Yauhen Kirylau — Founder

I work on end-to-end development of technically demanding products at the intersection of DSP, machine learning, and hardware. My focus is on turning abstract or research-heavy ideas into working systems: designing architectures, implementing core algorithms, iterating under real constraints, and shipping prototypes that can evolve into production-ready products. I have extensive experience with audio and signal-processing systems, including DSP programming, audio engineering, and AI-assisted audio generation and transformation. On the machine learning side, I work with PyTorch and TensorFlow, building and training custom models, developing training tooling, and experimenting with self-supervised, unsupervised, and exploratory learning approaches beyond narrowly defined reward objectives. In parallel, I regularly work across the full software and systems stack: Python for ML and tooling, low-level and performance-oriented languages for DSP, frontend and backend development for product interfaces and APIs, and Linux-based infrastructure for deployment and automation. I am comfortable debugging legacy codebases, integrating heterogeneous systems, and operating in environments with incomplete documentation. I also have hands-on experience with hardware and mixed hardware–software systems, including component selection, BOM planning, prototyping, and practical manufacturing constraints. I’m used to aligning software design with physical limits such as power, noise, timing, and reliability. I’m especially interested in build-to-ship collaborations, product incubation, and R&D-oriented roles where a small team wants to turn a complex technical idea into a real, usable product rather than just a prototype or paper. GitHub: https://github.com/actionless

Stackforce AI infers this person is a highly skilled developer in Audio Technology and DevOps with a focus on machine learning.

Location: Delft, South Holland, Netherlands

Experience: 11 yrs 10 mos

Skills

Digital Signal Processing
Applied Machine Learning
Front-end Development
User Interface Design
Devops
Back-end Development
Quality Assurance
System Administration

Career Highlights

Expert in DSP and machine learning integration.
Proven track record in end-to-end product development.
Strong experience in hardware-software co-design.

Work Experience

LovelessWorld

Founder, DSP Developer, AI Researcher (4 yrs 1 mo)

ING

Software Engineer (1 yr 10 mos)

QuTech

Software Engineer (9 mos)

Verint

DevOps, Technical Design Engineer (2 yrs 3 mos)

DP DHL

Senior Software Engineer (contract) (5 mos)

Sourcefabric z.ú.

QA Engineer (1 yr 9 mos)

Innovations Developer (3 yrs 1 mo)

mCash

Python Developer (contract) (3 mos)

Upsilon-it

Python Developer (contract) (5 mos)

Meetville

System Engineer (contract) (5 mos)

EPAM Systems

Linux Support/Test Engineer (contract) (6 mos)

CLabs

System Engineer (8 mos)

Allied Testing

QA Engineer (1 yr 10 mos)

Education

have no University degree (!) at Elementary and High School

Yauhen Kirylau

Founder

Delft, South Holland, Netherlands11 yrs 10 mos experience

Key Highlights

Expert in DSP and machine learning integration.
Proven track record in end-to-end product development.
Strong experience in hardware-software co-design.

Stackforce AI infers this person is a highly skilled developer in Audio Technology and DevOps with a focus on machine learning.

Contact

Skills

Core Skills

Digital Signal ProcessingApplied Machine LearningFront-end DevelopmentUser Interface DesignDevopsBack-end DevelopmentQuality AssuranceSystem Administration

Other Skills

AWSAdobe PhotoshopAgile MethodologiesAmazon Web Services (AWS)AngularJSAnsibleAtlassian JIRAAzure CIBambooBashBehavior Driver DevelopmentCC++CSSConfluence

About

Experience

11 yrs 10 mos

Total Experience

1 yr 1 mo

Average Tenure

Current Experience

Lovelessworld

Founder, DSP Developer, AI Researcher

May 2022 – Present · 4 yrs 1 mo · South Holland, Netherlands · Remote

End-to-end development of audio and signal-processing products combining DSP, machine learning, and hardware
DSP and audio systems programming: C, C++, Numba JIT/NumPy; early-stage Rust for performance-critical paths
Design, training, and evaluation of custom ML models using PyTorch and TensorFlow
Self-supervised, unsupervised, and exploratory learning; experimentation with open-ended, non-reward-based learning systems
ML tooling: custom loss functions, schedulers, dataset pipelines, experiment analysis and visualization
Audio AI workflows: mixing, mastering, DSP, AI-assisted audio generation and transformation
Automated and manual video processing pipelines (FFmpeg, MLT, Kdenlive), including AI-driven audiovisual generation
Hardware & mechatronics R&D: MEMS mirrors, laser systems, high-precision targeting and control
Hardware & Software Systems Development
Full lifecycle development of custom hardware–software systems from architecture to working prototypes
BOM planning, component selection, and multi-vendor sourcing with focus on cost, availability, and maintainability
Analog, digital, and mixed-signal design trade-offs; power integrity, signal integrity, and noise management
Real-time and performance-critical software aligned with hardware constraints
DSP-centric system design bridging analog circuitry and digital processing
Rapid prototyping, validation, and hardware–software co-optimization
Manufacturing considerations including assembly constraints and scalability
Released Product
Actionless Mastering AI — end-to-end AI/DSP system
https://actionless.github.io/mastering/

CC++NumPyRustPyTorchTensorFlow+5

Ing

Software Engineer

Dec 2020 – Oct 2022 · 1 yr 10 mos · Remote

Developing and designing UI for frontend interface and helping with API and pipelines:
Quasar, VueJS, Javascript/Typescript
Flask, Rest API, Python
Docker, Azure CI, Ansible

QuasarVueJSJavaScriptFlaskREST APIDocker+4

Qutech

Software Engineer

Feb 2020 – Nov 2020 · 9 mos · Delft, South Holland, Netherlands

Development for innovative quantum internet project in Technical University of Delft.

Continuous IntegrationDevOpsREST APIsDjangoUser Interface DesignHTML+4

Verint

DevOps, Technical Design Engineer

Dec 2016 – Mar 2019 · 2 yrs 3 mos · South Holland, Netherlands

Devops: migrating from Bamboo to Jenkins pipeline, integrations between internal services, moving all build and test-related infra to Ansible, encouraging and studying team to use modern development workflow and tools/topics (Python, Jenkins, Ansible, Bash, common Linux topics).
Design Engineer: creating solutions (Python, JS, Bash, GTK3, VMWare, Java, C++) for solving internal and customer tasks and mentoring others in similar activities (Python, Jenkins, Bash, Software and Systems design).

Continuous IntegrationBambooDevOpsREST APIsJenkinsUser Interface Design+3

Dp dhl

Senior Software Engineer (contract)

Jun 2016 – Nov 2016 · 5 mos · Prague, The Capital, Czech Republic

Developing server provisioning application using Flask (Python), MongoDB and jQuery.

FlaskMongoDBjQueryBack-End DevelopmentUser Interface Design

Sourcefabric z.ú.

2 roles

QA Engineer

Aug 2013 – May 2015 · 1 yr 9 mos · Prague, The Capital, Czech Republic

creating continuous integration workflow and infrastructure from scratch;
creating REST API and end-to-end (e2e) tests, wrote few libraries to support them;
promoting devops culture and continuously lobbying improvements to the project workflow.

Continuous IntegrationREST APIsSeleniumGitPythonAngularJS+4

Innovations Developer

Apr 2013 – May 2016 · 3 yrs 1 mo · Prague, The Capital, Czech Republic

Devops, deployments: Bamboo, Docker, Linux, Bash.
Development, code reviews: Python (Eve, Flask), AngularJS, MongoDB, ElasticSearch.
Projects:
https://www.sourcefabric.org/en/superdesk/
https://www.sourcefabric.org/blog/verified-pixel-making-image-verification-as-easy-as-not-verifying
https://www.sourcefabric.org/en/liveblog/

BambooDockerLinuxPythonAngularJSMongoDB+3

Mcash

Python Developer (contract)

Mar 2013 – Jun 2013 · 3 mos

Developing Norwegian payment system using test-driven development practices and Google App Engine technology. https://mca.sh/

REST APIsHTMLSeleniumGitPythonJavaScript+3

Upsilon-it

Python Developer (contract)

Feb 2013 – Jul 2013 · 5 mos · Belarus

Developing web-applications based on Django Python framework.

DjangoREST APIsSeleniumGitPythonJavaScript+3

Meetville

System Engineer (contract)

Apr 2012 – Sep 2012 · 5 mos · Belarus

Project was called "Yangutu.com".
Responsibilities:
Project’s network internal and external infrastructure engineering
Provisioning fault-tolerance and monitoring on production
Servers’ maintanence
Project documentation creating/updating
Preparing and deployment of development environments
Local user support
Communication with hosters, blocklist owners, etc.
Used tools, technologies:
Amazon Web Services (EC2, RDS, EBS, S3),
nginx, PHP-fpm, apache2, MySQL, memcache, sphinx, Communigate Pro, Zabbix, Atlassian (Jira, Confluence), Linux in general

AWSNginxLinuxSystem Administration

Epam systems

Linux Support/Test Engineer (contract)

Oct 2011 – Apr 2012 · 6 mos · Belarus

Project: SUSE Linux Enterprise Server support
Responsibilities:
creation, execution and analysis automated tests;
preparing testing environment;
project documentation creating/updating;
manual functional and regression testing.
Used tools, technologies:
RHEL and SLES in general, rpm, pxe, clustering, bash scripting, dns

System AdministrationNginxSeleniumLinux

Clabs

System Engineer

Nov 2010 – Jul 2011 · 8 mos · Belarus

administrating production web-services (web- and application servers, monitoring, backups, etc);
internal services' administration, mostly Atlassian stack;
preparing and deployment of development environments;
local user support.

Continuous IntegrationBambooDevOpsJenkinsLinux