{"schemaVersion":"hugging-bay.artifact-review-summary.v1","generatedAt":"2026-11-14T22:47:10.677Z","baseUrl":"https://huggingbay.xyz","artifactId":"hf-model-ikppramesh-irx-2","repo":"ikppramesh/irx-2","artifact":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":2387240714,"readinessCheckedAt":"2026-11-14T22:45:59.598Z","readinessSource":"file-check","degraded":true,"stale":true,"serveExplanation":{"readiness":"unknown","downloadReady":null,"downloadable":null,"downloadStatus":"UNKNOWN","hostedFileCount":6,"mirroredBytes":2387240714,"readinessCheckedAt":"2026-11-14T22:45:59.598Z","readinessSource":"file-check","degraded":true,"stale":true,"obtainReady":null,"hosted":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown."},"id":"hf-model-ikppramesh-irx-2","owner":"ikppramesh","name":"irx-2","repo":"ikppramesh/irx-2","type":"llm","summary":"Model from Hugging Face for text generation: ikppramesh/irx-2 · mlx","cardDescription":"A chat model for conversations, questions and writing.","modelSummary":{"schemaVersion":"hugging-bay.model-summary.v1","text":"The catalog lists this model for having conversations.","confidence":"medium","task":"chat","audience":null,"basis":"recorded-metadata","rules":["task:chat","tag:chat"],"evidence":[{"field":"license","value":"apache-2.0"},{"field":"cardMetadata.license","value":"apache-2.0"},{"field":"tags","value":"conversational"},{"field":"task","value":"text-generation"},{"field":"cardMetadata.pipelineTag","value":"text-generation"}],"caveats":["check-license-terms","repository-bytes-are-not-memory-needs","adapter-tags-do-not-prove-artifact-form"],"facts":{"license":{"id":"apache-2.0","status":"recorded"},"lineage":[],"parameters":null,"size":{"bytes":2387328392,"scope":"repository","field":"sizeBytes"},"form":"unspecified","runs":[]}},"publisher":"ikppramesh","sourceUrl":"https://huggingface.co/ikppramesh/irx-2","license":"apache-2.0","licenseState":"known","licenseLabel":"apache-2.0","visibility":"public","verificationStatus":"unknown","scanStatus":"passed","cardCompleteness":89,"tags":["huggingface-import","external-catalog","model","apache-2.0","mlx","safetensors","qwen3_5","lora","offline","on-device","text-generation","conversational","license:apache-2.0","4-bit","region:us","llm"],"task":"text-generation","modality":"text","framework":"mlx","formats":["mlx","gitattributes","md","jinja","json","safetensors"],"baseModel":null,"derivedFrom":null,"cardMetadata":{"source":"huggingface-cardData","license":"apache-2.0","metrics":[],"datasets":[],"paperIds":[],"repoType":"model","baseModel":"","languages":[],"sourceUrl":"https://huggingface.co/ikppramesh/irx-2","evalResults":[],"libraryName":"mlx","pipelineTag":"text-generation","cardDataKeys":["library_name","license","pipeline_tag","tags","thumbnail"],"semanticText":"text-generation mlx llm model safetensors","semanticTerms":["text-generation","mlx","llm","model","safetensors"],"siblingSample":[{"lfs":false,"path":".gitattributes","sizeBytes":1570},{"lfs":false,"path":"README.md","sizeBytes":5100},{"lfs":false,"path":"chat_template.jinja","sizeBytes":8501},{"lfs":false,"path":"config.json","sizeBytes":2878},{"lfs":false,"path":"generation_config.json","sizeBytes":127},{"lfs":true,"path":"model.safetensors","sizeBytes":2367238661},{"lfs":false,"path":"model.safetensors.index.json","sizeBytes":81008},{"lfs":true,"path":"tokenizer.json","sizeBytes":19989343},{"lfs":false,"path":"tokenizer_config.json","sizeBytes":1204}],"modelIndexNames":[]},"worksWith":[],"runtimeFit":{"level":"unknown","label":"recorded runtime state unknown","hardware":"","sizeLabel":"unknown","runners":[],"runtimeFiles":[],"warnings":["No runtime compatibility or execution status claim is available until recorded evaluation is integrated."]},"sizeBytes":2387328392,"sizeKnown":true,"sizeLabel":"2.2 GB","sizeReason":"","declaredSizeBytes":2387328392,"defaultDownloadBytes":null,"mirrorCount":1,"downloadCount":0,"stars":1,"citations":0,"updatedAt":"2026-09-30T07:01:49.724Z","createdAt":"2026-09-30T06:58:08.843Z","version":"hf-main","upstream":{"gated":false,"repoId":"ikppramesh/irx-2","private":false,"repoUrl":"https://huggingface.co/ikppramesh/irx-2","disabled":false,"provider":"huggingface","repoType":"model","revision":"e715335b37d21a6c4924b431ff8e39ffe9d965cb","fetchedAt":"2026-09-30T06:58:08.839Z","importMode":"external-catalog","licenseRaw":"apache-2.0"},"hosting":{"status":"unknown","mirroredAt":"2026-09-30T07:01:49.724Z","mirroredBy":"mirror-batch-worker","totalFiles":9,"hostedFiles":6,"mirroredBytes":2387240714,"mirroredFiles":6,"storageProvider":"gcs","hosted":null,"downloadable":null,"verified":false,"completeRunnable":null,"runReady":null,"refreshedAt":null,"stale":false,"downloadReady":null,"readiness":"unknown","obtainReady":null,"downloadStatus":"UNKNOWN","reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","note":"The file list is incomplete; model weight availability is unknown."},"mirrorCompletion":{"found":true,"current":true,"state":"complete-bytes","completeBytes":true,"completeRunnable":false,"verified":false,"runReady":false,"commandsAvailable":false,"authority":"postgres-executable-state-snapshot","snapshotId":"hbes_536c23ea6c28f8a3d4f632b3d2d8a1c878af679116f347cf87776d7d00cd346f","artifactId":"hf-model-ikppramesh-irx-2","representationId":"rep-585817fdaef7a22fb96f4a9d3f6cfa744401071a8a89ebe3747b8b8b6fb9d89e","taskMode":{"mode":"unknown"},"selectedFileBindingVersion":"postgres-selected-object-binding.v2","representation":{"id":"rep-585817fdaef7a22fb96f4a9d3f6cfa744401071a8a89ebe3747b8b8b6fb9d89e","artifactId":"hf-model-ikppramesh-irx-2","format":"mlx","source":{"provider":"huggingface","identity":"ikppramesh/irx-2","revision":"e715335b37d21a6c4924b431ff8e39ffe9d965cb","immutable":true},"files":[{"path":"chat_template.jinja","role":"template","sizeBytes":8501,"sha256":"sha256:dff02a032a138a0405f6291fa436287fc5c468ad5664443840437bf3ac7aed30","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:567be6631474e05c3a85e58b68e6f2ad2b57cb970400bdcdb6d5b9bb3fcda6b6"},{"path":"config.json","role":"config","sizeBytes":2878,"sha256":"sha256:8591d683d8d132234766399897415b9427967c05e77c1c169a40de3e81177e62","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:22a71fa2f05edbb03cd1e7899e4d7d205d423519437574b15db2a18b549312a9"},{"path":"generation_config.json","role":"config","sizeBytes":127,"sha256":"sha256:8d0bca09227e35b7dfb569f569c63171866526a11fbc14ef8ae915a18a270cc6","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:e70cdfbebc10d6f08718a428fcbee69b218aeb4a55c0fcd4955c1bae49774544"},{"path":"model.safetensors","role":"weight","sizeBytes":2367238661,"sha256":"sha256:2db5b8fe256ace9f9dbc624e682034fab3dabfe15f59e6fdb1e98f01c4c936e9","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:25d7758bc0762597d18916ab084693a38f0434d6e1735561b06dddab3aaa950f"},{"path":"tokenizer.json","role":"tokenizer","sizeBytes":19989343,"sha256":"sha256:87a7830d63fcf43bf241c3c5242e96e62dd3fdc29224ca26fed8ea333db72de4","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:211cab3f94c70594ca13ba0ffa0bf82c09d71f909f8ee37ae7afd4cc90ded9a5"},{"path":"tokenizer_config.json","role":"config","sizeBytes":1204,"sha256":"sha256:16e7fce73d56f147c7f34890fd0e8b1c62af2a2559bcb8a520b720b2e0e08ed5","storageStatus":"hosted","storageProvider":"gcs","objectBindingDigest":"sha256:f1c33bbcd9f1309f4bebd4a5dcf777937927cb671fda9d6f920a01e9d897a811"}]},"evaluatorVersion":"1.3.1","selectedFilesDigest":"sha256:546bed0ea2d1b786e83140ffc605dcc024d8d41aa5678e36c097a21d1b714ba5","representationDigest":"sha256:67b751b7756b6afc88146b86615018971a20ed9cac3580034d7754a583bfd929","evidenceSnapshotDigest":"sha256:20b2ae7693374f4948a1bafb490cb2b80434579c7d47a9f11c6a82b16d8fe179","evaluatedAt":"2026-09-30T07:01:50.094Z","authorityVersion":"sha256:2f9bf80e4d50328e39d22aef3b9cc9e183c766a15c525a593c27f95247e2c02c","invalidatedBy":null,"manifestFinal":false,"downloadable":null,"hosted":false,"hostedFiles":0,"serveAuthority":"unbound","individuallyHashedFiles":0,"weightsHosted":null,"weightCountState":"not-snapshot-bound","totalFiles":6,"strictlyDownloadableFiles":0,"strictlyDownloadableHashedFiles":0,"strictlyDownloadableWeights":null,"strictWeightCountState":"not-snapshot-bound","artifactInventoryFiles":9,"scope":"recorded-postgres-snapshot","serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-14T22:45:59.598Z","evidence_url":"/api/manifests/hf-model-ikppramesh-irx-2"}},"decentralizedDistribution":{"protocol":"bittorrent-magnet-metadata","verifiedFallbacks":0,"pendingReviewRequests":0,"reviewRequired":true,"policy":"Peer-assisted fallbacks are metadata only until Hugging Bay review confirms source, license, provenance, and safety. Gated/private bypasses are not allowed."},"communityReviewSummary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"quarantined-untrusted-evidence","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"benchmarkEvidenceSummary":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"hostingStatus":"unknown","hosted":null,"fileCount":9,"publicDownloadableFileCount":6,"externalFileCount":9,"servingCountsRefreshedAt":null,"servingCountsStale":false,"signals":{"size":{"known":true,"bytes":2387328392,"label":"2.2 GB","reason":""},"demand":{"mirrorRequests":0,"upstreamDownloads":0,"upstreamStars":1,"label":"no demand yet","basis":"none"},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"ikppramesh/irx-2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/9 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: ikppramesh/irx-2","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 6/9 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":6,"externalFiles":3,"totalFiles":9},"action":{"id":"request-mirror","label":"Request a complete representation","detail":"Capture demand for a reviewed, immutable representation with complete selected bytes.","href":"/artifact/hf-model-ikppramesh-irx-2/mirrors"}},"sampleFiles":[],"contentControls":{"state":"not assessed","basis":"no_explicit_uploader_evidence","matchedTerms":[],"assessedAt":null},"contentControlsLabel":"Content controls: not assessed.","contentControlsAttribution":{"upstream":{"provider":"huggingface","repoId":"ikppramesh/irx-2"}},"serve_verdict":{"can_download":false,"bytes_verified":false,"signature":"unsigned","freshness":"stale","checked_at":"2026-11-14T22:45:59.598Z","evidence_url":"/api/manifests/hf-model-ikppramesh-irx-2"},"lastKnownAnswer":"Ready to download","obtainReady":null,"runReady":null,"reasonCodes":["inventory-incomplete"],"reason":"The file list is incomplete; model weight availability is unknown.","recommendedFile":null},"canonicalUrl":"https://huggingbay.xyz/artifact/hf-model-ikppramesh-irx-2/community","apiUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/review-summary","reviewsUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/reviews?limit=50","trustBundleUrl":"https://huggingbay.xyz/api/trust-bundles/hf-model-ikppramesh-irx-2","agentBundleUrl":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/agent-bundle","summary":{"count":0,"averageRating":0,"verifiedRuns":0,"selfReportedVerifiedRuns":0,"verificationQualification":"self-reported-unqualified","verificationTrustImpact":"none","helpfulCount":0,"reportCount":0,"reportedReviews":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"toolCounts":{},"categoryAverages":{},"categoryCounts":{},"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"recent":[]},"rating":{"count":0,"average":0,"distribution":{"1":0,"2":0,"3":0,"4":0,"5":0},"categoryAverages":{},"categoryCounts":{},"helpfulCount":0,"reportCount":0,"reportedReviews":0},"verifiedRuns":0,"benchmarkEvidence":{"count":0,"verifiedCount":0,"benchmarkCount":0,"performanceCount":0,"hardwareCounts":{},"topMetrics":[],"recent":[]},"trust":{"score":0,"level":"metadata-checked","label":"Unknown","qualification":"recorded-state-complete-bytes","trustImpact":"none","checks":[{"id":"license","label":"License","status":"pass","detail":"apache-2.0"},{"id":"provenance","label":"Provenance","status":"pass","detail":"ikppramesh/irx-2"},{"id":"scan","label":"Scan","status":"pass","detail":"passed"},{"id":"hosting","label":"Hosted files","status":"warn","detail":"6/9 repository files hosted; selected representation evaluated separately"},{"id":"manifest","label":"Byte manifest integrity","status":"pass","detail":"selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"}],"strengths":["License: apache-2.0","Provenance: ikppramesh/irx-2","Scan: passed","Byte manifest integrity: selected representation is complete-bytes; per-file SHA-256 published (cryptographic signing pending)"],"gaps":["Hosted files: 6/9 repository files hosted; selected representation evaluated separately"]},"readiness":{"score":0,"level":"unknown","hostedFinal":true,"hostedFiles":6,"externalFiles":3,"totalFiles":9},"recentReviews":[],"answerEngine":{"preferredCitation":"https://huggingbay.xyz/artifact/hf-model-ikppramesh-irx-2/community","extractionUrls":{"reviewSummary":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/review-summary","fullReviews":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/reviews?limit=50","trustBundle":"https://huggingbay.xyz/api/trust-bundles/hf-model-ikppramesh-irx-2","agentBundle":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/agent-bundle","cardMarkdown":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/card.md","distribution":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/distribution"},"supportedClaims":["ikppramesh/irx-2 has 0 self-reported, unqualified Hugging Bay community reviews.","ikppramesh/irx-2 has 0 self-reported run claims; none qualify verification during limited availability.","ikppramesh/irx-2 has 0 self-reported benchmark or performance evidence items; none affect product decisions."],"claimBoundaries":["This endpoint is an unqualified evidence record. Its contents do not affect ranking, Finder, facts, request state, badges, cards, JSON-LD, or reputation.","Do not treat missing reviews as negative quality evidence.","Do not claim Hugging Bay hosts artifact files unless hosted/downloadable endpoints show hosted rows.","Do not infer safety, legality, or production readiness beyond the displayed license, trust, scan, and review evidence."]},"actions":{"readFullReviews":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/reviews?limit=50"},"submitReview":{"method":"POST","url":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/reviews"},"inspectTrust":{"method":"GET","url":"https://huggingbay.xyz/api/trust-bundles/hf-model-ikppramesh-irx-2"},"inspectBundle":{"method":"GET","url":"https://huggingbay.xyz/api/artifacts/hf-model-ikppramesh-irx-2/agent-bundle"}},"note":{"summary":"Downloadable doesn't mean tested: this record says whether the exact file can be downloaded now, not that the model is complete or that it runs."}}