Vienna-based platform engineer and cybersecurity practitioner. Twelve-plus years inside the UN Common System building CI/CD platforms, security tooling, and custom in-house systems that support an international organisation's mission. On the side, I run Mannat AI Labs where I build applied AI systems with human oversight at the core.
I care about honest engineering. Building capabilities, not just operating tools. Systems that stay shipped.
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Open-source AI red-team framework. An autonomous operator attacks your LLM or AI system, adapts as it finds weaknesses, and returns a reproducible security score with a go/no-go verdict, before you ship. Currently my most ambitious project. 
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Multi-agent LLM validation with human oversight. Three-layer pipeline (primary scorer, auditor agent, human validator) with retrieval-augmented continuous learning. Sole-authored preprint published on Zenodo, June 2026. 
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Malware C2 traffic classification engine. Peer-reviewed research published at ICISSP 2024 in Rome, recognised as Best Position Paper Candidate. Open-sourced companion codebase. 
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Self-hosted GST billing for Indian SMBs. MIT-licensed. One-command Docker install. Built for owners who want to run their own numbers without handing data to a SaaS. 
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Platform Engineering
Security & DevSecOps
Observability
AI & Languages
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When Disagreement Means Learning (or Bias): Human-Governed Memory Consolidation and Counterfactual Diagnosis in Multi-Agent LLM Scoring Zenodo Preprint, June 2026 · Sole Author · CC-BY-4.0 DOI: 10.5281/zenodo.21025602 |
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ArkThor: Threat Categorization Based on Malware's C2 Communication ICISSP 2024, Rome · Best Position Paper Candidate DOI: 10.5220/0012420200003648 |
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Continuous Security in DevOps Environment M.Sc. Thesis, TU Wien, 2019 · Graded Excellent Repositum TU Wien |
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MIZAAN — The Balance (Notion Press, 2024) A memoir written after the birth of my son. About fatherhood, work, and the in-between years. The Mizaan framework took the same name on purpose. |
Auto-refreshed daily. Last updated: 2026-07-28.
Aapka Digital Muneem — self-hosted GST billing, POS, inventory & accounting for Indian small businesses.
JavaScript
Reproducible evaluation for Mizaan: a multi-agent LLM scoring system with human-governed memory consolidation.
Python
Live: mizaan.mannatai.com/
The AI-powered CRM that runs your UAE real-estate brokerage and your public website. Battle-tested in production. Demo: c2.mannatai.com
No description provided.
PowerShell
DevToolbox is a personal collection of utilities and tools developed for enhancing efficiency in development, automation, and cybersecurity tasks.
HTML
Collection of AI ML DP Codes
Jupyter Notebook
First
Python
Personnel Repository for the OutSkill Generative AI Engineering Fellowship – contains assignments, personal projects, and curated resources related to generative AI, LLMs, and applied machine learning.
Jupyter Notebook
IIT Kanpur Certificate Program on PYTHON for Artificial Intelligence Machine Learning and Deep Learning
Python
My Personnel Site Page
HTML
Threat Categorization Based on Malware’s C2 Communication in PCAP file
JavaScript · asp-net-core capstoneproject categorization containers
Live: arkthor.azurewebsites.net/
No description provided.
Jupyter Notebook
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Open to conversations about senior platform engineering, security operations, and AI engineering roles, particularly within international organisations, humanitarian sector, or research-oriented environments.
"The most useful engineering discipline is honesty. About what is hard. About what is not yet working. About what the data is telling you."