INFO SEARCH9.3 h / wk per worker · McKinsey·WORK ABOUT WORK60% of work time · Asana 2024·ITALIAN SMBs · STRUCTURED AI6.9% (10-249 emp.) · Anitec-Assinform 2025·AI PROJECTS · SMB vs LARGE8% vs 71% · Polimi 2025·AI ACT ART. 50 · APPLICABLE2 Aug 2026 · EU 2024/1689·GARANTE FINE · CAREGGI€80,000 · Provv. 474/2025·MAX AI ACT FINES€35M or 7% turnover · art. 99·ITALIAN AI MARKET 2024€900M · +38.7% YoY · Anitec·INFO SEARCH9.3 h / wk per worker · McKinsey·WORK ABOUT WORK60% of work time · Asana 2024·ITALIAN SMBs · STRUCTURED AI6.9% (10-249 emp.) · Anitec-Assinform 2025·AI PROJECTS · SMB vs LARGE8% vs 71% · Polimi 2025·AI ACT ART. 50 · APPLICABLE2 Aug 2026 · EU 2024/1689·GARANTE FINE · CAREGGI€80,000 · Provv. 474/2025·MAX AI ACT FINES€35M or 7% turnover · art. 99·ITALIAN AI MARKET 2024€900M · +38.7% YoY · Anitec·INFO SEARCH9.3 h / wk per worker · McKinsey·WORK ABOUT WORK60% of work time · Asana 2024·ITALIAN SMBs · STRUCTURED AI6.9% (10-249 emp.) · Anitec-Assinform 2025·AI PROJECTS · SMB vs LARGE8% vs 71% · Polimi 2025·AI ACT ART. 50 · APPLICABLE2 Aug 2026 · EU 2024/1689·GARANTE FINE · CAREGGI€80,000 · Provv. 474/2025·MAX AI ACT FINES€35M or 7% turnover · art. 99·ITALIAN AI MARKET 2024€900M · +38.7% YoY · Anitec·
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TECHNICAL DOSSIER · PDF

Architecture, compliance, deployment in 24 pages.

The technical dossier collects Lemnia's engine anatomy (graph, cite-or-refuse pipeline, local models, security), the connector map, the per-niche DPIA matrix, the Annex V hyper-amortisation requirements, and bench measurements. Built for CTOs, DPOs, accountants and technical leads.

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TABLE OF CONTENTS

What's inside the PDF.

  • 01 — Engine anatomy

    Graph schema (entity-classes, 28 canonical relations), cite-or-refuse 5-step pipeline, local model stack (Qwen3.5-4B Q4_K_XL + mDeBERTa NLI + Qwen3-Embedding-0.6B).

  • 02 — Compliance matrix

    AI Act Art. 50 mapping, GDPR Art. 30 register format, NIS2 D.Lgs. 138/2024 ACN measure coverage, per-niche DPIA template index.

  • 03 — Deployment topologies

    T1 standalone laptop, T2 LAN appliance (Mac mini / NUC), T3 sovereign on-prem GPU appliance. Hardware sizing, network requirements, attestation chain.

  • 04 — Connectors

    All 19 v0.1.5 connectors documented with the source protocol, scope of credentials, read/write direction, latency at the bench. OpenAPI adapter for in-house systems.

  • 05 — Annex V evidence

    Interconnection log format, automation measurement procedure, integration map, cost breakdown. Ready material for the appraising engineer's perizia tecnica.

  • 06 — Bench measurements

    Voice query first-response time, OCR capture-to-ERP time, dossier composition latency, multi-source retrieval p95, cloud-burst round-trip envelope.

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