Projects
I build open-source AI/ML tools, train large language models for low-resource languages, and develop production AI systems. Below are my AI & Machine Learning projects alongside production web applications running on my own AWS infrastructure.
AI & Machine Learning
MCP Security Scanner
Security scanner for Model Context Protocol (MCP) servers — detects prompt injection, tool poisoning, privilege escalation, and cross-tool attacks.
EU AI Act Compliance Kit
Automated compliance assessment for EU AI Act (2024/1689) — classifies AI systems by risk tier and generates audit-ready compliance reports.
Turkish LLM Benchmark
Standardised evaluation suite for Turkish language models — 500+ expert-curated questions across reasoning, math, cultural knowledge, translation, and coding.
LLM Behavior Diff
Semantic diff tool for LLM upgrades — detects behavioral regressions, safety boundary changes, and hallucination shifts between model versions.
Agent Memory Sentinel
Real-time security monitoring for AI agent memory — detects poisoning, injection attacks, and anomalous behavioral drift with Prometheus metrics.
vLLM Production Stack
Kubernetes-ready production deployment framework for vLLM with multi-GPU scheduling, autoscaling, monitoring, and security policies on AWS EKS.
DGX Spark LLM Stack
Pre-built PyTorch/Triton/flash-attention wheels optimised for NVIDIA DGX Spark (Blackwell GB10) with reproducible build scripts and benchmarks.
Yapay Voice Assistant
Full Turkish-language enterprise voice AI platform with Whisper v3 STT, XTTS v2 TTS, and integrated Turkish LLM for end-to-end conversation.
Rendera
AI-powered 3D room rendering platform with geometry-locked Blender/Cycles pipeline, FLUX style transfer, and Stripe subscription billing.
Sports Probability Engine
Multi-sport ML analytics platform with ensemble predictions (Poisson + Gradient Boosting + Neural Net), live odds comparison, and value bet detection.
Algo Trading Lab
Modular trading bot framework with EMA/RSI signal generation, macro sentiment engine, multi-asset portfolio support, and AI prediction endpoints.
Turkish LLM Family
Fine-tuned Turkish language models (1.5B–72B) published on HuggingFace — trained with SFT and DPO on multi-GPU clusters for Turkish NLP tasks.
Side Projects & Web Apps
Production web applications on my own AWS infrastructure — each with CI/CD via Jenkins, custom subdomain, S3 hosting, and CloudFront CDN.
RSVP Manager
rsvp.ogulcanaydogan.com
Event RSVP platform for creating, sharing, and tracking invitations with real-time guest responses.
Bash Prompt Customizer
bash.ogulcanaydogan.com
Design custom terminal prompts with vivid colors, live preview, and one-click export for Bash, Zsh, and PowerShell.
PricePulse
price.ogulcanaydogan.com
Family price tracking hub — monitor products across retailers, set price drop alerts, and share watchlists with your household.
Döviz Radarı
doviz.ogulcanaydogan.com
Live Turkish lira exchange rates, gold and silver prices, 7-day trend charts, and a quick currency converter.
GoPro Live Stream
live.ogulcanaydogan.com
Private HLS video streaming player for GoPro cameras with real-time chat, stream health metrics, and Picture-in-Picture support.
Unit Conversion Hub
convert.ogulcanaydogan.com
Convert units, compare time zones, and calculate elapsed days — a lightweight toolkit built for cloud practitioners.
Infrastructure Overview
All six projects share a unified AWS infrastructure stack that I built and maintain:
Hosting & CDN
AWS S3 static hosting with CloudFront CDN, custom SSL certificates via ACM, and Route 53 DNS management for all subdomains.
CI/CD Pipelines
Each project has a dedicated Jenkins pipeline with automated linting, testing, S3 deployment, and CloudFront cache invalidation on every push.
Security
HTTPS enforced across all subdomains, IAM least-privilege policies, S3 bucket policies with OAI, and automated security headers via CloudFront functions.
Monitoring
CloudWatch metrics and alarms for all services, S3 access logging, CloudFront real-time logs, and cost anomaly alerts.