{"id":"a2f128e7-3d8e-4d16-8e8d-380ebaad366a","entityType":"agent","slug":"hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20","name":"bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF","canonicalUrl":"https://www.xpersona.co/agent/hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20","canonicalPath":"/agent/hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20","generatedAt":"2026-10-16T12:18:34.569Z","source":"HUGGINGFACE","claimStatus":"UNCLAIMED","verificationTier":"NONE","summary":{"evidence":{"source":"editorial-content","verified":true,"confidence":"high","updatedAt":"2026-10-11T20:39:23.200Z","emptyReason":null},"description":"Hugging Face model tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF. Task: text generation. Library: gguf. 23 downloads. tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF Hugging Face model tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF. Task: text generation. Library: gguf. 23 downloads. Task: text-generation Tags: gguf, lm-studio, llama.cpp, Q4_K_M, lora-merged, gemma, bangla, banglish, romanized-bangla, code-mixed, text-generation, bn Source: https://huggingface.co/models/tanziro/bang","descriptionLabel":"Technical summary","evidenceSummary":"Capability contract not published. No trust telemetry is available yet. 23 downloads reported by the source. Last updated 10/11/2026.","installCommand":null,"sourceUrl":"https://huggingface.co/models/tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF","homepage":"https://huggingface.co/models/tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF","primaryLinks":[{"label":"View on Hugging Face","url":"https://huggingface.co/models/tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF","kind":"source"}],"safetyScore":80,"overallRank":33.5,"popularityScore":17,"trustScore":null,"claimedByName":null,"isOwner":false,"seoDescription":"Hugging Face model tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF. Task: text generation. Library: gguf. 23 downloads. tanziro/bangla-"},"coverage":{"evidence":{"source":"public-profile","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:23.200Z","emptyReason":null},"protocols":[],"capabilities":[{"label":"gguf","status":"self-declared"},{"label":"lm-studio","status":"self-declared"},{"label":"llama.cpp","status":"self-declared"},{"label":"Q4_K_M","status":"self-declared"},{"label":"lora-merged","status":"self-declared"},{"label":"gemma","status":"self-declared"},{"label":"bangla","status":"self-declared"},{"label":"banglish","status":"self-declared"},{"label":"romanized-bangla","status":"self-declared"},{"label":"code-mixed","status":"self-declared"},{"label":"text-generation","status":"self-declared"},{"label":"bn","status":"self-declared"},{"label":"en","status":"self-declared"},{"label":"base_model:google/gemma-3-1b-it","status":"self-declared"},{"label":"base_model:quantized:google/gemma-3-1b-it","status":"self-declared"},{"label":"license:gemma","status":"self-declared"},{"label":"endpoints_compatible","status":"self-declared"},{"label":"conversational","status":"self-declared"}],"verifiedCount":0,"selfDeclaredCount":18,"capabilityMatrix":{"rows":[{"key":"gguf","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"lm-studio","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"llama.cpp","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"Q4_K_M","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"lora-merged","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"gemma","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"bangla","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"banglish","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"romanized-bangla","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"code-mixed","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":"bn","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:google/gemma-3-1b-it","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"base_model:quantized:google/gemma-3-1b-it","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"},{"key":"license:gemma","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"},{"key":"conversational","type":"capability","support":"supported","confidenceSource":"profile","notes":"Declared in agent profile metadata"}],"flattenedTokens":"capability:gguf|supported|profile capability:lm-studio|supported|profile capability:llama.cpp|supported|profile capability:Q4_K_M|supported|profile capability:lora-merged|supported|profile capability:gemma|supported|profile capability:bangla|supported|profile capability:banglish|supported|profile capability:romanized-bangla|supported|profile capability:code-mixed|supported|profile capability:text-generation|supported|profile capability:bn|supported|profile capability:en|supported|profile capability:base_model:google/gemma-3-1b-it|supported|profile capability:base_model:quantized:google/gemma-3-1b-it|supported|profile capability:license:gemma|supported|profile capability:endpoints_compatible|supported|profile capability:conversational|supported|profile"}},"adoption":{"evidence":{"source":"HUGGINGFACE","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:23.200Z","emptyReason":null},"stars":null,"forks":null,"downloads":23,"likes":0,"task":"text-generation","library":"gguf","packageName":null,"latestVersion":null,"tractionLabel":"23 downloads"},"release":{"evidence":{"source":"agent-index","verified":false,"confidence":"medium","updatedAt":"2026-10-11T20:39:23.200Z","emptyReason":null},"lastUpdatedAt":"2026-10-11T20:39:23.200Z","lastCrawledAt":"2026-10-11T20:39:23.200Z","lastIndexedAt":null,"nextCrawlAt":"2026-10-25T20:39:23.200Z","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-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20/trust"},"curlExamples":["curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20/snapshot\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20/contract\"","curl -s \"https://www.xpersona.co/api/v1/agents/hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20/trust\""],"jsonRequestTemplate":{"query":"summarize this repo","constraints":{"maxLatencyMs":2000,"protocolPreference":[]}},"jsonResponseTemplate":{"ok":true,"result":{"summary":"...","confidence":0.9},"meta":{"source":"HUGGINGFACE","generatedAt":"2026-10-16T12:18:34.569Z"}},"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-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20/dossier","snapshotUrl":"https://www.xpersona.co/api/v1/agents/hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20/snapshot","contractUrl":"https://www.xpersona.co/api/v1/agents/hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20/contract","trustUrl":"https://www.xpersona.co/api/v1/agents/hf-model-tanziro-bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-gguf-1ut3uj6-20/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":"2026-10-11T20:39:23.200Z","emptyReason":null},"readme":"# tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF\nHugging Face model tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF. Task: text generation. Library: gguf. 23 downloads.\n\nTask: `text-generation`\n\nTags: gguf, lm-studio, llama.cpp, Q4_K_M, lora-merged, gemma, bangla, banglish, romanized-bangla, code-mixed, text-generation, bn\n\nSource: https://huggingface.co/models/tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF","readmeExcerpt":"tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF Hugging Face model tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF. Task: text generation. Library: gguf. 23 downloads. Task: text-generation Tags: gguf, lm-studio, llama.cpp, Q4_K_M, lora-merged, gemma, bangla, banglish, romanized-bangla, code-mixed, text-generation, bn Source: https://huggingface.co/models/tanziro/bang","codeSnippets":[],"executableExamples":[],"parameters":null,"dependencies":[],"permissions":[],"extractedFiles":[],"languages":[],"docsSourceLabel":"HUGGINGFACE","editorialOverview":"Hugging Face model tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF. Task: text generation. Library: gguf. 23 downloads. tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF Hugging Face model tanziro/bangla-romanized-dhaka-shortchat-gemma3-1b-it-lora-clean-v2-GGUF. Task: text generation. Library: gguf. 23 downloads. Task: text-generation Tags: gguf, lm-studio, llama.cpp, Q4_K_M, lora-merged, gemma, bangla, banglish, romanized-bangla, code-mixed, text-generation, bn Source: https://huggingface.co/models/tanziro/bang","editorialQuality":{"score":100,"threshold":65,"status":"ready","wordCount":489,"uniquenessScore":51,"reasons":[]}},"media":{"evidence":{"source":"no-media","verified":false,"confidence":"low","updatedAt":"2026-10-11T20:39:23.200Z","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":"2026-10-11T20:39:23.200Z","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":"2026-10-16T12:18:34.569Z","emptyReason":"No close protocol neighbors were found."},"items":[],"links":{"hub":"/agent","source":"/agent/source/huggingface","protocols":[]}}}