Munich, GermanyOpen to software, AI, and ML systems roles

Aziret Ashyrbai uulu · Software & AI Engineer

I build production softwareand AI systems.

From cross-platform products to engineering automation, I turn complex requirements into reliable software and applied AI.

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Selected work

What I built and why.

Three cases cover the problem, my contribution, and the decisions behind the result. Filter by focus or browse all projects.

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03 / 13
Production systemsProduction work · details generalized

Industrial AI & engineering automation

Python automation, RAG-assisted specification workflows, and CAD infrastructure for automotive and semiconductor engineering teams.

Result

Delivered maintainable automation and retrieval foundations for specification, CAD, data-processing, and release workflows.

  • Python
  • RAG
  • CAD
  • Linux
View case details
Context
Engineering teams need reliable paths through dense specifications, compliance material, data-processing work, and release infrastructure.
My contribution
Built and supported Python automation and AI data-processing workflows across vehicle-development and semiconductor contexts.
Engineering decision
Keep public evidence at the level of methods and responsibilities until architectures, metrics, and internal names receive explicit permission.

No public source link is shown. Details stay limited to approved, non-confidential information.

Mobile · web · deliveryProduction work · details generalized

Cross-platform, real-time product engineering

Cross-platform Flutter products with WebRTC video, payments, explicit state architecture, on-device ML, and release delivery.

Result

Established a coherent delivery foundation across real-time communication, payments, on-device ML, performance, and release concerns.

  • Flutter
  • WebRTC
  • Payments
  • SOLID
View case details
Context
A feature is only useful when it behaves consistently across platforms, survives imperfect networks, and remains understandable as the product grows.
My contribution
Delivered product logic and user-facing features across iOS, Android, and web, including peer-to-peer video, payments, state management, performance, and release work.
Engineering decision
Separate domain behaviour from framework details, keep state transitions explicit, and treat runtime, memory, and release health as product requirements.

No public source link is shown. Details stay limited to approved, non-confidential information.

C++ · Python · AzureProduction work · details generalized

Simulation-to-cloud engineering systems

C++ and Python middleware connecting vehicle simulation, computer vision, IoT telemetry, Azure services, and CI/CD.

Result

Connected simulation, vision, telemetry, cloud, and delivery concerns through observable, repeatable system boundaries.

  • C++
  • Python
  • IoT
  • CI/CD
View case details
Context
Mixed simulation and telemetry systems fail at their boundaries: data contracts, timing, observability, and deployment ownership.
My contribution
Worked across C++ and Python middleware, anomaly detection, IoT-to-Azure telemetry, and CI/CD support in an applied engineering environment.
Engineering decision
Make interfaces typed and observable, isolate failure domains, and automate the delivery path so experiments can become repeatable systems.

No public source link is shown. Details stay limited to approved, non-confidential information.

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Experience

Software and AI, in production.

Selected responsibilities and tools, most recent first.

01
Jun 2026 — present

Software Engineer

Infineon Technologies AGMunich, Germany

Python applications and automation for CAD and chip-design infrastructure, AI data-processing pipelines, releases, documentation, and Linux support.

  • Python
  • CAD
  • AI pipelines
  • Linux
View responsibilities04
  • Build Python tools around engineering and CAD workflows.
  • Develop AI-driven data-processing pipelines for repetitive engineering tasks.
  • Automate software releases and maintain technical documentation in Linux environments.
  • Resolve user issues and functional requests for cross-functional hardware-design teams.
02
Jan 2026 — May 2026

Software Engineer

HOLONMunich, Germany

LLM and RAG pipelines integrated with CodeBeamer for technical-specification and compliance retrieval, supported by typed and tested Python automation.

  • RAG
  • Python
  • CodeBeamer
  • Testing
View responsibilities04
  • Integrated LLM workflows with CodeBeamer for requirements analysis.
  • Applied retrieval-augmented generation to technical specifications and compliance documents.
  • Built Python automation for specification tracing across the vehicle-development lifecycle.
  • Structured mission-critical components with type hints and unit tests.
03
Jun 2025 — Oct 2025

Software Engineer

Froxy LabsRemote · England

Flutter delivery across iOS, Android, and web, including on-device ML, runtime and memory optimisation, payments, and release work.

  • Flutter
  • On-device ML
  • Payments
  • Delivery
View responsibilities04
  • Designed Flutter architecture across iOS, Android, and web targets.
  • Integrated on-device inference for product personalisation.
  • Profiled memory, algorithmic complexity, and rendering latency.
  • Separated business logic with Clean Architecture and delivered through mobile-store and container CI/CD pipelines.
04
Mar 2024 — Nov 2024

Software Engineer

Entwicklerburg LLCBishkek, Kyrgyzstan

C++ and Python simulation middleware, NeRF work, drone anomaly detection, IoT-to-Azure telemetry, and CI/CD support.

  • C++
  • Python
  • NeRF
  • Computer vision
  • Azure
View responsibilities04
  • Developed C++ and Python middleware for simulation workflows.
  • Worked on fault-tolerant IPC, NeRF-based reconstruction, and volumetric rendering.
  • Built CNN-based anomaly detection for high-resolution aerial imagery.
  • Connected asynchronous IoT telemetry to Azure and supported repeatable CI/CD delivery.
05
Jun 2023 — Mar 2024

Flutter Developer

Move MatesBishkek, Kyrgyzstan

Fitness-product business logic and state management, WebRTC peer-to-peer video, SOLID design, and dependency injection.

  • Flutter
  • WebRTC
  • SOLID
  • State management
View responsibilities04
  • Built a reactive cross-platform fitness experience with explicit state and business logic.
  • Integrated real-time peer-to-peer video with WebRTC.
  • Optimised bandwidth use and connection stability.
  • Applied SOLID boundaries and dependency injection for maintainability and testing.
Education

Technical depth with a broader decision lens.

Applied mathematics, statistics, economics, and responsible AI shape how I evaluate both technical performance and real-world impact.

Oct 2025 — present

Technical University of Munich

M.Sc. candidate · Artificial Intelligence in Society

Munich, Germany

Current interdisciplinary study connecting technical AI systems with bias, governance, and responsible societal deployment; expected completion August 2027.

Current · expected Aug 2027Focus on AI-bias mitigation and effective GenAI/ML implementation.
  • Responsible AI
  • Bias mitigation
  • GenAI
Sep 2025 — Jun 2026

MITx

MicroMasters Program · Statistics and Data Science

Online

Graduate-level probability, statistics, machine learning, and applied data analysis.

Completed program periodStudied concurrently with the TUM master’s program.
  • Probability
  • Statistics
  • Machine learning
  • Data analysis
Sep 2023 — Jul 2025

American University of Central Asia

M.Sc. Economics · GPA 3.77

Bishkek, Kyrgyzstan

Economics and quantitative analysis with AI/software applications in sustainable economic modelling.

Completed · GPA 3.77Connected engineering methods with economics and sustainability.
  • Economics
  • Sustainability
  • Quantitative analysis
Oct 2024 — Mar 2025

Humboldt-Universität zu Berlin

Integrated Natural Resource Management · exchange period

Berlin, Germany

Exchange period within the M.Sc. program, including a GIS software project for responsible pasture utilisation.

Erasmus Mundus SM+ exchange · GPA 1.7 (German scale)Exchange period—not represented as a separately completed degree.
  • GIS
  • Natural resources
  • Sustainability
Sep 2019 — Sep 2023

Kyrgyz National University

B.Sc. Applied Mathematics & Informatics · GPA 3.87

Bishkek, Kyrgyzstan

Applied mathematics, informatics, and mathematical modelling for real-world computational and AI problems.

Graduated with honors · GPA 3.87Built the mathematical foundation for software and AI engineering.
  • Applied mathematics
  • Informatics
  • Modelling
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Capabilities

Skills applied in real work.

Each area points to the projects, roles, or studies where I used it.

01

Software architecture

Python · C++ · Dart · TypeScript · SQL · FastAPI · SOLID

Infineon, HOLON, Entwicklerburg, AI4GOOD
02

Product delivery

Flutter · Riverpod · WebRTC · REST · localization · releases

Froxy, Move Mates, AI4GOOD, ThXRrdSpace
03

Model architecture

PyTorch · TensorFlow · Transformers · vLLM · RAG · LoRA / QLoRA

Transformer, DeepSeek-inspired, HOLON
04

Perception

Computer vision · DETR · DDPM · NeRF · OpenCV · on-device ML

DETR, Entwicklerburg, Froxy
05

Infrastructure

Linux · Docker · AWS · Azure · PostgreSQL · Bash · CI/CD

Infineon, HOLON, Entwicklerburg, AI4GOOD
06

Applied context

Data quality · privacy · statistics · NumPy · Pandas · GIS

TUM, MITx, AUCA, pastureland systems, AI4GOOD
How I work

Strong engineering survives contact withpeople, constraints, and consequences.

I'm a software and AI engineer with a background in applied mathematics, product engineering, economics, and responsible AI. I use that range to balance technical performance with the people and constraints around it.

01

Make it legible

Inspectable architecture beats unexplained magic.

02

Measure honestly

Evidence and caveats belong next to the claim.

03

Design for reality

Latency, access, trust, and maintenance are product features.

Contact

Let’s build reliable software and useful AI.

I’m looking for teams that value strong software foundations, practical AI, and disciplined delivery.