Verification White Paper

๐Ÿ›๏ธ SABIR VAULT โ€” Verification White Paper

How we prove our Deterministic Forensic Engine is mathematically correct โ€” not just empirically tested
Version 2.7-PUBLIC | August 2026

๐ŸŽฏ Executive Summary

SABIR VAULT is a deterministic neuro-symbolic forensic engine for corporate due diligence, M&A audit, and financial fraud investigation.

๐Ÿ’ก Core Architectural Principle: AI Reads, Deterministic Code Decides

Perception Layer

Powered by a 9-billion-parameter Vision-LLM running 100% locally on-device. Strictly confined to OCR, handwriting recognition, stamp detection, and table extraction. AI never makes legal or financial decisions.

Deterministic Forensic Kernel

100% of entity resolution, graph topologies, financial reconciliations, and fraud detections are executed by formal mathematical algorithms with zero probabilistic hallucinations.

Our testing stack has 5 layers of guarantee:

๐Ÿงฎ Exhaustive Models
141 states (<0.1s) โ€” Mathematical Proof
๐Ÿ›ฐ๏ธ Satellite Suite
32 mini-dossiers (<0.2s) โ€” Behavioral Scenarios
๐Ÿงช Core Test Suite
199 unit tests in 0.84s โ€” Algorithmic Integrity
๐Ÿ›๏ธ Constitutional Guards
4 invariants โ€” Regression Shields
๐Ÿ“Š Macro Benchmarks
2 cases / 800 documents โ€” End-to-End Validation
Result: 376+ automated checks on every commit. Total execution <2 seconds. Zero known regression in production.

๐Ÿ”ฌ Deterministic Architecture vs. Conventional AI

DimensionConventional AISABIR VAULT
Role of AIGenerates opinions (hallucinations)Strictly OCR/Perception (reading only)
AI ModelCloud-based, opaque9B local Vision-LLM (transparent)
Decision EngineProbabilistic black box100% Deterministic Discrete Math
VerificationEmpirical / Sample-basedFormal Proof by Exhaustion (141 states)
Evidence TraceUnverifiable narrativeSHA-256 + Blockchain-anchored logs
PrivacyCloud API (data leaks)100% Air-Gapped / Zero-Cloud
SecurityNoneSandbox + ClamAV Antivirus protection
Automated ChecksNone / Ad-hoc376+ tests in <2 seconds

๐Ÿ‘๏ธ Computer Vision Pipeline

  • Adaptive Autofocus: Dynamic sharpness & contrast enhancement (0.005 sec)
  • Smart Document Crop: Auto-detect and crop A4 documents (0.003 sec)
  • Handwriting OCR: 9B Vision-LLM fine-tuned for legal docs (<1 sec)
  • Stamp Detection: pHash + visual feature matching (0.02 sec)
  • Native Excel Parser: Direct table extraction without OCR (0.1 sec)

Supported formats: PDF, DOCX, JPG, PNG, WEBP, BMP, HEIC, XLSX, XLS, TXT.

๐Ÿ›ก๏ธ Secure Document Ingestion (Zero-Trust)

  • ๐Ÿ”’ Isolated Sandbox โ€” Zero system access during unpacking
  • ๐Ÿฆ  Antivirus Scanning โ€” ClamAV + macro exploit detection
  • ๐Ÿ“ฆ Secure Archive Support โ€” ZIP, RAR, 7z, TAR, GZ, BZ2 with Zip-Bomb & Zip-Slip protection
  • ๐Ÿšซ Executable Block โ€” Auto-block PE/Mach-O/ELF files

๐Ÿ”— Blockchain Evidence Anchoring

  • ๐Ÿ” SHA-256 Hashing โ€” Cryptographic proof of evidence
  • โ›“๏ธ Public Verification โ€” Immutable proof of existence
  • ๐Ÿ“œ Audit Trail โ€” Every decision linked to source file + line number
  • โš–๏ธ Court Admissible โ€” Legal-grade evidence preservation

๐Ÿ›ฃ๏ธ Six Universal Investigation Routes

  1. 1.Financial Mismatch โ€” Payment vs Invoice vs Act reconciliation (gap detection)
  2. 2.Ownership Change โ€” Control shifts within 120 days before deal
  3. 3.Related Party Chain โ€” Multi-hop entity relationship graphs
  4. 4.Signature Conflict โ€” Documents signed after dismissal or death
  5. 5.Debt Concealment โ€” Fictitious promissory notes before bankruptcy
  6. 6.Asset Stripping โ€” Below-market asset sales before default

๐ŸŒ Multi-Jurisdictional Core

Declarative JSON configurations for:

  • ๐Ÿ‡บ๐Ÿ‡ฆ Ukraine (UA) โ€” EDR, RNOKPP, Family Code (Art. 260)
  • ๐Ÿ‡บ๐Ÿ‡ธ USA โ€” IRS, UCC, Delaware LLC
  • ๐Ÿ‡ฉ๐Ÿ‡ช Germany โ€” Handelsregister, BGB (ยง 873, ยง 1565)
  • ๐Ÿ‡ต๐Ÿ‡ฑ Poland โ€” KRS, NIP/PESEL, Sp. z o.o.
  • ๐Ÿ‡ฐ๐Ÿ‡ฟ Kazakhstan โ€” BIN/IIN, register

New jurisdiction added in 15 minutes via simple JSON config โ€” no code changes.

๐Ÿ‘ค Human-in-the-Loop Organizer

  • Scout Recon: Auto-deduplicate, extract all entities (Automated)
  • Review Workbench: Confirm Anchor, Spouse, Director, Signals (2โ€“3 min)
  • Evidence Export: Generate HTML dashboard + Court Dossier (3 sec)

โšก Air-Gapped & Energy Efficient

  • ๐Ÿ”’ Zero-Cloud Security: No client data ever leaves the office
  • โšก 15W Power Consumption: Runs on compact enterprise hardware (Apple Mac mini M2)
  • ๐Ÿ”‹ 17 hours autonomy during blackouts via portable power station
  • ๐Ÿ’ฐ 500 documents processed for $0.31 electricity vs $30โ€“50 in cloud APIs

๐Ÿ“Š Benchmark Results

  • Industrial M&A Fraud (500 docs / 7 traps): โœ… 7/7 signals + 6/6 routes
  • Corporate Bankruptcy (300 docs / 7 schemes): โœ… 6/6 routes + 5M note detection

100% deterministic reproducibility.

Next Step
Validate the engine on your own document archive.