Three kinds of people land on this site. Pick your door, or scroll on for the plain-English version, no jargon, I promise.
Recruiter, hiring manager, or team lead sizing me up for a role.
Read the résumé first. It opens with exactly how I work (spec-first, LLM-directed, verification-gated) so neither of us wastes an interview. Then the proof: measured case studies and upstream open-source fixes to the tools I run.
You need private AI in your business, or media work a cloud tool refuses or overprices.
See what I offer and what it costs: deployment, audit, creative pipelines, retainer, prices listed. The one-page stack briefs (PDF) below are made for forwarding to whoever signs off.
You want the numbers, the failures, and the configs.
The interactive field guide (VRAM math, throughput knees, break-even), the projects with public repos, and the failure log, dead ends written up because they were the expensive part.
I set up AI systems that run inside your own office, on your own computer, so your private information never gets sent over the internet to a company like ChatGPT.
Most AI tools (ChatGPT and the like) work by sending your text, documents, or images to a company's servers somewhere else. For a lot of people that's fine. But if you're a law firm, a clinic, an accountant, or any business with confidential files, sending that information to an outside company can break your rules, or just feel wrong.
I build the same kind of AI (a chatbot, a document searcher, an assistant), but it lives entirely on a computer you own. Your files never leave the building. That's the whole idea. People call it "private AI" or "on-premises AI." I call it the obvious choice for anyone handling sensitive work.
I'm honest about how I work: I don't write software by hand in the traditional way. I design the system, direct AI tools to build it, and then carefully check and operate it. I've spent years in quality control and data security (the careful, rule-following kind of work), which is exactly what you want from someone handling your confidential setup. And I prove everything in public: you can see my work, including the mistakes I made and fixed, before you ever pay me.
The easiest first step is a short paid audit: I look at what you have, what you want, and what's possible, then give you a plain written report. No commitment beyond that.
👉 See what I offer and what it costs
👉 See real examples
👉 Or just email me: reddy.madhankumar.sg@gmail.com
Each of the three systems I operate, as a downloadable one-page PDF: what it does, the measured numbers, and what it honestly can't do yet. Made for forwarding to a colleague or a boss: