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OpenIntelligence
Turn your documents into an offline neural knowledge base.

Stop digging through PDFs. OpenIntelligence brings enterprise-grade RAG (Retrieval-Augmented Generation) to your iPhone—running entirely on your device.

29-STEP RETRIEVAL PIPELINE. ZERO CLOUD DEPENDENCY.

This is not simple keyword search. OpenIntelligence orchestrates a rigorous 29-step pipeline used by high-end research systems:

• HyDE (Hypothetical Document Embeddings) — Hallucinates an answer to find better semantic matches.
• Hybrid Search — Fuses BM25 keywords with 384-dim neural embeddings for maximum recall.
• Reciprocal Rank Fusion — Mathematically combines retrieval strategies to surface the best hits.
• MMR Diversification — Filters redundant chunks to maximize information gain.
• Cross-Encoder Reranking — Scores every candidate with a dedicated neural model for precision.
• Graph Context Packing — Optimizes the limited token budget using graph theory.
• Parent Document Retrieval — Expands matched sentences to their full paragraph context.
• Lost-in-Middle Mitigation — Reorders context to ensure the AI sees the most critical evidence.
• Semantic Chunking — Splits documents by logic and structure, not just character counts.
• Multi-Column OCR — Metal-accelerated vision processing for complex PDF layouts (360 DPI).
• Agentic Tool Use — Autonomous search, summarization, and comparison capabilities.
• 7 Anti-Hallucination Gates — Every answer passes through verification gates (A-G) that check retrieval confidence, evidence coverage, numeric sanity, contradictions, semantic grounding, quote faithfulness, and generation quality. Critical failures trigger abstention — the AI refuses to answer rather than answer wrong.
• Evidence-First Mode — When your question barely overlaps with retrieved content, the AI states what evidence exists instead of hallucinating a plausible-sounding answer.
• AI Hub Transforms — Extract key facts, step-by-step instructions, plain English, gap analysis, or illustrated visualizations from any response. All grounded in your source documents.
• Motherboard HUD — Real-time X-ray overlay showing Apple Silicon chip positions with live telemetry.
• Rich Response Formatting — Full markdown rendering with headers, bullets, bold text, and code blocks.
• Device-Optimized Performance — 3-tier Metal GPU shaders, device-specific OCR concurrency, and concurrent neural reranking adapt to your Apple Silicon chip.

THE RESULT?

Ask "What oil does my car take?" and get "SAE 0W-20 synthetic, 5.3 quarts"—with a direct citation you can tap to verify.

DEEP THINK MODE

Standard mode answers in seconds. Deep Think spawns multiple reasoning sessions (Self-RAG), cross-validates evidence, and synthesizes a thorough response. Perfect for legal, medical, or academic research.

100% PRIVATE BY DEFAULT

Everything runs on-device. Your documents never leave your iPhone unless you enable Private Cloud Compute—Apple's zero-retention fallback. No accounts. No uploads. No tracking.

SUPPORTED FORMATS

PDF (native + OCR), Word, Excel, PowerPoint, Markdown, CSV, RTF, TXT, and images.

SUBSCRIPTION OPTIONS

• Pro Monthly: Up to 1,000 documents, all features
• Pro Annual: Save 30% compared to monthly
• Lifetime: One-time purchase, forever access
• Free tier includes core functionality with 5 document limit

Payment is charged to your Apple ID account at purchase confirmation. Subscriptions automatically renew unless canceled at least 24 hours before the end of the current period. Manage subscriptions in Settings > Apple ID > Subscriptions.

Privacy Policy: https://gunzino.me/openintelligence/privacy
Terms of Use: https://gunzino.me/openintelligence/terms
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Capturas de ecrã

#1. OpenIntelligence (iOS) Por: Gunnar Hostetler
#2. OpenIntelligence (iOS) Por: Gunnar Hostetler
#3. OpenIntelligence (iOS) Por: Gunnar Hostetler
#4. OpenIntelligence (iOS) Por: Gunnar Hostetler
#5. OpenIntelligence (iOS) Por: Gunnar Hostetler
#6. OpenIntelligence (iOS) Por: Gunnar Hostetler

Novidades

  • Versão: 2.1
  • Atualizado:
  • Version 2.1

    WHAT YOU'LL NOTICE

    Smarter Answers
    - The AI now tells you when your documents don't cover a question instead of making something up
    - Topical mismatch detection: when your question barely overlaps with retrieved content, Evidence-First mode activates — the AI states what evidence exists instead of hallucinating
    - 3 new verification gates (7 total, A-G): Semantic Grounding checks the answer matches sources, Quote Faithfulness checks quoted text actually appears, Generation Quality catches repetitive output
    - Critical gates can trigger full abstention — the app refuses to answer rather than answer wrong

    Deep Think & Maximum Mode
    - Fixed app freeze when sending a second question while one is processing (two reasoning chains were fighting over Apple FM)
    - Cancel-and-replace: old query cancels cleanly, new one takes over
    - Cancellation checks at all 17 LLM call sites — no wasted processing

    Suggested Questions
    - Fixed prompt contamination — hardcoded Kia Sportage examples were biasing every library toward car questions
    - Questions now reference specific details from your actual documents
    - Switching libraries instantly clears stale suggestions — no more flash of wrong questions
    - Natural conversational tone instead of robotic templates

    Cross-Library Isolation
    - Answers no longer leak between libraries when switching mid-conversation (session ID + 8 guard checks)
    - Entity index, full-text search, and suggestions fully scoped per library
    - Deleting a library properly cleans all cross-references

    Onboarding Rebuilt
    - 2-page flow: welcome cards → live pipeline theater showing your docs being processed in real time
    - Metrics dashboard: words, chunks, vectors, processing time
    - 3 built-in sample docs (Pricing, RAG Architecture, Apple Intelligence) — bypass free tier limit
    - Haptic feedback on all 6 interactions, VoiceOver labels throughout, reduce motion support
    - Retry button when sample import fails

    AI Hub Results
    - Key Facts, Step-by-Step, Plain English, What's Missing, Illustrate now render with full markdown (bold, bullets, headers)
    - New Share button alongside Copy and Insert
    - Sheet starts half-height, draggable to full

    Other Fixes
    - Alert dialogs can be dismissed again (was stuck due to .constant() binding)
    - "Show All Insights" now shows a proper list (was an empty TODO)
    - Image Playground no longer biased toward car themes (removed Ford Mustang few-shot example)
    - Settings: dynamic confidence threshold, duplicate Vietnamese removed, gates label corrected to A-G
    - About screen shows actual version instead of hardcoded 1.0.0

    UNDER THE HOOD

    Safety
    - 37 force-unwrap crash sites eliminated across 26 files (guard let, if let, default values)
    - 10 fatalError() calls → graceful URL.temporaryDirectory fallbacks
    - StoreKit stream continuation crash fixed (IUO → AsyncStream.makeStream)
    - 3 silent Vision catch blocks now log properly

    Dead Code
    - 1,278 lines removed: SettingsRootView (701), DeveloperSettingsView (350), OpenAIResponsesAPIService (178), VecturaVectorDatabase (53), TipKit overlays
    - 15 test files deleted (2,686 lines) — were never wired into a test target

    Search Internals
    - BM25Scorer: class → struct with Storage reference type, fresh NLTokenizer per call (thread safety), lemmatization removed, division-by-zero guard
    - Font cipher detection prevents 93% content loss on encoded PDFs (Jaccard similarity)
    - Raw regex fix (5 patterns), garbled image extraction fix, dynamic image text budget

    Concurrency
    - Swift 6 strict concurrency: 11 files with nonisolated(unsafe) annotations, zero runtime change
    - GPU mode relabeling: Performance→Maximum, Balanced→Performance, new Balanced tier

    Developer
    - 25+ views gained #Preview macros for Xcode canvas
    - Pipeline X-Ray Studio: new 5,540-line web app for visualizing pipeline traces (dev tool, not in app)

    Includes all v2.0 features: 29-step RAG pipeline, AI Hub, 3-tier Metal GPU, device-specific OCR, markdown rendering, 102 services.

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«OpenIntelligence». Plataforma: iOS. Categoria: Utilitários. Desenvolvedor: «Gunnar Hostetler». Primeiro lançamento: . Última atualização: . Preço atual: grátis. Este título ainda não recebeu classificações ou comentários no AppAgg. Loja: App Store. Avaliação da loja: 5.0. Votos: 2. Idiomas disponíveis: English. AppAgg rastreia histórico de preços, classificações e feedback de usuários para «OpenIntelligence». Acompanhe futuros descontos e atualizações via RSS. AppAgg não hospeda aplicativos nem distribui software. Todas as marcas registradas, logotipos e capturas de tela pertencem aos seus respectivos proprietários.
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