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The founder

Leela Aravind Karlapudi

AI/ML & Software Engineer — Independent Projects · Chester, England, United Kingdom

Last verified

I grew up around computers and studied computer science and engineering in Tirupati, finishing my Bachelor of Technology in 2024. That September I moved to the UK for a masters in Artificial Intelligence at Liverpool John Moores University, and finished it in September 2025.

What I took from the degree was less about models than about scepticism — the habit of asking what a result actually shows, and whether the comparison behind it was fair. That turns out to matter more than any particular architecture, and it shows up in almost everything I have built since.

AI is the reason I can build at this pace. It is a genuinely good tool for turning an idea into something testable quickly. It is not a reason to trust the output, and I have tried to design each product so that the machine’s confidence is never the thing a person has to rely on.

Starting in June 2026

I began building websites properly in June 2026. The first was a shift pay calculator I wrote for myself, and it taught me the lesson the rest of this year kept repeating: the calculation is the easy part. Everything after it — hosting, error states, mobile, responsibility for a wrong answer — is the actual work.

That first calculator became a collection of sixteen. The rest of the network grew out of problems I hit while building, not from a plan.

What I did not expect to have to learn

Design, in the sense of hierarchy rather than decoration. Privacy and data protection, properly rather than by instinct. Accessibility, which is nearly free to build in and miserable to retrofit. Security. Cost control, because every product here has to run on a budget one person’s wage can absorb. And quality judgement — knowing when something correct is still not good enough, which is the one I have found hardest.

The data protection lesson

I had assumed that if I designed carefully enough — processing files in the browser, collecting almost nothing — the legal obligations would mostly not reach me. That was wrong in an instructive way. Good design reduces risk; it does not decide whether an obligation applies to you.

So I stopped reasoning about it and found out. The registration process applied, I completed it, and I paid the data protection fee. That does not make ITISYOU “fully compliant” and I do not describe it that way anywhere — registration is a requirement met, not a standard achieved. I wrote about what it changed.

Refusing work that technically succeeded

The decisions I am most confident about are the ones where I threw something away. Space had a cinematic entry sequence that was built and working; the quality was not good enough, so it is gone, and it is not listed as a feature anywhere on this site.

ATSYou is the larger version of that call. The generator produces documents in which every line traces back to a claim the user confirmed. It works. It is still not open to customers, because the editorial and layout quality was not good enough to charge for. That was the hardest decision on the project.

Where I am now

Still in Chester, and still building. Currently working as a supermarket service colleague while developing ITISYOU and seeking a full-time UK role in AI, software or related engineering. ITISYOU is continuing work rather than a finished story, and this site is written to be readable as exactly that.

Education

  • Master of Science, Artificial Intelligence

    Liverpool John Moores University

    September 2024September 2025

  • Bachelor of Technology

    Sri Venkateswara College of Engineering, Tirupati

    20202024

    Affiliated to Jawaharlal Nehru Technological University. The profile evidence names the university without specifying which constituent university, so it is not narrowed further here.

Engineering work

Projects with something behind them. Where a number appears, it comes from the source listed below rather than from memory.

  • Conversational AI with a human in the loop

    Chaty, a conversational AI platform built on FastAPI and MongoDB with a streaming front end and an admin portal. User corrections are routed through review into approved training data, and the same workflow configures and monitors Hugging Face fine-tuning jobs down to epochs, batch size and learning rate.

  • Agent architecture that verifies before it acts

    A Plan–Verify–Learn agent design for Thraksha, an Android device-security and automation platform in Kotlin, where action plans are verified by an LLM and outcomes feed back into learning. Its NestJS and TypeScript backend runs on Supabase PostgreSQL, and it was tested on a real Android 13 device.

  • Deterministic code generation with a regression harness

    A full-stack code-generation engine covering five backend stacks — Spring, Express, FastAPI, Django and Go — and two databases, PostgreSQL and MySQL. Output is byte-for-byte reproducible, enforced by a 43-digest regression harness.

  • Applied machine learning with measured results

    An SVM classifier detecting problematic smartphone use at 85% accuracy, improving early detection by 20%, and a YOLO computer-vision model for calorie estimation tuned by grid search.

  • Automated testing and evaluation pipelines

    A Selenium pipeline that evaluates model responses, logs accuracy, submits corrections and produces CSV, JSON and screenshot reports.

  • Quantum machine learning, measured honestly

    DrunkQubit, a public experiment putting a four-qubit variational circuit at the end of a classical funnel for network intrusion detection, run on real IBM hardware and reported without a quantum-advantage claim.

Current focus

  • Currently working as a supermarket service colleague while developing ITISYOU and seeking a full-time UK role in AI, software or related engineering.
  • Building and maintaining the ten products in the ITISYOU network

The employer is not named anywhere on this site. That is the founder’s decision about his own privacy, not an omission.

Evidence

Sources for this page

  • Founder profile export (LinkedIn)private source — described, not linked

    Supplied by the founder. Confirms the name spelling, the Chester location, the MSc in Artificial Intelligence at Liverpool John Moores University (September 2024 to September 2025), the Bachelor of Technology at Sri Venkateswara College of Engineering, Tirupati (2020 to 2024), the Jawaharlal Nehru Technological University affiliation, the YHills internship (April to May 2023), and the independent project work from 2024 onwards.

    Checked 26 August 2026

  • The founder's public professional profile.

    Checked 26 August 2026

  • Three public repositories at the time of checking. The ITISYOU product repositories are private and are not named or linked anywhere on this site.

    Checked 26 August 2026

  • Data protection registration recordprivate source — described, not linked

    A project decision register records the data protection registration as completed and the fee paid on 2026-08-21. No registration number is held in the repository, so no number is published on this site.

    Checked 26 August 2026

The ITISYOU product repositories are private and are not named or linked anywhere on this site. Only public repositories appear on the GitHub profile above.

Why I started building ITISYOU

How a masters degree, a shift pattern and one small calculator turned into a network of five products — and what the first year actually taught me about shipping.