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Adil Munawar, Project Lead at Nexus Orbits Pakistan and ML Developer at Zaraat Dost

Portfolio  ·  LinkedIn

I am Project Lead at Nexus Orbits Pakistan and ML Developer at Zaraat Dost Private Limited, part of AOS Group. My work sits in three areas: geospatial machine learning, private cloud architecture, and multi tenant SaaS products.

Featured: Argus

Argus is a blueprint for a sovereign private cloud: a complete design for moving workloads off AWS and onto owned hardware, for teams that need data residency, GPU capacity and operational control.

Every component is backed by a decision record that names the options rejected and what they cost, and a validation status page grades each claim as verified, grounded, reasoned or assumed, so the plan says plainly what is still unproven.

Decisions 34 architecture decision records, a threat model, runbooks, and a hardware and licensing bill of materials
Built so far Web console prototype with 15 screens, browser RDP and SSH, and 413 passing tests; a self hosted Docker Compose stack; a PowerShell module
Platform Windows Server, Hyper V, Service Fabric, Active Directory, GitOps, zero trust
Targets RPO 15 minutes, RTO 8 hours for full site loss, 99.9% availability
Status Planning stage, v0.12.0. Published to read and discuss, all rights reserved

Selected projects

Project What it does Built with
QGIS MCP QGIS toolbox for open satellite, weather and elevation data, with a permission gated MCP server of 121 tools, an approval queue and an audit log, so AI agents can drive QGIS under human control Python, PyQGIS, PyQt6, MCP
ZD Claude Plugin Claude Code plugin marketplace that packages a team's geospatial engineering rules into 15 modules, 44 commands, 14 agents and tested hooks. MIT licensed, v7.6.1 JavaScript, Python, PowerShell
AdiCorp HR (live) Multi tenant HR platform for attendance, leave, payroll, policies and hiring, with every business rule and permission enforced in the database React, TypeScript, Supabase, PostgreSQL
AdiGaze (live) Resume intelligence platform that turns uploaded resumes into structured candidate records, then matches and ranks them against hiring needs TypeScript, Supabase Edge Functions, Gemini
AdiNox (live) OTP authenticator and token manager with local persistence and Supabase authentication React, TypeScript, Supabase

More: Satellite Imagery Deep Learning, a curated reference list of Earth observation models.

Private: AGIS, a geospatial intelligence platform for satellite analysis and field boundary detection. AdiARC, AI assisted modernization of legacy land records.

Machine learning

Most of my model work is private to Zaraat Dost, so this section lists the architectures rather than repositories.

Model Task Approach
HRNet W48 encoder with U-Net Boundary segmentation on 0.3 m imagery Patch inference with Hanning window blending and hysteresis thresholding, then graph based vector straightening
Temporal attention U-Net Crop mapping from Sentinel-2 Segmentation over multi date image sequences
SAM 2 Zero shot field boundaries Tiled inference with seam stitching and cleanup
XGBoost Land use classification Twelve month spectral and vegetation index features per parcel
Isolation Forest Data cleaning Removes cloud, shadow and sensor anomalies before classification
Gemini Document extraction and scoring Resume parsing and candidate ranking in AdiGaze

Stack

Python, PyTorch, scikit-learn, OpenCV, TypeScript, React, Next.js, Node.js, FastAPI, .NET, PostgreSQL, Supabase, Firebase, Docker, GitHub Actions, Vercel, AWS, Google Cloud, Azure, PowerShell, Windows, Linux

Area Tools
Machine learning PyTorch, timm, segmentation-models-pytorch, scikit-learn, XGBoost, OpenCV, Albumentations, Hugging Face Hub
Geospatial QGIS, PyQGIS, Google Earth Engine, PostGIS, Rasterio, GeoPandas, Shapely
AI engineering Model Context Protocol, Claude Code plugins, Gemini, Genkit
Backend and data Python, FastAPI, Node.js, .NET, PostgreSQL, Supabase, Firebase
Frontend and mobile TypeScript, React, Next.js, Vite, Tailwind CSS, shadcn/ui, TanStack Query, Expo
Infrastructure Docker, GitHub Actions, Windows Server, Hyper V, PowerShell, Prometheus, Grafana, OpenBao, Vercel, AWS, Google Cloud, Azure

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