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ayse-hatun/README.md

Applied AI Systems Engineer β€’ Full Stack Builder β€’ Human-Centered AI software Designer

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

🌐 Socials:

Facebook email GitHub followers LinkedIn Status

πŸ’» 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

πŸ“Š GitHub Stats:



✍️ Random Dev Quote



⚑ Core Identity

🧠 I build AI systems, not just applications
βš™οΈ I design structured pipelines over raw LLM outputs
πŸ” I focus on reliability, validation, and controlled reasoning
πŸ“Š I convert unstructured inputs into decision-ready systems
🌍 I design human-centered AI workflows for real environments


πŸ† Flagship Systems

🧠 SmartHire AI (Primary System)An

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

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


πŸŽ™οΈ Voice to Invoice (In Progress)

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

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


🌐 Portfolio System

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

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


🧠 System Thinking Approach

I do not treat LLMs as standalone intelligence.

I design systems where:

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

Core principle:

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


🧩 Technical Stack

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


πŸ“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

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

Pinned Loading

  1. ayse-hatun ayse-hatun Public

  2. 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 res…

    JavaScript 1

  3. 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

  4. Ayesha-Rasheed-Interactive-Portfolio- Ayesha-Rasheed-Interactive-Portfolio- Public

    Modern interactive portfolio website built with motion design, custom cursor interactions, and responsive UI β€” showcasing full-stack and AI systems engineering projects.

    JavaScript 1

  5. Voice-to-Invoice-AI-Powered-Billing-Automation-System Voice-to-Invoice-AI-Powered-Billing-Automation-System Public

    Voice-driven AI system that converts speech into structured invoices using LLMs, automates billing workflows, and syncs real-time financial records into a database dashboard.

    1