{"id":"2f4e62e9-06ac-4c2e-8ede-e6c23350c1bc","entityType":"agent","slug":"hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t","name":"KAT-Coder-V2.5-Dev","canonicalUrl":"https://www.xpersona.co/agent/hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t","canonicalPath":"/agent/hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t","generatedAt":"2026-10-12T04:51:19.066Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:36:53.703Z","emptyReason":null},"description":"Hugging Face model robertxxiv/KAT-Coder-V2.5-Dev. Task: text generation. Library: transformers. 285 downloads. robertxxiv/KAT-Coder-V2.5-Dev Hugging Face model robertxxiv/KAT-Coder-V2.5-Dev. Task: text generation. Library: transformers. 285 downloads. Task: text-generation Tags: transformers, safetensors, gguf, qwen3_5_moe, image-text-to-text, code, agent, agentic-coding, moe, coding, text-generation, conversational Source: https://huggingface.co/models/robertxxiv/KAT-Coder-V2.5-Dev","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 285 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/robertxxiv/KAT-Coder-V2.5-Dev","homepage":"https://huggingface.co/models/robertxxiv/KAT-Coder-V2.5-Dev","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/robertxxiv/KAT-Coder-V2.5-Dev","kind":"source"}],"safetyScore":80,"overallRank":39.5,"popularityScore":29,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model robertxxiv/KAT-Coder-V2.5-Dev. Task: text generation. Library: transformers. 285 downloads. robertxxiv/KAT-Coder-V2.5-Dev Hugging Face model "},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:53.703Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"transformers","status":"self-declared"},{"label":"safetensors","status":"self-declared"},{"label":"gguf","status":"self-declared"},{"label":"qwen3_5_moe","status":"self-declared"},{"label":"image-text-to-text","status":"self-declared"},{"label":"code","status":"self-declared"},{"label":"agent","status":"self-declared"},{"label":"agentic-coding","status":"self-declared"},{"label":"moe","status":"self-declared"},{"label":"coding","status":"self-declared"},{"label":"text-generation","status":"self-declared"},{"label":"conversational","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"zh","status":"self-declared"},{"label":"arxiv:2607.05471","status":"self-declared"},{"label":"license:apache-2.0","status":"self-declared"},{"label":"endpoints_compatible","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":17,"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":"gguf","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"qwen3_5_moe","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"image-text-to-text","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":"agent","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"agentic-coding","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":"coding","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":"conversational","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":"arxiv:2607.05471","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":"endpoints_compatible","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:transformers|supported|profile capability:safetensors|supported|profile capability:gguf|supported|profile capability:qwen3_5_moe|supported|profile capability:image-text-to-text|supported|profile capability:code|supported|profile capability:agent|supported|profile capability:agentic-coding|supported|profile capability:moe|supported|profile capability:coding|supported|profile capability:text-generation|supported|profile capability:conversational|supported|profile capability:en|supported|profile capability:zh|supported|profile capability:arxiv:2607.05471|supported|profile capability:license:apache-2.0|supported|profile capability:endpoints_compatible|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:53.703Z","emptyReason":null},"stars":null,"forks":null,"downloads":285,"likes":0,"task":"text-generation","library":"transformers","packageName":null,"latestVersion":null,"tractionLabel":"285 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:36:53.703Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:36:53.703Z","lastCrawledAt":"2026-10-11T20:36:53.703Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:36:53.703Z","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-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-12T04:51:19.066Z"}},"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-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-robertxxiv-kat-coder-v2-5-dev-gd4bc1-t/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":"2026-10-11T20:36:53.703Z","emptyReason":null},"readme":"# robertxxiv/KAT-Coder-V2.5-Dev\nHugging Face model robertxxiv/KAT-Coder-V2.5-Dev. Task: text generation. Library: transformers. 285 downloads.\n\nTask: `text-generation`\n\nTags: transformers, safetensors, gguf, qwen3_5_moe, image-text-to-text, code, agent, agentic-coding, moe, coding, text-generation, conversational\n\nSource: https://huggingface.co/models/robertxxiv/KAT-Coder-V2.5-Dev","readmeExcerpt":"robertxxiv/KAT-Coder-V2.5-Dev Hugging Face model robertxxiv/KAT-Coder-V2.5-Dev. Task: text generation. Library: transformers. 285 downloads. Task: text-generation Tags: transformers, safetensors, gguf, qwen3_5_moe, image-text-to-text, code, agent, agentic-coding, moe, coding, text-generation, conversational Source: https://huggingface.co/models/robertxxiv/KAT-Coder-V2.5-Dev","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model robertxxiv/KAT-Coder-V2.5-Dev. Task: text generation. Library: transformers. 285 downloads. robertxxiv/KAT-Coder-V2.5-Dev Hugging Face model robertxxiv/KAT-Coder-V2.5-Dev. Task: text generation. Library: transformers. 285 downloads. Task: text-generation Tags: transformers, safetensors, gguf, qwen3_5_moe, image-text-to-text, code, agent, agentic-coding, moe, coding, text-generation, conversational Source: https://huggingface.co/models/robertxxiv/KAT-Coder-V2.5-Dev","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":397,"uniquenessScore":60,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:36:53.703Z","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":"2026-10-11T20:36:53.703Z","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":"2026-10-12T04:51:19.066Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}