{"id":45103990,"url":"https://github.com/muhittincamdali/swiftintelligence","last_synced_at":"2026-04-15T15:01:09.433Z","repository":{"id":310109718,"uuid":"1038747480","full_name":"muhittincamdali/SwiftIntelligence","owner":"muhittincamdali","description":"Privacy-first modular AI toolkit for Apple developers with Vision, NaturalLanguage, Speech, benchmarks, and release 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align=\"center\"\u003e\n  \u003cimg src=\"Documentation/Assets/Readme/swiftintelligence-hero.svg\" width=\"100%\" alt=\"SwiftIntelligence hero banner\" /\u003e\n\u003c/div\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003cstrong\u003eSwiftIntelligence\u003c/strong\u003e is an Apple-native AI workflow stack for teams that need\n  \u003ccode\u003eVision\u003c/code\u003e, \u003ccode\u003eNaturalLanguage\u003c/code\u003e, \u003ccode\u003eSpeech\u003c/code\u003e, privacy controls, benchmarks, and release proof to ship as one product path.\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  Use it when multiple Apple AI capabilities must ship together with proof discipline.\n  Skip it when raw Apple APIs or a narrower package already close the product path cleanly.\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"Documentation/Getting-Started.md#five-minute-success-path\"\u003e\u003cstrong\u003eStart Here\u003c/strong\u003e\u003c/a\u003e •\n  \u003ca href=\"Examples/README.md\"\u003e\u003cstrong\u003eExamples Hub\u003c/strong\u003e\u003c/a\u003e •\n  \u003ca href=\"Documentation/Generated/Public-Proof-Status.md\"\u003e\u003cstrong\u003eRelease Proof\u003c/strong\u003e\u003c/a\u003e\n\u003c/p\u003e\n\n\u003cp align=\"center\"\u003e\n  Need rival-fit first? See \u003ca href=\"Documentation/Comparisons/Competitive-Matrix.md\"\u003eCompetitive Matrix\u003c/a\u003e.\n  Need the human trust router? See \u003ca href=\"Documentation/Trust-Start.md\"\u003eTrust Start\u003c/a\u003e.\n  Need the repo story in another language? See \u003ca href=\"Documentation/README-Languages.md\"\u003eREADME Languages\u003c/a\u003e.\n\u003c/p\u003e\n\n\u003cimg alt=\"\" src=\"https://capsule-render.vercel.app/api?type=rect\u0026color=0:F05138,45:FF9F0A,100:0A84FF\u0026height=3\u0026section=header\"/\u003e\n\n## First Decision\n\n| Need | Best next move |\n| --- | --- |\n| one maintained Apple workflow that spans modules and release proof | [Five-Minute Success Path](Documentation/Getting-Started.md#five-minute-success-path) |\n| exact trust, readiness, and release-claim boundaries | [Trust Start](Documentation/Trust-Start.md) |\n| named-rival fit before adoption | [Competitive Matrix](Documentation/Comparisons/Competitive-Matrix.md) |\n| only one low-level framework call or a specialist package | stay on raw Apple APIs or choose the narrower package first |\n\nUse [Public Proof Status](Documentation/Generated/Public-Proof-Status.md) only when exact claim wording matters.\n\n\u003cimg alt=\"\" src=\"https://capsule-render.vercel.app/api?type=rect\u0026color=0:F05138,45:FF9F0A,100:0A84FF\u0026height=3\u0026section=header\"/\u003e\n\n## Demo Gallery\n\n\u003cp align=\"center\"\u003e\n  \u003ca href=\"Examples/DemoApps/IntelligentCamera/README.md\"\u003e\n    \u003cimg src=\"Documentation/Assets/Flagship-Demo/intelligent-camera-success.png\" width=\"100%\" alt=\"SwiftIntelligence IntelligentCamera flagship demo screenshot\" /\u003e\n  \u003c/a\u003e\n\u003c/p\u003e\n\n`IntelligentCamera` is the fastest honest proof of value in this repository.\nIt closes the strongest maintained path: `Vision -\u003e NLP -\u003e Privacy`.\n\nFlagship media:\n- [Guide](Examples/DemoApps/IntelligentCamera/README.md)\n- [Recording](Documentation/Assets/Flagship-Demo/intelligent-camera-run.mp4)\n- [Caption](Documentation/Assets/Flagship-Demo/caption.txt)\n- [Media Policy](Documentation/Assets/Flagship-Demo/README.md)\n\n```bash\nbash Scripts/validate-flagship-demo.sh\n```\n\n\u003ctable\u003e\n  \u003ctr\u003e\n    \u003ctd width=\"50%\" valign=\"top\"\u003e\n      \u003ca href=\"Examples/DemoApps/SmartTranslator/README.md\"\u003e\n        \u003cimg src=\"Documentation/Assets/SmartTranslator-Demo/smarttranslator-success.png\" alt=\"SmartTranslator secondary demo screenshot\" /\u003e\n      \u003c/a\u003e\n      \u003cp\u003e\u003cstrong\u003eSmartTranslator\u003c/strong\u003e\u003cbr /\u003e\u003ccode\u003eNLP -\u0026gt; Privacy -\u0026gt; Speech\u003c/code\u003e\u003c/p\u003e\n      \u003cp\u003eBest secondary path for text analysis, tokenized preview, and translated output.\u003c/p\u003e\n      \u003cp\u003e\n        \u003ca href=\"Examples/DemoApps/SmartTranslator/README.md\"\u003eGuide\u003c/a\u003e •\n        \u003ca href=\"Documentation/Assets/SmartTranslator-Demo/smarttranslator-run.mp4\"\u003eRecording\u003c/a\u003e •\n        \u003ca href=\"Documentation/Assets/SmartTranslator-Demo/README.md\"\u003eMedia Policy\u003c/a\u003e\n      \u003c/p\u003e\n    \u003c/td\u003e\n    \u003ctd width=\"50%\" valign=\"top\"\u003e\n      \u003ca href=\"Examples/DemoApps/VoiceAssistant/README.md\"\u003e\n        \u003cimg src=\"Documentation/Assets/VoiceAssistant-Demo/voiceassistant-success.png\" alt=\"VoiceAssistant secondary demo screenshot\" /\u003e\n      \u003c/a\u003e\n      \u003cp\u003e\u003cstrong\u003eVoiceAssistant\u003c/strong\u003e\u003cbr /\u003e\u003ccode\u003eNLP -\u0026gt; Privacy -\u0026gt; Speech\u003c/code\u003e\u003c/p\u003e\n      \u003cp\u003eBest secondary path for assistant-style intent handling and privacy-aware response output.\u003c/p\u003e\n      \u003cp\u003e\n        \u003ca href=\"Examples/DemoApps/VoiceAssistant/README.md\"\u003eGuide\u003c/a\u003e •\n        \u003ca href=\"Documentation/Assets/VoiceAssistant-Demo/voiceassistant-run.mp4\"\u003eRecording\u003c/a\u003e •\n        \u003ca href=\"Documentation/Assets/VoiceAssistant-Demo/README.md\"\u003eMedia Policy\u003c/a\u003e\n      \u003c/p\u003e\n    \u003c/td\u003e\n  \u003c/tr\u003e\n\u003c/table\u003e\n\n`SmartTranslator` and `VoiceAssistant` carry real media and maintained guides.\nThey are not flagship proof surfaces, but they are no longer source-only demos.\n\nUse [Examples Hub](Examples/README.md) when you need the canonical demo chooser.\n\n\u003cimg alt=\"\" src=\"https://capsule-render.vercel.app/api?type=rect\u0026color=0:F05138,45:FF9F0A,100:0A84FF\u0026height=3\u0026section=header\"/\u003e\n\n## Product Surface\n\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"Documentation/Assets/Readme/swiftintelligence-capability-board.svg\" width=\"100%\" alt=\"SwiftIntelligence capability board\" /\u003e\n\u003c/p\u003e\n\n| Product lane | Start with demo | Compare first | Why this lane matters |\n| --- | --- | --- | --- |\n| Vision | [IntelligentCamera](Examples/DemoApps/IntelligentCamera/README.md) | [Vision vs Apple Vision](Documentation/Comparisons/Vision-vs-AppleVision.md) | strongest maintained product path and flagship evaluator route |\n| NaturalLanguage | [SmartTranslator](Examples/DemoApps/SmartTranslator/README.md) | [NLP vs NaturalLanguage](Documentation/Comparisons/NLP-vs-NaturalLanguage.md) | clearest text-first path for summaries, entities, and transformed output |\n| Speech | [VoiceAssistant](Examples/DemoApps/VoiceAssistant/README.md) | [Speech vs Apple Speech](Documentation/Comparisons/Speech-vs-AppleSpeech.md) | assistant-style response flows without pretending to be a speech-recognition leader |\n| Privacy | [IntelligentCamera](Examples/DemoApps/IntelligentCamera/README.md) | [Privacy vs CryptoKit + Security](Documentation/Comparisons/Privacy-vs-CryptoKit-Security.md) | makes tokenization and safer handling visible in app-facing workflows |\n| Benchmarks | [Examples Hub](Examples/README.md) | [Benchmark Baselines](Documentation/Benchmark-Baselines.md) | keeps claims inside thresholds, manifests, and immutable bundles |\n| Release Proof | [Trust Start](Documentation/Trust-Start.md) | [Latest Release Proof](Documentation/Generated/Latest-Release-Proof.md) | closes trust and release questions with generated evidence |\n\n## Competitive Reality\n\nSwiftIntelligence does **not** win by pretending to be `MLX`, `coremltools`, or a generic cross-platform inference runtime.\n\nIt wins only if it is clearly better at:\n\n- Apple-native workflow composition\n- proof-backed release discipline\n- multi-module adoption guidance\n- faster first success for real app teams\n\nCurrent top comparison set:\n\n- [SwiftIntelligence vs Top Rivals](Documentation/Comparisons/Competitive-Matrix.md)\n- [NLP vs Apple NaturalLanguage](Documentation/Comparisons/NLP-vs-NaturalLanguage.md)\n- [Vision vs Apple Vision](Documentation/Comparisons/Vision-vs-AppleVision.md)\n- [Speech vs Apple Speech](Documentation/Comparisons/Speech-vs-AppleSpeech.md)\n- [Privacy vs CryptoKit + Security](Documentation/Comparisons/Privacy-vs-CryptoKit-Security.md)\n\n\u003cimg alt=\"\" src=\"https://capsule-render.vercel.app/api?type=rect\u0026color=0:F05138,45:FF9F0A,100:0A84FF\u0026height=3\u0026section=header\"/\u003e\n\n## Architecture Signal\n\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"Documentation/Assets/Readme/swiftintelligence-architecture-board.svg\" width=\"100%\" alt=\"SwiftIntelligence architecture board\" /\u003e\n\u003c/p\u003e\n\n| Layer | Maintained surface |\n| --- | --- |\n| Flagship workflows | `IntelligentCamera`, `SmartTranslator`, `VoiceAssistant` |\n| Perception | `SwiftIntelligenceVision`, `SwiftIntelligenceML` |\n| Language | `SwiftIntelligenceNLP`, `SwiftIntelligenceSpeech`, `SwiftIntelligenceReasoning` |\n| Trust and transport | `SwiftIntelligencePrivacy`, `SwiftIntelligenceNetwork`, `SwiftIntelligenceMetrics`, `SwiftIntelligenceCache` |\n| Release operating system | `SwiftIntelligenceBenchmarks`, generated proof pages, release bundles, media pack |\n\n## Trust Surface\n\n\u003cp align=\"center\"\u003e\n  \u003cimg src=\"Documentation/Assets/Readme/swiftintelligence-trust-board.svg\" width=\"100%\" alt=\"SwiftIntelligence trust and distribution board\" /\u003e\n\u003c/p\u003e\n\n| Signal | Current truth |\n| --- | --- |\n| Publish readiness | `ready` |\n| Distribution posture | `release-grade` |\n| Required release device floor | `Mac + iPhone` |\n| Flagship media | `published` |\n| Secondary demo media | `SmartTranslator, VoiceAssistant published` |\n| Canonical trust start | [Trust Start](Documentation/Trust-Start.md) |\n| Latest immutable proof | [Latest Release Proof](Documentation/Generated/Latest-Release-Proof.md) |\n\n\u003cimg alt=\"\" src=\"https://capsule-render.vercel.app/api?type=rect\u0026color=0:F05138,45:FF9F0A,100:0A84FF\u0026height=3\u0026section=header\"/\u003e\n\n## Docs Map\n\n| You are... | Start here |\n| --- | --- |\n| Evaluating the repo | [Documentation Hub](Documentation/README.md) |\n| Trying the strongest path | [Getting Started](Documentation/Getting-Started.md) |\n| Comparing options | [Competitive Matrix](Documentation/Comparisons/Competitive-Matrix.md) |\n| Reviewing trust and release proof | [Trust Start](Documentation/Trust-Start.md) |\n| Looking for product examples | [Examples](Examples/README.md) |\n| Contributing or maintaining | [Contributing](CONTRIBUTING.md) |\n\n## Install The Strongest Path\n\n```swift\ndependencies: [\n    .package(url: \"https://github.com/muhittincamdali/SwiftIntelligence.git\", from: \"1.2.2\")\n],\ntargets: [\n    .target(\n        name: \"MyApp\",\n        dependencies: [\n            .product(name: \"SwiftIntelligenceCore\", package: \"SwiftIntelligence\"),\n            .product(name: \"SwiftIntelligenceVision\", package: \"SwiftIntelligence\"),\n            .product(name: \"SwiftIntelligenceNLP\", package: \"SwiftIntelligence\"),\n            .product(name: \"SwiftIntelligencePrivacy\", package: \"SwiftIntelligence\")\n        ]\n    )\n]\n```\n\nValidate the same public path the repo claims:\n\n```bash\nswift build\nbash Scripts/validate-flagship-demo.sh\nbash Scripts/validate-examples.sh\nswift test\n```\n\n## Module Surface\n\n\u003cdetails open\u003e\n\u003csummary\u003e\u003cstrong\u003eCore modules and what they do\u003c/strong\u003e\u003c/summary\u003e\n\n| Module | Role |\n| --- | --- |\n| `SwiftIntelligenceCore` | shared configuration, logging, runtime utilities |\n| `SwiftIntelligenceML` | on-device training, prediction, evaluation, cache management |\n| `SwiftIntelligenceNLP` | sentiment, entities, keywords, summaries, topics |\n| `SwiftIntelligenceVision` | classification, detection, OCR, segmentation, enhancement |\n| `SwiftIntelligenceSpeech` | speech-related types, synthesis, voice catalogs |\n| `SwiftIntelligencePrivacy` | tokenization, anonymization, secure storage, compliance helpers |\n| `SwiftIntelligenceReasoning` | higher-level reasoning primitives |\n| `SwiftIntelligenceNetwork` | network-layer helpers |\n| `SwiftIntelligenceCache` | cache primitives |\n| `SwiftIntelligenceMetrics` | metrics and observability support |\n| `SwiftIntelligenceBenchmarks` | benchmark runners, artifacts, thresholds, baselines |\n\n\u003c/details\u003e\n\n## Community and Maintenance Surface\n\n| If you need to verify... | Start here | Why |\n| --- | --- | --- |\n| how contributions are judged | [Contributing](CONTRIBUTING.md) | the quality bar for code, proof, examples, and public claims |\n| how vulnerabilities should be reported | [Security Policy](SECURITY.md) | private intake path and current security operations matrix |\n| how to get help or route an issue | [Support](SUPPORT.md) | support channels, repro expectations, and maintainer gate set |\n| how GitHub-facing metadata stays aligned | [GitHub Distribution](Documentation/GitHub-Distribution.md) | About box, topics, README story, and public proof routing |\n| how releases are prepared and validated | [Release Process](Documentation/Release-Process.md) | release asset, proof, and publication discipline |\n| how to support ongoing maintenance | [GitHub Sponsors](https://github.com/sponsors/muhittincamdali) | direct maintenance support linked from `.github/FUNDING.yml` |\n| how collaboration stays safe | [Code of Conduct](CODE_OF_CONDUCT.md) | conduct expectations across public interactions |\n\n## License\n\nReleased under the [MIT License](LICENSE).\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmuhittincamdali%2Fswiftintelligence","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmuhittincamdali%2Fswiftintelligence","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmuhittincamdali%2Fswiftintelligence/lists"}