Cologne, Germany
Taylan Kutbay

B.Sc. Computer Science @ RWTH Aachen · AI SRE Working Student @ ilert

I build robust backend & ML systems that ship.

Computer Science student building AI agents for incident response at ilert. Hands-on experience in time series ML pipelines, Discord-based operational systems, and embedded C. Interested in Cloud Architectures, robust ML for time-dependent data and AI security.

Download CV Contact GitHub
Currently building AI incident-response agents at ilert · since March 2026
B.Sc. Computer Science @ RWTH Aachen University AI SRE Working Student @ ilert Backend · Cloud · Data/AI · Security
Proof
~90k-user ops pipeline
Structured event logging exported to process mining.
Strength
Time-series ML pipelines
Walk-forward evaluation, feature engineering, calibration mindset.
Engineering
Embedded C / low-level
Interrupts, timers, schedulers, register-level I/O.
CURRENTLY

AI SRE Engineer · ilert

Working Student · Mar 2026 - Present · Cologne, Germany

Mar 2026 - Present

Building AI agents for incident response on an on-call & alerting platform.

  • Build AI agents for incident response - Root Cause Investigator agents, chat agents, and automated incident summaries & postmortems
  • Build AI agents across a TypeScript, Rust and Java stack, with agent interop over A2A / A2UI protocols
  • Work with LLM APIs, RAG over operational data, and prompt orchestration; reliability backed by evals / LLM-as-judge
  • Develop ilert's internal MCP server, exposing operational tooling & data to the AI agents
Rust / RigTypeScriptJavaMCPA2A / A2UILLM APIsRAGEvals / LLM-as-judgeGrafana

Featured Projects

All projects ↓

Temporal Fusion Transformer for Financial Time Series Prediction

2025

Multi-horizon classification of market regimes with an end-to-end time series pipeline.

  • Designed end-to-end ML pipeline for time series modeling
  • Engineered temporal + technical features; walk-forward validation
  • Implemented TFT-based modeling and evaluation
PythonPyTorchTime SeriesFeature Engineering
Repo

Axion Discord Bot (Community Management & Operations)

2021-present

Scalable operations tooling for a crypto trading community.

  • Implemented subscription + payment handling
  • Built moderation workflows (ticket system) and analyst tracking
  • Modular architecture with Discord APIs and NoSQL backend
PythonDiscord APINoSQLModular Architecture
Private repo - details on request

Event Logging & Process Mining Pipeline for Discord Operations

2025

Event tracking and structured logs exported to Celonis for process mining (~90k users).

  • Tracked fine-grained events: subscriptions, ticket lifecycles, moderation, analyst activity
  • Designed event-based schemas and export pipeline
  • Enabled end-to-end visibility via process mining
PythonNoSQLEvent SchemasCelonis
Private repo - details on request

All Projects

Bio-inspired SNN for Bird vs. Drone Classification

Energy-efficient event-based classification using SNN + Ant Colony Optimization.

2025
SNNOptimizationML

SabrBot - Bybit Trading Framework

Event-driven Python framework using Bybit WebSockets for real-time market + account data.

2024-present
PythonBybit APIWebSocketsasyncioEvent-driven Systems

Signal Classificator (Discord-based Trading Signal Extraction)

Extracted structured trading signals from unstructured analyst messages.

2025
PythonNLPOpenAI APISchemas

Multi-Agent Sokoban Simulation

Cooperative multi-agent problem-solving in a constrained environment.

2025
Multi-Agent SystemsCoordination

BLL - Digital Helpers for Classroom Management

Desktop tooling for teachers: classroom management workflows with a seat-plan generator and GUI.

2022-2023
PythonTkinterDesktop AppOptimizationData Import

Skills

Programming
Python (advanced)JavaCC++
Machine Learning
Supervised learningTime series analysisFeature engineeringModel evaluationMulti-horizon classification
AI Engineering
LLM APIsAI agentsRAGPrompt orchestrationMCPA2A / A2UIEvals / LLM-as-judge
Data Engineering
Time series processingLabeling pipelinesData quality validation
Distributed Systems
Basic networkingClient-server modelsCommunication protocols
Tools & Frameworks
PyTorchNumPyPandasGitLinuxJupyter Notebook
Databases
SQLNoSQL
Process Mining
Event log generationCelonis integration

Experience

AI SRE Engineer

CURRENT

ilert · Working Student · Mar 2026 - Present

  • Build AI agents for incident response - Root Cause Investigator agents, chat agents, and automated incident summaries & postmortems
  • Build AI agents across a TypeScript, Rust and Java stack, with agent interop over A2A / A2UI protocols
  • Work with LLM APIs, RAG over operational data, and prompt orchestration; reliability backed by evals / LLM-as-judge
  • Develop ilert's internal MCP server, exposing operational tooling & data to the AI agents
Rust / RigTypeScriptJavaMCPA2A / A2UILLM APIsRAGEvals / LLM-as-judgeGrafana

Systems Programming Internship - Embedded Operating System in C

RWTH Aachen University

  • Built a minimal embedded OS running on an ATmega microcontroller
  • Implemented low-level I/O, direct register access, interrupts, timers, cooperative scheduler
  • Worked close to hardware under real-time constraints
CEmbeddedMicrocontrollerLow-level I/O

AI Text Adventure - Multi-Agent System Internship

RWTH Aachen University

  • Built an interactive AI-driven text adventure with coordinated agent behavior
  • Designed multiple communicating agents with distinct roles
  • Implemented prompt orchestration and communication patterns
PythonMulti-AgentOpenAI API

Education

B.Sc. Computer Science

RWTH Aachen University

Expected graduation: 2026

  • Relevant coursework: Machine Learning, Process Intelligence, IT Security, Software Engineering, Mathematical Logic

Study Abroad Semester

German University of Technology (GUtech), Oman

Focus: Artificial Intelligence and Cybersecurity

  • Selected coursework: Advanced Machine Learning, Multi-Agent Systems, Ethical Hacking

Research Interests

Time series analysis and forecastingData-driven systems and data engineeringRobust ML for time-dependent dataSecurity and robustness of AI systemsDistributed and multi-agent systems

Contact

Fastest way to reach me: taylan.kutbay@rwth-aachen.de

If you want, I can also share private repos and architecture notes on request.