{"id":"d1d28e7e-84b2-45ce-bfcc-d7a777885060","entityType":"agent","slug":"hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w","name":"paradee-8m-coreml","canonicalUrl":"https://www.xpersona.co/agent/hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w","canonicalPath":"/agent/hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w","generatedAt":"2026-10-12T12:48:15.613Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:37:47.702Z","emptyReason":null},"description":"Hugging Face model FluidInference/paradee-8m-coreml. Task: text to speech. Library: coreml. 74 downloads. 2 likes. FluidInference/paradee-8m-coreml Hugging Face model FluidInference/paradee-8m-coreml. Task: text to speech. Library: coreml. 74 downloads. 2 likes. Task: text-to-speech Tags: coreml, paradee, text-to-speech, tts, kokoro, distillation, apple-silicon, en, arxiv:2610.06817, base_model:sahilmahendrakar/Paradee-8M-v1.0, base_model:quantized:sahilmahendrakar/Paradee-8M-v1.0, license:apache-2.0 Source: https://huggingface.c","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 74 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/FluidInference/paradee-8m-coreml","homepage":"https://huggingface.co/models/FluidInference/paradee-8m-coreml","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/FluidInference/paradee-8m-coreml","kind":"source"}],"safetyScore":80,"overallRank":36.5,"popularityScore":23,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model FluidInference/paradee-8m-coreml. Task: text to speech. Library: coreml. 74 downloads. 2 likes. FluidInference/paradee-8m-coreml Hugging Face"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:47.702Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"coreml","status":"self-declared"},{"label":"paradee","status":"self-declared"},{"label":"text-to-speech","status":"self-declared"},{"label":"tts","status":"self-declared"},{"label":"kokoro","status":"self-declared"},{"label":"distillation","status":"self-declared"},{"label":"apple-silicon","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"arxiv:2610.06817","status":"self-declared"},{"label":"base_model:sahilmahendrakar/Paradee-8M-v1.0","status":"self-declared"},{"label":"base_model:quantized:sahilmahendrakar/Paradee-8M-v1.0","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":12,"capabilityMatrix":{"rows":[{"key":"coreml","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"paradee","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"text-to-speech","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"tts","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"kokoro","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"distillation","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":"en","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"arxiv:2610.06817","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:sahilmahendrakar/Paradee-8M-v1.0","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:quantized:sahilmahendrakar/Paradee-8M-v1.0","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:coreml|supported|profile capability:paradee|supported|profile capability:text-to-speech|supported|profile capability:tts|supported|profile capability:kokoro|supported|profile capability:distillation|supported|profile capability:apple-silicon|supported|profile capability:en|supported|profile capability:arxiv:2610.06817|supported|profile capability:base_model:sahilmahendrakar/Paradee-8M-v1.0|supported|profile capability:base_model:quantized:sahilmahendrakar/Paradee-8M-v1.0|supported|profile capability:license:apache-2.0|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:47.702Z","emptyReason":null},"stars":null,"forks":null,"downloads":74,"likes":2,"task":"text-to-speech","library":"coreml","packageName":null,"latestVersion":null,"tractionLabel":"74 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:37:47.702Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:37:47.702Z","lastCrawledAt":"2026-10-11T20:37:47.702Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:37:47.702Z","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-fluidinference-paradee-8m-coreml-nyv7fg-w/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T12:48:15.613Z"}},"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-fluidinference-paradee-8m-coreml-nyv7fg-w/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-fluidinference-paradee-8m-coreml-nyv7fg-w/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":"2026-10-11T20:37:47.702Z","emptyReason":null},"readme":"# FluidInference/paradee-8m-coreml\nHugging Face model FluidInference/paradee-8m-coreml. Task: text to speech. Library: coreml. 74 downloads. 2 likes.\n\nTask: `text-to-speech`\n\nTags: coreml, paradee, text-to-speech, tts, kokoro, distillation, apple-silicon, en, arxiv:2610.06817, base_model:sahilmahendrakar/Paradee-8M-v1.0, base_model:quantized:sahilmahendrakar/Paradee-8M-v1.0, license:apache-2.0\n\nSource: https://huggingface.co/models/FluidInference/paradee-8m-coreml","readmeExcerpt":"FluidInference/paradee-8m-coreml Hugging Face model FluidInference/paradee-8m-coreml. Task: text to speech. Library: coreml. 74 downloads. 2 likes. Task: text-to-speech Tags: coreml, paradee, text-to-speech, tts, kokoro, distillation, apple-silicon, en, arxiv:2610.06817, base_model:sahilmahendrakar/Paradee-8M-v1.0, base_model:quantized:sahilmahendrakar/Paradee-8M-v1.0, license:apache-2.0 Source: https://huggingface.c","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model FluidInference/paradee-8m-coreml. Task: text to speech. Library: coreml. 74 downloads. 2 likes. FluidInference/paradee-8m-coreml Hugging Face model FluidInference/paradee-8m-coreml. Task: text to speech. Library: coreml. 74 downloads. 2 likes. Task: text-to-speech Tags: coreml, paradee, text-to-speech, tts, kokoro, distillation, apple-silicon, en, arxiv:2610.06817, base_model:sahilmahendrakar/Paradee-8M-v1.0, base_model:quantized:sahilmahendrakar/Paradee-8M-v1.0, license:apache-2.0 Source: https://huggingface.c","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":397,"uniquenessScore":61,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:37:47.702Z","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":"2026-10-11T20:37:47.702Z","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":"2026-10-12T12:48:15.613Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}