm. Task: text generation. Library: rkllm. 48 downloads. jamescallander/Qwen2.5"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:11.583Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"rkllm","status":"self-declared"},{"label":"rk3588","status":"self-declared"},{"label":"rockchip","status":"self-declared"},{"label":"edge-ai","status":"self-declared"},{"label":"llm","status":"self-declared"},{"label":"math","status":"self-declared"},{"label":"chat","status":"self-declared"},{"label":"text-generation","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"base_model:Qwen/Qwen2.5-Math-1.5B-Instruct","status":"self-declared"},{"label":"base_model:finetune:Qwen/Qwen2.5-Math-1.5B-Instruct","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":12,"capabilityMatrix":{"rows":[{"key":"rkllm","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"rk3588","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"rockchip","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"edge-ai","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"llm","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"math","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"chat","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":"en","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:Qwen/Qwen2.5-Math-1.5B-Instruct","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:Qwen/Qwen2.5-Math-1.5B-Instruct","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"}],"flattenedTokens":"capability:rkllm|supported|profile capability:rk3588|supported|profile capability:rockchip|supported|profile capability:edge-ai|supported|profile capability:llm|supported|profile capability:math|supported|profile capability:chat|supported|profile capability:text-generation|supported|profile capability:en|supported|profile capability:base_model:Qwen/Qwen2.5-Math-1.5B-Instruct|supported|profile capability:base_model:finetune:Qwen/Qwen2.5-Math-1.5B-Instruct|supported|profile capability:license:apache-2.0|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:11.583Z","emptyReason":null},"stars":null,"forks":null,"downloads":48,"likes":0,"task":"text-generation","library":"rkllm","packageName":null,"latestVersion":null,"tractionLabel":"48 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:38:11.583Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:38:11.583Z","lastCrawledAt":"2026-10-11T20:38:11.583Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:38:11.583Z","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-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-11T23:32:28.474Z"}},"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-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-jamescallander-qwen2-5-math-1-5b-instruct-w8a8-g128-rk3588-rkllm-tmavq3-1s/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":"2026-10-11T20:38:11.583Z","emptyReason":null},"readme":"# jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm\nHugging Face model jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm. Task: text generation. Library: rkllm. 48 downloads.\n\nTask: `text-generation`\n\nTags: rkllm, rk3588, rockchip, edge-ai, llm, math, chat, text-generation, en, base_model:Qwen/Qwen2.5-Math-1.5B-Instruct, base_model:finetune:Qwen/Qwen2.5-Math-1.5B-Instruct, license:apache-2.0\n\nSource: https://huggingface.co/models/jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm","readmeExcerpt":"jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm Hugging Face model jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm. Task: text generation. Library: rkllm. 48 downloads. Task: text-generation Tags: rkllm, rk3588, rockchip, edge-ai, llm, math, chat, text-generation, en, base_model:Qwen/Qwen2.5-Math-1.5B-Instruct, base_model:finetune:Qwen/Qwen2.5-Math-1.5B-Instruct, license:apache-2.0 S","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm. Task: text generation. Library: rkllm. 48 downloads. jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm Hugging Face model jamescallander/Qwen2.5-Math-1.5B-Instruct_w8a8_g128_rk3588.rkllm. Task: text generation. Library: rkllm. 48 downloads. Task: text-generation Tags: rkllm, rk3588, rockchip, edge-ai, llm, math, chat, text-generation, en, base_model:Qwen/Qwen2.5-Math-1.5B-Instruct, base_model:finetune:Qwen/Qwen2.5-Math-1.5B-Instruct, license:apache-2.0 S","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":449,"uniquenessScore":53,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:38:11.583Z","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":"2026-10-11T20:38:11.583Z","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":"2026-10-11T23:32:28.475Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}