Hello, I'm Aleksandr
AI Product Manager blending strategy with engineering excellence
The craft, earned.
AI Product Management
Expertise in developing and launching AI-powered products, combining strategic vision with Agile practices and robust market and user analytics.
Stakeholder Management
Expertise in engaging and managing relationships with stakeholders across all levels.
Artificial Intelligence
LLM engineering across retrieval-augmented generation, agent orchestration, Model Context Protocol tooling, and evaluation-driven delivery of production AI systems.
Claude Code
Professional-grade command of Claude Code — orchestrators, subagents, dynamic workflows, hooks, skills, slash commands, MCP, and context engineering — applied to production multi-agent development environments.
Communication
Advanced ability to communicate across various domains, ensuring project objectives are met and stakeholder satisfaction is achieved.
Team Leadership
Expertise in leading teams towards continuous improvement with a supportive and motivational approach.
Where the work lived.
Projects, released.
AEGIS
An opinionated, hardened Claude Code environment that extends the harness rather than replacing it: curated skills, always-on rules, quality-enforcing hooks, MCP servers, durable cross-session memory, and a quality toolchain, with deliberate model, effort, and permission defaults. It rides on Claude Code's native dynamic-workflow orchestration and supplies the reliability and standards layer around it. Installable via Claude Code Toolbox, backed by MCP Context Server, with quality gates enforced at runtime.
MCP Context Server
A high-performance Model Context Protocol server that gives LLM agents a durable, searchable memory layer beyond the context window. Thread-scoped storage over SQLite or PostgreSQL, with semantic, full-text, and hybrid search, cross-encoder reranking, pluggable embedding and summary providers, metadata filtering, and batch operations — all behind a standard MCP interface.
Claude Code Toolbox
A cross-platform installer and declarative environment-configuration framework for Claude Code. One YAML file captures all agents, MCP servers, slash commands, hooks, skills, rules, system prompts, and settings; one command installs everything on Windows, macOS, or Linux — portable, reproducible, centrally updatable.
CXR Draft Auditor
A research and educational quality-assurance tool that gives a chest X-ray draft impression a transparent second read. Two tiny 4B models — a fine-tuned MedGemma that grounds the image into labeled findings with bounding boxes and an NVIDIA Nemotron-3 Nano 4B that parses the draft into the same labels — feed a deterministic, model-free comparator that flags MISSING, UNSUPPORTED, and URGENT discrepancies, with every flag traced to a specific finding, a specific phrase, and a box on the image. Not a medical device and not a diagnostic tool.
The papers, stamped.
Professional Scrum Master I (PSM I)
The certification validates my knowledge of the Scrum framework, the Scrum Master accountabilities and how to apply Scrum.
Develop Your Skills as a Software Project Manager
A validation of acquiring in-depth knowledge and practical skills in managing software projects, focusing on Agile and Scrum methodologies, risk assessment, team collaboration, and effective communication.
Atlassian Agile Project Management Professional Certificate
A comprehensive certification validating expertise in Agile project management principles and proficiency in Atlassian tools for effective project execution.
Getting Started as an Agile Project Manager
A comprehensive introduction to Agile project management principles and practices, aimed at equipping new project managers with the necessary tools and mindset for success in Agile environments.
Notes, in long form.
Dynamic Workflows: When the Agent Writes Its Own Harness
For a few weeks now, Claude Code has been writing its own multi-agent harness for each task -- and it quietly retired the orchestration code I used to maintain by hand. Here is what changed, the patterns worth knowing, and the research idea I think sits underneath it.
Field Notes: Building a Chest X-ray Draft Auditor with Two Tiny 4B Models — MedGemma and NVIDIA Nemotron
A Field Notes write-up on building a chest X-ray draft auditor from open data alone: two tiny 4B models, a deterministic comparator, and the evaluation-integrity lesson that nearly cost me the better model.
MCP Context Server: Persistent Memory for Your AI Coding Agents
Your AI coding agent loses its plan every time the context window compacts. MCP Context Server fixes that with persistent, searchable memory -- one Docker command and your agents remember everything.
Simplifying BPMN: A Beginner's Guide to Process Modeling in Software Development
This guide breaks down the BPMN standard, highlighting key elements and their application in software development projects, with practical examples and resource recommendations.