Владислав

Vladislav Bliznyukov
AI Systems Engineer and Researcher
Rivne, Ukraine | Remote work
[open contact info](look above in the "contact info" section) | [open contact info](look above in the "contact info" section)
LinkedIn | GitHub | Research articles on Medium

Profile
AI systems engineer and independent researcher with 18 years of software engineering and systems
experience. Designed the Persistent Reasoning architecture and led AI-assisted development of its PR
Light prototype through task decomposition, implementation instructions, code review and staged
validation. Current work focuses on reliable multi-step AI workflows, structured representations of
agent knowledge and working state, provenance and controlled state changes. Prior engineering
experience spans data processing, system integration, automation and monitoring.
AI Workflows and Knowledge Representation
Independent Systems Architect and Researcher
Persistent Reasoning and PoC PR Light | Jan 2026 – present
Led AI-assisted prototype development through task decomposition, implementation
instructions, architecture decisions, code review and staged validation.
Designed multi-step test scenarios to investigate constraint retention, cyclic state and failures
during extended execution.
Designed structured representations of agent working state using typed artifacts for tasks,
decisions, constraints, procedures and issues.
Defined Proposal → Validation → Commit rules to separate proposed changes from accepted
state.
Defined provenance and append-only lineage to make persistent state changes traceable.
Designed context-rollover mechanisms and task-relevant working-context views to support
continuity across sessions.
Developed and refined LLM instructions for staged implementation, constraint adherence and
structured outputs during PR Light prototyping.
PR Light status: working research prototype; current focus is architectural refinement and technical
publications.
ROTA – Reasoning Object Topology & Accelerator | Jul 2026 – present
(Conceptual Research)
Exploring an object-centric representation of agent knowledge and working state, with explicit
objects, relationships and state changes maintained outside the language model.
Investigating how task-relevant views of this structure can provide working context without
repeatedly reconstructing state from conversation history.
Technical foundation
Prior engineering experience: C#/.NET, C++, Python, SQL, REST/JSON/XML, Windows Services,
multithreading, MQTT, Grafana, Docker and embedded prototyping.
Current prototyping workflow: AI-generated implementation with my task specification,
architecture decisions, code review and staged development oversight.
Education and languages
M.S. Computer Science, 2008 | B.S. Computer Science, 2007 | Kherson State University, Ukraine
Ukrainian: Native | English: B2

Relevant capabilities
AI workflows and evaluation: task decomposition; implementation instructions; multi-step
workflow design; validation rules; evaluation scenario design; AI-assisted prototyping.
Knowledge and state representation: typed artifacts; entity and relationship modeling;
provenance; append-only lineage; task-relevant context views.
Systems engineering: system decomposition; interfaces and integration; data processing;
automation; technical documentation; development oversight.
Selected research outputs
Independent technical publications on Medium, 2026. Conceptual and experimental work; self-
published.
Write Barrier — separating proposed changes from committed persistent state.
Accumulation Metrics — architectural questions about evaluating continuity and accumulation.
Identity Skeleton — an executable boundary demonstrator for proposal and commitment.
Career break
Career break | Jan 2024 – Dec 2025 | returned in Jan 2026
Software engineering and systems experience
Self-employed with private clients. Selected projects below ran partly in parallel. Responsibilities
included system design, implementation, testing, release and ongoing support.
AMSISystemMonitor | Team Leader / Systems Architecture | Jan 2023 – Jul 2023
Led a solar-inverter monitoring project, defined the system architecture, coordinated development
and internal processes. Environment: Raspberry Pi, MQTT, Grafana, MariaDB, Telegraf and Docker.
CDR Optimizer System | Software Developer / Data Analyst | Aug 2015 – Nov 2023
Developed and maintained a C#/.NET application for converting, processing and analyzing VoIP
call-detail records in CSV/XML formats, including CSV files of 0.2–2.0 GB; used PLINQ for parallel
processing.
Analyzed client behavior and usage patterns to support fraud-blocking and service-priority logic;
handled testing, release and ongoing support.
SISystemMonitor | Embedded IOT Developer | Nov 2019 – Feb 2020
Designed and built an Arduino-based solar-inverter monitoring prototype spanning hardware,
communications and software; integrated Modbus/RS232, Ethernet, MQTT and time-series
dashboards.
BtceStockHive | Lead Developer | Nov 2013 – Sep 2018
Designed and developed an automated trading system using Windows Services, REST APIs and
databases; implemented and revised strategy logic for continuous operation.
EveBot modification | Software Developer | Sep 2010 – Sep 2015
Developed and tested game automation strategies covering sequential actions, environment
interaction and responses to other players or bots; supported long-running operation.
Earlier experience
Aricent Ukraine | Junior Software Engineer | Dec 2007 – May 2010
C#/.NET and C++ development, bug fixing and Visual Studio migration; designed and developed an
internal UI test-automation prototype.
Kherson State University laboratory | Software Developer | May 2006 – May 2008
Developed distance-learning systems; led a subproject team and coordinated tasks.
Earlier freelance web development began in 2004.