Design  ·  Automate  ·  Scale

Backend Engineering
& AI-Driven
Automation

Let's Build Together

Scalable distributed systems and intelligent automation platforms — across finance, banking, and cloud.

Backend Architecture & API Design

Modular Django/Python systems with strict schema contracts, rule-driven validation pipelines, and webhook-driven event integrations.

+ Backend Architecture & API Design

AI & Intelligent Automation

NLP extraction pipelines, active learning systems, and LLM-powered tooling that eliminate manual effort and improve operational throughput.

+ AI & Intelligent Automation

Cloud & DevOps Engineering

AWS infrastructure, containerised CI/CD pipelines, structured observability, and secure remote access via WireGuard VPN.

+ Cloud & DevOps Engineering
Technical Expertise

Core Capabilities

Deep engineering expertise across distributed systems, AI-driven automation, data performance, and AWS cloud — built to deliver measurable outcomes.

✦

Backend Architecture & API Design

Production-grade Python/Django and Flask systems — modular, maintainable, and engineered for high-volume processing at scale.

  • Django, Flask, FastAPI — RESTful APIs and API versioning
  • Pydantic schema validation and strict API contract enforcement
  • Webhook-driven event systems with signature security
  • OOP, design patterns, and service-oriented architecture
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◈

AI & Intelligent Automation

End-to-end automation pipelines powered by machine learning and active learning — slashing manual effort by up to 95%.

  • NLP-based document extraction and classification
  • Active learning feedback loops for continuous accuracy gains
  • Scikit-learn, clustering algorithms, and data validation
  • AI-assisted code review and test generation workflows
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⬡

LLM & GenAI Engineering

Practical LLM integration and GenAI platform engineering — from local inference to production-ready cloud AI pipelines.

  • Claude AI, OpenAI APIs, and AWS Bedrock integration
  • Local LLM deployment via Ollama and Stable Diffusion
  • RAG pipelines, LangChain, and LlamaIndex
  • Multimodal AI assistant and GenAI product development
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⬢

Data & Performance Engineering

Optimised database architecture, precision query tuning, and high-throughput pipelines for data-intensive regulated domains.

  • PostgreSQL and MySQL — indexing and query plan analysis
  • Transaction management, performance tuning, data modelling
  • Structured validation pipelines for high-volume ingestion
  • Redis caching and Celery task queue architecture
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☁

AWS Cloud Platform Engineering

Full-spectrum AWS delivery — from serverless compute and container orchestration to managed databases and AI/ML services.

  • Lambda (serverless), EC2 (infrastructure), ECS (containers)
  • RDS, S3, API Gateway, SQS, SNS, and Cognito
  • AWS Bedrock for managed AI and foundation model APIs
  • CloudWatch observability, IAM, VPC, and CDK/CloudFormation
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◉

DevOps & Delivery Engineering

Containerised workloads, automated delivery pipelines, and environment parity from development through production.

  • Docker, Docker Compose, and container orchestration
  • CI/CD pipelines with GitHub Actions and automated testing
  • Nginx reverse proxy configuration and Gunicorn deployment
  • Git workflows, Agile/Scrum, and code review practices
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⬛

Observability & API Security

Security-first engineering practices and structured observability — protecting systems and making production failures fast to diagnose.

  • Webhook signature validation and replay attack prevention
  • API security best practices and access control design
  • Structured logging, monitoring, and debugging workflows
  • WireGuard VPN, Linux hardening, and secure remote access
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⟐

Distributed Systems & Workflow Automation

Rule engines, event-driven pipelines, and multi-stage automation platforms that scale across regulated and enterprise environments.

  • Rule-driven validation engines and deterministic exception handling
  • Event-driven integrations with real-time workflow updates
  • Celery task queues and asynchronous processing architectures
  • Distributed automation across finance, healthcare, and energy sectors
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Domains & Industries

Industries Served

A track record of delivering high-impact automation systems across regulated, data-intensive industries.

Mortgage & Lending
Banking & Finance
Healthcare
Oil & Gas
Financial Services
FinTech
Insurance
Enterprise SaaS
RegTech
DataOps
Recent Work

Selected Projects

A cross-section of backend engineering and AI automation work — from distributed financial platforms to private cloud infrastructure.

🛡️
Django • Python • Cloud Backend

Mortgage Loan Automation Platform

A distributed, multi-stage loan processing system built on modular Django service layers — with rule-driven validation pipelines, Pydantic schema enforcement, and webhook-driven integrations for regulatory-compliant workflows.

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🌐
NLP • Machine Learning • Data Engineering

AI Financial Spreading Engine

An AI-driven platform that automates extraction and transformation of balance sheets, income statements, and cash flow data — cutting manual processing time by 95% and error rates by 90% through active learning and clustering algorithms.

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🤖
AI • Self-Hosted • Cloud Architecture

Private Cloud & LLM Ecosystem

A full-stack private cloud setup integrating Django, local LLMs via Ollama, Stable Diffusion, Nextcloud storage, and WireGuard VPN — alongside hands-on AWS Lambda, EC2, ECS, and RDS deployment for cloud-native capability building.

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Have a complex system to engineer?

Whether it's a distributed backend, an AI automation pipeline, or a cloud infrastructure build — bring the hard problems and let's solve them properly.

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