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ayse-hatun/README.md

Applied AI Systems Engineer โ€ข Full Stack Builder โ€ข Human-Centered AI software Designer

I design and build AI systems that transform unstructured data into reliable, structured decision workflows โ€” focusing on real-world usability, not just model outputs.

๐ŸŒ Socials:

Facebook email GitHub followers LinkedIn Status

๐Ÿ’ป Tech Stack:

C++ CSS3 HTML5 JavaScript TypeScript Netlify Vercel Render Firebase Cloudflare Express.js JWT NodeJS Next JS NPM Nodemon React Vite WordPress Apache Firebase MicrosoftSQLServer MongoDB MySQL Supabase Framer Dribbble Canva GitHub Git Portfolio Postman

๐Ÿ“Š GitHub Stats:



โœ๏ธ Random Dev Quote



โšก Core Identity

๐Ÿง  I build AI systems, not just applications
โš™๏ธ I design structured pipelines over raw LLM outputs
๐Ÿ” I focus on reliability, validation, and controlled reasoning
๐Ÿ“Š I convert unstructured inputs into decision-ready systems
๐ŸŒ I design human-centered AI workflows for real environments


๐Ÿ† Flagship Systems

๐Ÿง  SmartHire AI (Primary System)An

AI-powered recruitment intelligence platform that converts resumes into structured, explainable hiring decisions using multi-stage LLM pipelines.

โ†’ Focus: AI reliability, scoring systems, validation architecture
โ†’ Built as: structured decision intelligence system (not chatbot)


๐ŸŽ™๏ธ Voice to Invoice (In Progress)

Voice-driven automation system that converts natural speech into structured financial invoices using transcription + LLM-based structuring pipelines.

โ†’ Focus: workflow automation + SaaS evolution
โ†’ Status: actively evolving system design


๐ŸŒ Portfolio System

Interactive identity layer built with motion UI, custom cursor interaction, and modern frontend architecture.

โ†’ Focus: personal branding + UI/UX engineering expression


๐Ÿง  System Thinking Approach

I do not treat LLMs as standalone intelligence.

I design systems where:

โ†’ Input is structured
โ†’ Reasoning is constrained
โ†’ Output is validated
โ†’ Decisions are explainable

Core principle:

LLMs are components inside systems โ€” not the system itself.


๐Ÿงฉ Technical Stack

Frontend โ†’ React, HTML, CSS, JavaScript
Backend โ†’ Node.js, REST APIs
AI Layer โ†’ High-reasoning LLM APIs, structured prompting
Database โ†’ Supabase
Architecture โ†’ Multi-stage AI pipelines + validation systems


๐Ÿ“Š Current Focus

  • Building reliable AI decision systems
  • Improving LLM output consistency and structure
  • Designing scalable full-stack AI products
  • Moving prototypes toward production-ready systems
  • Strengthening system architecture thinking

โšก Building structured AI systems that work in real-world environments.

Pinned Loading

  1. ayse-hatun ayse-hatun Public

  2. Python_Buddy-python-gaming-tutor Python_Buddy-python-gaming-tutor Public

    ๐Ÿ๐ŸŽฎ **Python Buddy** is a gamified Python learning web application featuring interactive quests, coding challenges, an AI-powered coding tutor, and a reward system to make learning Python more engagโ€ฆ

    HTML 1

  3. AI-Smart-Hiring-System AI-Smart-Hiring-System Public

    SmartHire AI is a SaaS hiring platform that automates resume parsing, job posting, and candidate screening. It uses high reasoning LLM to match and rank candidates based on job descriptions and resโ€ฆ

    JavaScript 1

  4. Leafcheck Leafcheck Public

    Upload a photo of a potato leaf and the vision transformer tells you which condition it most likely shows, such as early blight, and how sure it is about each possibility.

    Jupyter Notebook 1

  5. ThyroSense-AI-Powered-Thyroid-Disease-Classification-Lab-OCR ThyroSense-AI-Powered-Thyroid-Disease-Classification-Lab-OCR Public

    Hi, Iโ€™m Dr. Thyro ๐Ÿ‘‹ Choose the fastest way to provide the patient information. For clinic use, uploading the thyroid report can pre-fill lab values. You will review them before prediction.

    HTML 1

  6. Sample-Portfolio-Ayesha-Rasheed-Design Sample-Portfolio-Ayesha-Rasheed-Design Public

    A reusable portfolio website template built with advanced UI interactions including motion animations, custom cursor effects, and responsive design patterns for modern design and business use cases.

    JavaScript 1