Autonomous Data Defense

0.1 Second Recovery

Detect, reverse, and regenerate compromised data in real time — with zero operator input. Resiliate® uses Cybernetic Engram® AI to stop threats before you even know they happened.

Explore How It Works

0.1 Second Recovery

From breach to rollback in milliseconds


What It Means

Resiliate® powered by Cybernetic Engram® AI is capable of recovering compromised or corrupted data within 0.1 seconds of detecting an anomaly — without relying on backup agents, or remote services.

Key Outcomes:

  • Sub-second Recovery Point Objective (RPO)
  • System-aware, zero-operator autonomous rollback
  • Minimal to no operational disruption

How It Works

When a data block is learned by a Cybernetic Engram®, its neural weight matrix is stored as a versioned and cryptographically anchored representation. Subsequent changes to that block — whether writes, edits, or transforms — are:

  1. Analyzed in real-time using behavior-aware sequence models
  2. Validated or rejected by embedded verification neural networks
  3. Rollback triggered automatically when deviation exceeds threshold

Because the engram already contains previous versions as AI weight vectors, rollback doesn’t require disk reads or restores. It’s as simple as:

load(weights_v[N-1])
generate(data_block)
replace(current)
  

Execution occurs entirely in memory or in-place, often within ~100ms on modern SSDs or memory-resident workloads.


It’s Faster Than Traditional Methods

Method Avg. RPO Trigger Delay Data Resolution
Hourly Snapshots 30–60 min Human/operator File-level
Backup Agents 1–4 hrs Alert/manual Directory or VM image
Cybernetic Engram® < 0.1 sec Autonomous (no ops) Byte-level

Common Scenarios

  • Ransomware Mitigation: Engram detects entropy shift and rollbacks occur in-place.
  • File Tampering: Unauthorized code injection triggers self-healing to last trusted state.
  • Edge Instability: Resiliate® restores real-time log buffers at the endpoint from last memory-bound engram.

Backed by Patent US12045224B2

All recovery and restoration processes are protected by patent claims for self-healing and self-defending neural data structures, ensuring provable integrity and novel innovation.