Mahmut Sarikaya - Software Developer
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Blog
Designing an AI‑Driven Adaptive UI/UX System with User Behavior Analytics, OpenAI, and Tailwind CSS
This article walks through building a dynamic UI that adjusts layout, color, and content in real time based on individual user interactions. It combines telemetry collection via JavaScript, OpenAI's GPT‑4 for pattern interpretation, and Tailwind CSS utilities to instantly re‑render personalized interfaces, with practical code snippets and deployment tips.
Build an AI‑Powered Zero‑Trust Security Monitoring System with OpenTelemetry, OpenAI, and Elastic Stack
Learn how to design a zero‑trust security platform that continuously streams telemetry from services, enriches it with AI‑driven anomaly detection using OpenAI models, and visualizes alerts in the Elastic Stack. The guide covers instrumentation with OpenTelemetry, data ingestion pipelines, model prompting for threat classification, and practical deployment patterns for enterprise environments.
Build an AI-Powered Synthetic Data Generator for Privacy-Preserving Machine Learning
Learn how to create a synthetic data generation service that protects user privacy while boosting model performance. The guide walks through using OpenAI's LLMs for realistic data creation, Tonic AI's privacy filters, and FastAPI for a scalable REST API, with real‑world use cases in healthcare, finance, and e‑commerce.
Build an AI‑Powered Personal Health Coach with Wearable Data, FastAPI, and GPT‑4
Learn how to create a real‑time personal health coach that ingests data from popular wearables (Fitbit, Apple Health), processes it with FastAPI, and generates personalized wellness insights using GPT‑4. The guide covers data pipelines, privacy‑by‑design storage, and practical UI examples for mobile and web.
Build an AI-Powered Real-Time Content Moderation System with OpenAI, Perspective API, and Kafka
Learn step‑by‑step how to create a scalable, real‑time content moderation pipeline that leverages OpenAI's language models, Google's Perspective API, and Apache Kafka for low‑latency processing. The guide covers architecture design, integration patterns, tooling, and practical use‑case examples for forums, social apps, and live chat communities.
Build an AI-Powered Real-Time Sentiment Analyzer with Kafka, OpenAI, and Grafana
Learn how to create a real‑time sentiment analysis pipeline that ingests tweets, Reddit posts, or LinkedIn updates via Apache Kafka, processes the text with OpenAI's GPT‑4 embeddings, and visualizes sentiment trends in a Grafana dashboard. The guide covers setting up Kafka topics, writing Python consumers that call the OpenAI API, storing results in InfluxDB, and configuring alerts for sudden sentiment spikes, providing a practical, end‑to‑end solution for marketers and product teams.
Create an AI‑Powered Habit Tracker with Flutter, Supabase, and GPT‑4
Learn how to create a cross‑platform habit formation assistant that suggests daily tasks, predicts obstacles, and sends smart nudges using Flutter for the UI, Supabase for real‑time data storage, and GPT‑4 function calls for contextual recommendations. The guide covers authentication, habit analytics, AI‑driven habit loop optimization, and deployment to iOS and Android.
Build an AI‑Powered Personal Carbon Footprint Tracker with React, GraphQL, and OpenAI
Learn how to create a modern web app that measures and reduces users' carbon footprints using React for the frontend, GraphQL to aggregate data from environmental APIs, and OpenAI's language models for personalized recommendations. The guide covers data ingestion, emission calculation algorithms, and AI-generated habit suggestions to help users adopt greener lifestyles.
Build an AI‑Enhanced Personal Productivity Dashboard with Next.js, Supabase, and GPT‑4
This article guides readers through building a modern personal productivity dashboard that leverages GPT‑4 for smart task recommendations, Next.js for a performant front‑end, and Supabase for real‑time data storage and authentication. Practical examples include AI‑driven daily planning, automated time‑boxing, and dynamic KPI visualizations, helping users boost efficiency with minimal code.
Build an AI‑Powered Personal Finance Manager with Plaid, LangChain, and GPT‑4
Learn how to create a smart personal finance manager that securely connects to bank accounts via Plaid, processes transactions with LangChain, and generates actionable budgeting insights using GPT‑4. The guide covers data ingestion, AI‑driven expense categorization, personalized recommendations, and deployment considerations for a secure, user‑friendly web app.
AI‑Driven Accessibility Audits for Modern Web Apps Using axe‑core, OpenAI, and CI/CD
Learn how to set up an automated accessibility audit system that combines the open‑source axe‑core scanner with OpenAI's language models to generate actionable remediation suggestions. The guide covers integration into GitHub Actions or GitLab CI, real‑time reporting dashboards, and practical use cases for improving compliance with WCAG standards in production web applications.
Build an AI‑Powered Real‑Time Translation Extension with Whisper, WebAssembly, and React
Learn how to develop a browser extension that captures spoken or typed input, translates it instantly using OpenAI Whisper and GPT-4, and renders the result in the page via a React UI compiled to WebAssembly. The guide covers API integration, performance optimization, and practical use cases such as multilingual support for e‑learning platforms and global e‑commerce sites.