Skills & Expertise · AI Research

You can't understand AI by reading about it. You have to live inside it.

My AI work started as a need, not a hobby — pushing past surface-level experiments to see what happens when a machine gets everything you've lived through.

The Personal Dataset

A local offline chatbot that understands my life

One of my most serious projects: a local offline chatbot that understands me. Not vaguely — fully. I've been collecting data for over a year.

30+ pages of school & religious background
66-page log of my 7-year professional path
2.5 years of company growth history
Folder names from 2,500+ GB of files
Meeting, Loom, and YouTube transcripts
69+ Google apps: Gmail, Docs, Sheets, Drive, history
Group chats from 250+ groups, 100+ people
Conversations across Gemini, ChatGPT, Claude
Notepad files from 3 phones
Full ledgers: NayaPay, SadaPay, EasyPaisa, bank
Email-based receipts and invoices

It sounds over-the-top. It is. But the point is real: if I can get a chatbot to grasp all of that, it's proof of what's possible when you pair raw data with persistence. No fairy dust — just late nights, bad outputs, file cleanup, broken code, and the constant tension between privacy and usefulness.

Automation In Practice

Why this matters to you

When I work with businesses on AI, I don't rely on half-read whitepapers. I've seen where things break, where they quietly improve, and what actually helps. For example, an article generation workflow driven by a spreadsheet:

Column	Role
A	Website name
B	Keyword
→	Prompt fires into the AI tool
←	Content returned
G	Final link

Simple in theory — brutal at scale. Manual burns time. Fully automated costs too much unless you're fine with vague, generic output. Local AI writers help on price but often lag on freshness. The fix is prompt structure, filtering, and forcing clarity — lessons that carry straight into client work.

Where I Come In

Grounded, not hyped

Most businesses know AI could help them, but not how or where to start. So they do nothing — or follow trends blindly, waste money, then back off when it doesn't deliver.

I start by understanding how you work, what slows you down, and what you actually want to improve. Then I figure out what AI setup makes sense for you. No hype. Just clarity, options, and steps you can take without burning your time or budget.

Advisory

What I help with

I track what's actually working — new research, experiments, and tools that aren't just flashy demos. Then I ask: can any of this fit your workflow? Could it help now, not five years from now?

Reviewing useful AI methods for real-world use
Helping you think ahead by watching trends
Translating technical updates into business-friendly insights

Model tuning

Making AI models work better

Just having a model isn't enough. You need it to behave — and that depends on training, fine-tuning, and clean data. I handle the behind-the-scenes work that makes the difference.

Preparing datasets properly
Checking for biased or broken outputs
Adjusting models for speed and better results

Integration

Integrating AI into daily work

The real challenge isn't understanding AI. It's making it fit into how you already work. I handle the awkward part — getting it to play nice with your tools and team.

Planning how AI fits into your setup
Connecting it to your existing tools
Onboarding your team with simple instructions

Research

Doing the research for you

Have a specific idea in mind? Wondering if AI can handle it? I dig in — strange data, tough processes, ambitious ideas — and come back with what's possible, what's not, and what's worth trying.

Deep technical checks for unusual use-cases
Testing ideas before you commit resources
Real answers, not guesses

Strategy

Building a real AI plan

Maybe you know where you want to go — just not how to get there. I help plan the journey. No vague timelines. No buzzwords. Just steps, blockers, and what to expect at each stage.

Reviewing your current setup and resources
Setting a phased plan
Giving honest input on tools and trade-offs

Frequently Asked Questions

Ready to see your business grow with AI?

The future of business is tied to how well we use tools like AI. Let's talk about your setup and where AI can actually help.

Contact me Technical skills