CYBER GUARDIAN

ADVANCED THREAT PROTECTION

Enterprise-Grade Extended Detection and Response Platform for Mobile. Combining machine learning, behavioral analysis, and federated learning to protect against advanced threats.

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Comprehensive Protection

Multi-layered security powered by on-device neural networks

App Detection

Three-tier neural ensemble combining TensorFlow Lite inference with native scoring and behavioral heuristics. Bayesian weighted voting with dynamic confidence adjustment prevents false positives while maintaining high detection rates.

File Detection

Multi-model Bayesian ensemble combining neural network, YARA signatures, and hash reputation. Extracts 150 features with specialized analyzers for documents and zero-day pattern detection including memory exploitation indicators.

DNS Protection

On-device VPN with certificate-pinned DoH resolution. Four-stage cascade detection with Bayesian inference, FFT-based C2 beaconing analysis, and neural DGA detection trained on 25+ malware families.

Temporal Analysis

Time-series analysis using Kalman filtering and ARIMA forecasting to detect behavioral drift, off-hour anomalies, and pattern changes that indicate compromise or automated malicious activity.

Anomaly Detection

Multi-signal analysis combining ML inference, Kalman state estimation, and correlation bonuses. Detects APT patterns, lateral movement, privilege escalation, and defense evasion with kill chain phase mapping.

Federated Learning

On-device neural adapter layer with differential privacy and gradient clipping. Models improve through secure aggregation while all training data remains local. Global-local weight blending preserves personalization.

How It Works

Enterprise-grade XDR architecture with on-device inference and secure cloud synchronization

Multi-Model Ensemble Architecture

Five-component weighted scoring combines neural networks, heuristics, reputation, and contextual analysis. Logarithmic boosting prevents score saturation while multi-source detection bonuses reward cross-vector correlation.

XDR Threat Correlation

Graph-based analysis using PageRank centrality and Louvain community detection correlates threats across apps, DNS, files, and behaviors. Kill chain phase mapping with MITRE ATT&CK integration tracks attack progression.

Privacy-Preserving Intelligence

Threat analysis runs on-device with secure cloud synchronization for federated model updates. DP-SGD gradient clipping enables collective model improvement while training data stays local.

Detection Engine

  • 3 TensorFlow Lite models
  • Bayesian network inference
  • Kalman state estimation
  • ARIMA time-series forecasting

Threat Coverage

  • APT group detection
  • Zero-day pattern detection
  • C2 beaconing via FFT analysis
  • Kill chain phase tracking

Response Engine

  • Automated threat response
  • MITRE ATT&CK mapping
  • Multi-vector correlation
  • Attack chain prediction

Built for Speed & Accuracy

Enterprise-grade detection surface with mobile-optimized performance

AI Security Assistant

Work in Progress: Our intelligent AI assistant will explain threats in simple terms, execute security actions on command, and provide proactive alerts to keep you informed.

  • Natural language threat explanations
  • Voice-activated security commands
  • Proactive threat notifications
  • Conversation memory & context
Cyber Guardian AI
I detected a suspicious app trying to access your SMS messages. Would you like me to quarantine it?
Yes, quarantine it
Done! The app has been quarantined and its network access has been blocked. Your device is now secure.

Join the Beta

Be among the first to experience next-generation mobile threat protection

Coming Late Q2 / Early Q3 2026
  • Early access to all detection engines
  • Direct feedback channel with the dev team
  • Free access through the beta period
  • Shape the product with your input

Sign Up for Beta

We'll notify you when the beta is ready. No spam.

Enterprise & Government Solutions

Cyber Guardian is available for commercial and government deployment

Cyber Guardian

Advanced Threat Protection

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