Patent US12045224B2

Self-aware, self-healing, and self-defending data objects powered by Cybernetic Engram® — the world's first neural network architecture designed to replace, protect, and recover data at the block level.

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🧠 Technical Core: How the Cybernetic Engram® Works

1. Neural Block Substitution

Traditional storage keeps passive byte streams. In contrast, Resiliate® replaces each data block with a trained neural model (Cybernetic Engram®), using:

  • Sequencing Neural Networks trained to reproduce the block.

  • Weights stored instead of raw data.

  • Input keys triggering data reconstruction upon access.

2. On-Demand Verification and Healing

Each Engram is augmented with:

  • Verification Neural Networks that validate output integrity.

  • Authentication Networks for secure identity-aware access.

  • Fallback Weights allowing rollbacks and healing on corruption.

3. Adaptive Security and Controls

Engrams include metadata-sensing logic:

  • Access control baked into weight logic.

  • Semantic diffs flag abnormal updates.

  • AI dynamically permits or rejects writes based on principal component analysis.

🔐 Example: A ransomware-encrypted Word file is blocked as its entropy and PCA no longer match the original Word document signature

🌐 Deployment & Infrastructure

Cybernetic Engram® supports:

  • Cloud-native distributed storage

  • Blockchain-based weight storage (optional)

  • Air-gapped and embedded environments

  • Kernel-mode integration for filesystem overlays

Related resource: docs.saf.ai/engram-deployment

Capability Traditional File Systems Resiliate® CE AI
Real-time Recovery ❌ ✅ (under 0.1s)
Autonomous Access Control ❌ ✅
Tamper-Evident Audit Trails ❌ ✅
AI-Based Semantic Classification ❌ ✅
Decentralized Block Auth ❌ ✅