{"id":"77e59e2d-13fe-415e-a9d6-6264e4c81b6d","entityType":"agent","slug":"hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11","name":"North-Mini-Code-1.0-dflash","canonicalUrl":"https://www.xpersona.co/agent/hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11","canonicalPath":"/agent/hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11","generatedAt":"2026-10-12T14:00:14.386Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:39:16.516Z","emptyReason":null},"description":"Hugging Face model sdougbrown/North-Mini-Code-1.0-dflash. Library: vllm. 24 downloads. sdougbrown/North-Mini-Code-1.0-dflash Hugging Face model sdougbrown/North-Mini-Code-1.0-dflash. Library: vllm. 24 downloads. Tags: vllm, safetensors, north-mini-code, speculative-decoding, draft-model, dflash, code, custom_code, base_model:CohereLabs/North-Mini-Code-1.0-w4a16, base_model:finetune:CohereLabs/North-Mini-Code-1.0-w4a16, license:apache-2.0 Source: https://huggingface.co/models/sdougbrown/North-Mini-Code-","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 24 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/sdougbrown/North-Mini-Code-1.0-dflash","homepage":"https://huggingface.co/models/sdougbrown/North-Mini-Code-1.0-dflash","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/sdougbrown/North-Mini-Code-1.0-dflash","kind":"source"}],"safetyScore":80,"overallRank":33.5,"popularityScore":17,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model sdougbrown/North-Mini-Code-1.0-dflash. Library: vllm. 24 downloads. sdougbrown/North-Mini-Code-1.0-dflash Hugging Face model sdougbrown/North"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:16.516Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"vllm","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"north-mini-code","status":"self-declared"},{"label":"speculative-decoding","status":"self-declared"},{"label":"draft-model","status":"self-declared"},{"label":"dflash","status":"self-declared"},{"label":"code","status":"self-declared"},{"label":"custom_code","status":"self-declared"},{"label":"base_model:CohereLabs/North-Mini-Code-1.0-w4a16","status":"self-declared"},{"label":"base_model:finetune:CohereLabs/North-Mini-Code-1.0-w4a16","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":11,"capabilityMatrix":{"rows":[{"key":"vllm","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":"north-mini-code","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":"draft-model","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"dflash","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"code","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":"base_model:CohereLabs/North-Mini-Code-1.0-w4a16","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:finetune:CohereLabs/North-Mini-Code-1.0-w4a16","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:vllm|supported|profile capability:safetensors|supported|profile capability:north-mini-code|supported|profile capability:speculative-decoding|supported|profile capability:draft-model|supported|profile capability:dflash|supported|profile capability:code|supported|profile capability:custom_code|supported|profile capability:base_model:CohereLabs/North-Mini-Code-1.0-w4a16|supported|profile capability:base_model:finetune:CohereLabs/North-Mini-Code-1.0-w4a16|supported|profile capability:license:apache-2.0|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:16.516Z","emptyReason":null},"stars":null,"forks":null,"downloads":24,"likes":0,"task":null,"library":"vllm","packageName":null,"latestVersion":null,"tractionLabel":"24 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:16.516Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:39:16.516Z","lastCrawledAt":"2026-10-11T20:39:16.516Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:39:16.516Z","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-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T14:00:14.385Z"}},"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-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-sdougbrown-north-mini-code-1-0-dflash-176zjp4-11/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":"2026-10-11T20:39:16.516Z","emptyReason":null},"readme":"# sdougbrown/North-Mini-Code-1.0-dflash\nHugging Face model sdougbrown/North-Mini-Code-1.0-dflash. Library: vllm. 24 downloads.\n\nTags: vllm, safetensors, north-mini-code, speculative-decoding, draft-model, dflash, code, custom_code, base_model:CohereLabs/North-Mini-Code-1.0-w4a16, base_model:finetune:CohereLabs/North-Mini-Code-1.0-w4a16, license:apache-2.0\n\nSource: https://huggingface.co/models/sdougbrown/North-Mini-Code-1.0-dflash","readmeExcerpt":"sdougbrown/North-Mini-Code-1.0-dflash Hugging Face model sdougbrown/North-Mini-Code-1.0-dflash. Library: vllm. 24 downloads. Tags: vllm, safetensors, north-mini-code, speculative-decoding, draft-model, dflash, code, custom_code, base_model:CohereLabs/North-Mini-Code-1.0-w4a16, base_model:finetune:CohereLabs/North-Mini-Code-1.0-w4a16, license:apache-2.0 Source: https://huggingface.co/models/sdougbrown/North-Mini-Code-","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model sdougbrown/North-Mini-Code-1.0-dflash. Library: vllm. 24 downloads. sdougbrown/North-Mini-Code-1.0-dflash Hugging Face model sdougbrown/North-Mini-Code-1.0-dflash. Library: vllm. 24 downloads. Tags: vllm, safetensors, north-mini-code, speculative-decoding, draft-model, dflash, code, custom_code, base_model:CohereLabs/North-Mini-Code-1.0-w4a16, base_model:finetune:CohereLabs/North-Mini-Code-1.0-w4a16, license:apache-2.0 Source: https://huggingface.co/models/sdougbrown/North-Mini-Code-","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":403,"uniquenessScore":59,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:39:16.516Z","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":"2026-10-11T20:39:16.516Z","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":"2026-10-12T14:00:14.386Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}