Muhammad Numan — AI/ML Engineer · Full-Stack Developer

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§ ABOUT — ABOUT

01About

I ship production AI
and full-stack systems
that hold up in the real world.

I'm a Senior Software Engineer (AI) at Horizon Digital, building RAG pipelines and agentic workflows on Django, Next.js, and AWS for fintech and SaaS clients across the Australian market.

Four years in, my work spans LLM orchestration with LangChain and Bedrock, computer-vision pipelines for liveness and document extraction, and full-stack delivery from architecture to post-launch monitoring.

0+

Years experience

0%

OCR + LLM accuracy

0%

Manual work cut

0/day

Jobs at peak load

// production-tested

STACK · STACK

02Stack

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AI / GenAI

LangChainOpenAI APIAmazon BedrockChromaDBRAG PipelinesAgentic AI

Machine Learning

TensorFlowKerasScikit-learnPyODProphetCNNsAnomaly DetectionNLP

Backend

PythonDjangoDjango REST FrameworkNode.jsREST APIsGraphQLPostgreSQLMySQL

Frontend

Next.jsReact.jsTypeScriptJavaScriptHTMLCSSTailwind CSSMaterial UIAnt DesignChart.js

Cloud & DevOps

AWS EC2AWS S3AWS LambdaAWS BedrockDockerCI/CDGit

Data & Analysis

PandasNumPyMatplotlibSeabornJupyter

EXPERIENCE

03Experience

Oct 2025 — Present

Horizon Digital

Full-time · Perth, Australia (Remote)

Senior Software Engineer (AI)

Architecting RAG pipelines using LangChain, OpenAI, and vector databases for production document Q&A and agentic workflows
Building Django + DRF backends and Next.js frontends for internal AI tooling across multiple Australian client engagements
Owning end-to-end feature delivery: architecture, implementation, AWS deployment, and post-launch monitoring
Evaluating LLM model choice, embedding strategies, and prompt engineering trade-offs against cost, latency, and accuracy
Mentoring mid-level engineers on Python, Django, and modern React patterns through code reviews and technical planning

DjangoNext.jsLangChainOpenAIAWSRAG

May 2024 — Nov 2025

Techset Solutions

Full-time · Lahore, Pakistan

Senior Software Engineer (AI)

Led the development team and owned performance and project delivery
Built advanced solutions using generative AI techniques
Implemented RESTful APIs for a fintech onboarding application
Developed AI-based solutions for document information extraction, face similarity, liveness, and spoof detection

PythonDjangoGenAIComputer VisionREST APIs

Nov 2023 — Apr 2024

WebLITE

Full-time · Remote — Malaysia

Software Engineer

Managed 2 projects from planning to deployment, ensuring on-time delivery with high standards
Assisted developers in optimizing workflows and resolving technical challenges
Focused on scalability and performance improvements to meet increasing user demands

Project DeliveryScalabilityPerformance

Feb 2021 — Oct 2023

Red Fire AI Pvt. Ltd.

Full-time · Lahore, Pakistan

Software Engineer

Contributed across web design, documentation, and frontend development on multiple projects
Conducted weekly requirement gathering sessions with 8+ clients and provided ongoing project support
Collaborated with a team of 5+ engineers on the Rapid Application Development of a library management system

FrontendClient DeliveryRAD

FEATURED · WORK

04Featured Work

all projects →

01

2024