Software Engineering • AI • Digital Systems
I build AI-powered applications, full-stack platforms and business software — across full-stack development, business systems, automation and production AI.
From architecture and development to integration, deployment and ongoing improvement.
KAMRAN CODE
ENGINEERING SYSTEM
Across the whole system
I work across the entire software lifecycle — understanding requirements, designing architecture, building applications, integrating AI and third-party systems, deploying production infrastructure and improving systems after launch.
01What I build
Six areas, one engineering approach: understand the problem, design the system, build it properly and keep it running.
02AI Engineering
Turning AI capabilities into useful software systems.
I build practical AI applications — systems where a model is one component inside a real product, wired to business data, tools and workflows — rather than adding a chatbot to a website and calling it AI.
Applications built around modern language models.
Knowledge bases, document search and semantic retrieval.
Tool calling, APIs, workflows and multi-step tasks.
AI-assisted business processes and repetitive workflow automation.
Extraction, classification, summarization and document question answering.
Semantic search and intelligent knowledge retrieval.
Reliable JSON outputs, classification, extraction and workflow integration.
Connecting models to business data, applications, APIs and internal systems.
How an AI system is layered
03Full stack
Frontend, backend, data and infrastructure handled by one engineer who understands how they fit together.
01/Frontend
02/Backend
03/Data
04/Infrastructure
04Business software
Most business problems are not solved by another marketing website. They are solved by systems built around real operational workflows — the way orders move, how customers are followed up, where data lives and who needs to see it.
Need a custom business system?Customer management, sales pipelines, follow-ups and reporting.
Content management, publishing workflows and administration.
Business operations, inventory, finance-related workflows and internal processes where appropriate.
Operational reporting and decision-support interfaces.
Custom software replacing spreadsheets and repetitive manual processes.
Secure interfaces for customers, students, staff, partners or other users.
Custom software connecting people, data and processes.
Client work
Websites and business systems built for businesses in Rewa, Madhya Pradesh and beyond — each with its own brand, shown as it ships on desktop and phone, and each written up honestly as a case study.
01Real-estate developer
Rewa, Madhya Pradesh · 2026
Plots, duplex and singlex homes at Ashirwad Homes, sold on one promise: every plot has a number, every number has a file. The website shows live availability from the company's own CRM, and the same system runs the office and the mobile app.
02Independent registry & buyer guide
Madhya Pradesh, India · 2026
Every RERA-registered project, builder and agent in Madhya Pradesh, read nightly from the public portal and presented in English and Hindi with a transparent, rules-only health score and buyer calculators.
03Interior design & contracting
Ghoghar, Rewa (MP) · 2026
Homes and commercial spaces drawn, priced and built by one studio since 2018. The site presents design and contracting as a single service and sends every enquiry to the owner's WhatsApp.
04Construction & consultancy
Bichhiya, Rewa (MP) · 2026
Homes, shops and renovations across Rewa — engineered on paper, delivered in concrete. Written estimates and on-time handover, stated in the first screen.
Technology
A focused stack across TypeScript, React, Next.js, Laravel, PHP, relational and vector data, AI tooling and containerised infrastructure.
Experience
Working with a UK-based software team while also building software independently for businesses and product teams.
Employment
Present
XLEducation · XLEducation, United Kingdom · working remotely from Rewa, India
Independent
Ongoing
Kamran Code · Rewa, Madhya Pradesh · remote, India, UK & international
Engineering approach
I don't just write code. I engineer systems.
01
Understand the business, users and problem.
Who uses the system, what they need to do, what the current process looks like and what actually has to change.
02
Design the technical architecture.
Data model, boundaries, integrations, where AI genuinely helps and where it doesn't — decided before code is written.
03
Develop the product.
Backend, frontend and data layers built incrementally, with working software reviewed early rather than a big reveal at the end.
04
Connect APIs, AI and external systems.
Payment providers, email, CRMs, model providers and internal services connected with clear contracts and error handling.
05
Move the system into production.
Containers, CI/CD, environments, backups and monitoring so the system is operable — not just running.
06
Monitor, optimize and evolve the system.
Usage, performance and errors observed after launch and fed back into the next iteration.
Writing
Long-form, practical articles on AI engineering, architecture, business systems and the stack I work with.
AG-UI is an open event protocol for streaming an AI agent to a frontend. What it is, how a run looks on the wire, how it differs from MCP, and when to skip it.
npm 12 blocks dependency install scripts by default, but Node 22, 24 and 26 still bundle npm 10 or 11. My test output, ignore-scripts and the tensorlake case.
A VITE_ or NEXT_PUBLIC_ variable ends up in JavaScript every visitor can read. Here is how an AI key gets into a bundle, how to check your own app safely, the server-side fix, and what to do if it leaked.
Tell me what you're trying to build. I'll come back with an honest view on scope, architecture and the right approach.