{"id":"86654bb2-f0ec-41d1-97fb-089c299de7b3","entityType":"agent","slug":"hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12","name":"GLM-5.2-Alis-MLX-Dynamic-2.3bpw","canonicalUrl":"https://www.xpersona.co/agent/hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12","canonicalPath":"/agent/hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12","generatedAt":"2026-10-13T18:13:36.493Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:37:37.051Z","emptyReason":null},"description":"Hugging Face model avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw. Task: text generation. Library: mlx. 94 downloads. 1 likes. avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw Hugging Face model avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw. Task: text generation. Library: mlx. 94 downloads. 1 likes. Task: text-generation Tags: mlx, safetensors, glm_moe_dsa, quantized, glm, moe, apple-silicon, mixed-precision, 2-bit, dwq, clip-search, experimental Source: https://huggingface.co/models/avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 94 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw","homepage":"https://huggingface.co/models/avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw","kind":"source"}],"safetyScore":80,"overallRank":37,"popularityScore":24,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw. Task: text generation. Library: mlx. 94 downloads. 1 likes. avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw Hu"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:37.051Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"mlx","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"glm_moe_dsa","status":"self-declared"},{"label":"quantized","status":"self-declared"},{"label":"glm","status":"self-declared"},{"label":"moe","status":"self-declared"},{"label":"apple-silicon","status":"self-declared"},{"label":"mixed-precision","status":"self-declared"},{"label":"2-bit","status":"self-declared"},{"label":"dwq","status":"self-declared"},{"label":"clip-search","status":"self-declared"},{"label":"experimental","status":"self-declared"},{"label":"speculative-decoding","status":"self-declared"},{"label":"mtp","status":"self-declared"},{"label":"conversational","status":"self-declared"},{"label":"text-generation","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"zh","status":"self-declared"},{"label":"base_model:zai-org/GLM-5.2","status":"self-declared"},{"label":"base_model:quantized:zai-org/GLM-5.2","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":20,"capabilityMatrix":{"rows":[{"key":"mlx","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":"glm_moe_dsa","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":"glm","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":"apple-silicon","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"mixed-precision","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"2-bit","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dwq","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"clip-search","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"experimental","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"speculative-decoding","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"mtp","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":"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":"zh","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:zai-org/GLM-5.2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:quantized:zai-org/GLM-5.2","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:mlx|supported|profile capability:safetensors|supported|profile capability:glm_moe_dsa|supported|profile capability:quantized|supported|profile capability:glm|supported|profile capability:moe|supported|profile capability:apple-silicon|supported|profile capability:mixed-precision|supported|profile capability:2-bit|supported|profile capability:dwq|supported|profile capability:clip-search|supported|profile capability:experimental|supported|profile capability:speculative-decoding|supported|profile capability:mtp|supported|profile capability:conversational|supported|profile capability:text-generation|supported|profile capability:en|supported|profile capability:zh|supported|profile capability:base_model:zai-org/GLM-5.2|supported|profile capability:base_model:quantized:zai-org/GLM-5.2|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:37.051Z","emptyReason":null},"stars":null,"forks":null,"downloads":94,"likes":1,"task":"text-generation","library":"mlx","packageName":null,"latestVersion":null,"tractionLabel":"94 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:37.051Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:37:37.051Z","lastCrawledAt":"2026-10-11T20:37:37.051Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:37:37.051Z","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-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-13T18:13:36.493Z"}},"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-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-12/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-avlp12-glm-5-2-alis-mlx-dynamic-2-3bpw-5yg0d-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":"2026-10-11T20:37:37.051Z","emptyReason":null},"readme":"# avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw\nHugging Face model avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw. Task: text generation. Library: mlx. 94 downloads. 1 likes.\n\nTask: `text-generation`\n\nTags: mlx, safetensors, glm_moe_dsa, quantized, glm, moe, apple-silicon, mixed-precision, 2-bit, dwq, clip-search, experimental\n\nSource: https://huggingface.co/models/avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw","readmeExcerpt":"avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw Hugging Face model avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw. Task: text generation. Library: mlx. 94 downloads. 1 likes. Task: text-generation Tags: mlx, safetensors, glm_moe_dsa, quantized, glm, moe, apple-silicon, mixed-precision, 2-bit, dwq, clip-search, experimental Source: https://huggingface.co/models/avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw. Task: text generation. Library: mlx. 94 downloads. 1 likes. avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw Hugging Face model avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw. Task: text generation. Library: mlx. 94 downloads. 1 likes. Task: text-generation Tags: mlx, safetensors, glm_moe_dsa, quantized, glm, moe, apple-silicon, mixed-precision, 2-bit, dwq, clip-search, experimental Source: https://huggingface.co/models/avlp12/GLM-5.2-Alis-MLX-Dynamic-2.3bpw","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":416,"uniquenessScore":59,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:37:37.051Z","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":"2026-10-11T20:37:37.051Z","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":"2026-10-13T18:13:36.493Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}