Founder • System Architect • ERANEST Technoware Pvt Ltd

Building deterministic infrastructure, survivable data systems, and next-generation compute architectures.

🔬 Systems Research • 🧠 AI Infrastructure • 🛡 Security Architecture • ⚙️ Deterministic Compute

Engineering and research across foundational digital infrastructure.

Focus areas include:

• ⚙️ Deterministic system architectures
• 🧩 Fragment-based data storage
• 💾 Survivable digital infrastructure
• 🧠 Pattern-based compute runtime
• 🤖 AI-assisted risk intelligence
• 🔐 Secure decision systems

The goal is to move digital systems from:

Fragile Software → Deterministic Infrastructure

QBAIX ↓ M-OS Runtime ↓ Deterministic Fragment Graph (DFG) ↓ Digital Lifeline ↓ XAIAK AI ↓ XAIPT Security ↓ XLP / UNI-OS

Experimental compute platform exploring next-generation infrastructure combining:

• high-performance compute
• deterministic execution models
• scalable runtime systems

Pattern-based runtime architecture exploring deterministic compute behavior.

Core concepts:

• Pattern State Transition Graph
• deterministic scheduling
• scalable runtime execution

Repository:

https://github.com/raajmandale/mos-runtime

DFG introduces a model where data becomes a recoverable graph instead of fragile files.

File ↓ Fragment ↓ Graph ↓ Deterministic Reconstruction

Repository:

https://github.com/raajmandale/dfg-demo-lab

Distributed survivability system ensuring that data remains recoverable even if the original device is lost or destroyed.

Core principles:

• fragment-based storage
• multi-location survivability
• metadata-driven reconstruction
• zero full file storage on servers

Repository:

https://github.com/raajmandale/digital-lifeline

AI system designed to help detect digital risk exposure before damage occurs.

Focus areas:

• contextual alerts
• decision risk detection
• AI-assisted guidance

Repository:

https://github.com/raajmandale/xaiak-riskbrief-ai

Dual-device authority architecture designed to protect sensitive operations such as payments.

Execution model:

HOLD → APPROVE → EXECUTE

Repository:

https://github.com/raajmandale/xaipt-decision-gate

Research artifacts available through:

Zenodo
https://zenodo.org/records/18798774

Working papers and articles will be published on:

• Dev.to
• Medium
• Hashnode

Topics include:

• deterministic infrastructure
• fragment storage architectures
• survivable digital systems
• pattern-based compute runtime

GitHub
https://github.com/raajmandale

Research artifacts
https://zenodo.org/records/18798774