Work
AI systems I've built and the results they delivered.
MyDocSquad
From zero organic traffic to 100x search impressions in 5 months — no ad spend.
The Problem
Every patient lead came from paid ads. The website was slow, not mobile-friendly, and invisible on Google. Zero organic discovery.
The Approach
- Full website rebuild on Next.js — fast, mobile-first, SEO baked into every layer
- Structured data, optimized page speed, and content targeting high-intent healthcare keywords
- AI symptom checker to convert organic visitors into real patient inquiries
The Results
AI diagnosis agent on a high-performance, SEO-optimized foundation
Read case study →RakanEmbed
Ranked #2 globally on BRIGHT. Single 4B model. No reranking.
The Problem
Most search tools only work when you type the exact right keywords. Ask a hard question and they come up empty.
What I Built
- Single 4B parameter model - no reranking
- Tested across 12 domains - science, code, math, psychology, and more
- Trained on a single RTX 3060 Ti using Unsloth
The Results
Single retrieval model. Trained on a 3060 Ti.
Read case study →What these builds have in common
Fast delivery
Weeks, not months, from concept to production
Measurable outcomes
Clear before/after metrics you can track
Real business reliability
Built to handle real customers, not just demos
Open Source
Reinforcement learning for tool use - I train models to solve complex problems by writing and executing code.
ToolGRPO
Reinforcement learning for tool use - I train models to solve complex problems by writing and executing code.
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