# Aleksandr Filippov > AI Product Manager and hands-on LLM engineer — RAG, agent orchestration, and the Python behind them > Content licensed under [CC BY 4.0](https://creativecommons.org/licenses/by/4.0/). > Build time: 2026-08-16T06:32:51Z A note for AI agents: there is deliberately no public email address anywhere on this site. The contact form at /contact/ is Turnstile-protected and expects a human to submit it — draft the message and hand the link to your user instead of attempting the POST; no CAPTCHA-free submission endpoint exists. Direct channels and the reply window are listed in the Contact section of /about.md. ## Start here - [AI Product Management and Hands-On LLM Engineering](https://www.alexfeel.info/index.md): Aleksandr Filippov, AI Product Manager and hands-on LLM engineer: retrieval-augmented generation, agent orchestration, and MCP tooling in production Python. - [Complete index](https://www.alexfeel.info/llms-index.txt): Every page of every section, complete. ## Blog - [Agent Experience: Preparing Your Site for Its Second Reader](https://www.alexfeel.info/blog/agent-experience-preparing-your-site-for-its-second-reader/index.md): AI agents are becoming the main consumers of the web, and most personal sites still publish for humans only. Here is what Agent Experience (AX) actually means for a content site: which conventions work, which are theater, what I built on this site, and what a machine finds when it reads the personal sites of eight famous AI practitioners. - [Dynamic Workflows: When the Agent Writes Its Own Harness](https://www.alexfeel.info/blog/dynamic-workflows-when-the-agent-writes-its-own-harness/index.md): Claude Code now writes its own multi-agent harness for each task. Here is what dynamic workflows changed in my daily work, the six patterns worth knowing, and why I think they are the most practical applied version yet of the idea behind Recursive Language Models. - [Field Notes: Building a Chest X-ray Draft Auditor with Two Tiny 4B Models — MedGemma and NVIDIA Nemotron](https://www.alexfeel.info/blog/building-a-chest-xray-draft-auditor-with-two-4b-models/index.md): How I built CXR Draft Auditor, a second pair of eyes for chest X-ray draft impressions, from open data alone — two tiny 4B models (a fine-tuned MedGemma and NVIDIA Nemotron-3 Nano 4B) plus a deterministic, model-free comparator, and the evaluation-integrity bug that nearly made me ship the worse model. - [MCP Context Server: Persistent Memory for Your AI Coding Agents](https://www.alexfeel.info/blog/mcp-context-server-persistent-memory-for-ai-coding-agents/index.md): Give your AI coding agents a memory that survives context compaction. MCP Context Server provides persistent, searchable context storage so agents stay on track, share information losslessly, and build on past decisions -- one Docker command to get started. - [Simplifying BPMN: A Beginner's Guide to Process Modeling in Software Development](https://www.alexfeel.info/blog/simplifying-bpmn-a-beginners-guide-to-process-modeling/index.md): Explore the essentials of BPMN in software development, focusing on core elements to model processes effectively. - [Navigating Success: Universal Metrics for Product Managers, with Insights from Fictional AGInnovate](https://www.alexfeel.info/blog/universal-metrics-for-product-managers/index.md): Explore vital product metrics that guide businesses towards strategic decisions and growth, illustrated through the example of the fictional AGInnovate. - [Welcome to Aleksandr Filippov’s Personal Website and Blog](https://www.alexfeel.info/blog/welcome-to-my-personal-website-and-blog/index.md): Introducing Aleksandr Filippov’s website, a comprehensive platform showcasing his professional journey, skills, projects, and insightful blog on tech and leadership. ## Projects - [Complete index](https://www.alexfeel.info/llms-index.txt): This section lists 10 of 15 pages; a page missing here may still exist on the site. - [CXR Draft Auditor: A Transparent Second Read for Chest X-ray Drafts](https://www.alexfeel.info/projects/cxr-draft-auditor/index.md): CXR Draft Auditor is a research and educational quality-assurance tool that compares a chest X-ray against its human-written draft impression and flags where they disagree — built from two tiny 4B models, a twice-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, judged by a deterministic, model-free comparator so every flag traces back to an image finding and a draft phrase. - [Hugo Artifacts: Reusable, Style-Agnostic Hugo Modules That Drop Into Any Site](https://www.alexfeel.info/projects/hugo-artifacts/index.md): Hugo Artifacts is a public, MIT-licensed monorepo of reusable Hugo modules — style-agnostic content shortcodes alongside site-scale modules that own the SEO head, site search, the image pipeline, social sharing, the machine-readable layer an AI agent reads, and the Progressive Web App shell — built on one principle: ship semantic BEM markup, data attributes, and zero CSS, so every consuming site owns its own look. - [Claude Code Artifacts: A Public Library of Drop-In Extensions for Claude Code](https://www.alexfeel.info/projects/claude-code-artifacts/index.md): Claude Code Artifacts is a public, MIT-licensed library of reusable Claude Code extensions — environment configurations, skills, rules, hooks, agents, and slash commands — where each artifact is a self-contained, environment-agnostic building block you install by raw URL from a single environment YAML or copy straight into your ~/.claude/ directory. - [MCP Context Server: Durable Multi-Agent Context Storage and Retrieval](https://www.alexfeel.info/projects/mcp-context-server/index.md): MCP Context Server is a FastMCP-based server that gives LLM agents a durable, searchable memory layer beyond the context window — thread-scoped storage over SQLite or PostgreSQL, with semantic search, full-text search, hybrid retrieval with RRF, cross-encoder reranking, and pluggable embedding and summary providers, all behind a standard MCP interface. - [AEGIS: A Hardening Layer for Claude Code](https://www.alexfeel.info/projects/aegis/index.md): AEGIS (Agentic Environment for Guaranteed Implementation Standards) is an opinionated, hardened Claude Code environment that extends the harness — curated skills, always-on rules, quality-enforcing hooks, MCP servers, durable cross-session memory, a quality toolchain, and model, effort, and permission defaults — supplying the reliability and standards layer around Claude Code's native dynamic-workflow multi-agent development. It is not a standalone harness and not its own orchestrator. - [Claude Code Toolbox: Declarative Environments for Claude Code](https://www.alexfeel.info/projects/claude-code-toolbox/index.md): Claude Code Toolbox is a cross-platform installer and YAML-based environment-configuration framework for Claude Code — one declarative config captures all agents, MCP servers, slash commands, hooks, skills, and settings, and a single command sets everything up on Windows, macOS, or Linux. - [st-copy: A Clean Copy-to-Clipboard Button for Streamlit](https://www.alexfeel.info/projects/st-copy/index.md): st-copy is a tiny, theme-aware Streamlit component that adds a one-click copy-to-clipboard button to any Streamlit app — built for the chat UIs and prompt outputs I needed while shipping AI products. - [AIR API: A Shared Retrieval Backbone for AI-Assisted Workflows at Spotware](https://www.alexfeel.info/projects/air-api/index.md): AIR API is an AI-driven retrieval platform built at Spotware that serves grounded answers from corporate knowledge sources to AI assistants, support automation, and day-to-day workflows — exposed via a REST API and an MCP server so every AI tool in the company can reach the same trusted information. - [AILA: Fast, Consistent, Cost-Effective AI Localization at Scale](https://www.alexfeel.info/projects/aila/index.md): AILA (AI Localisation Assistant) combines terminology databases and translation memory with strong AI models to deliver fast, high-quality, on-brand translations — minutes instead of days, at a fraction of professional translation cost. - [YouTrack MCP Server: Turning the Project System of Record into a First-Class AI Tool at Spotware](https://www.alexfeel.info/projects/youtrack-mcp-server/index.md): A custom-built MCP (Model Context Protocol) server that gives every AI assistant in the company deep, multi-account, agent-optimized access to YouTrack — issues, Knowledge Base articles, project schema, and commands, read and write — with navigable reading of documents too large to read in one pass, failures that teach an assistant the fix instead of sending it in circles, batch fetch, change history, attachment access, and ChatGPT Company Knowledge support. ## Skills - [Complete index](https://www.alexfeel.info/llms-index.txt): This section lists 19 of 47 pages; a page missing here may still exist on the site. - [Harnessing Artificial Intelligence for Innovative Solutions](https://www.alexfeel.info/skills/artificial-intelligence/index.md): Aleksandr Filippov leverages cutting-edge AI frameworks and methodologies to create robust and innovative solutions, enhancing organizational capabilities and decision-making processes. - [Model Context Protocol: Servers, Clients, and the Gateway Between Them](https://www.alexfeel.info/skills/mcp/index.md): Aleksandr Filippov builds Model Context Protocol servers, clients, and gateways — agent-facing tool surfaces across stdio, streamable HTTP, SSE, and WebSocket transports, with curated tool sets, per-user credential models, and protocol-level defects reported upstream. - [Python: Bridging Efficiency with Innovation](https://www.alexfeel.info/skills/python/index.md): Aleksandr Filippov leverages Python and advanced frameworks to build robust, scalable AI-driven solutions and automate complex business processes. - [Claude Code: Agentic Coding with a Full Extensibility Surface](https://www.alexfeel.info/skills/claude-code/index.md): Aleksandr Filippov applies professional-grade command of Claude Code — orchestrators, subagents, dynamic workflows, hooks, skills, slash commands, MCP, and context engineering — to ship production multi-agent development environments. - [Bridging Vision and Reality in AI Product Management](https://www.alexfeel.info/skills/product-management/index.md): Aleksandr Filippov specializes in transforming innovative AI concepts into market-ready products through strategic analysis, Agile methodologies, and user-centric design. - [Strategizing Software Development: AI Integration from Conception to Delivery](https://www.alexfeel.info/skills/software-development/index.md): Aleksandr Filippov orchestrates comprehensive software development, seamlessly integrating Python, AI frameworks, DevOps practices, cybersecurity, cloud technologies, and robust system administration. - [Kubernetes: Deploying the AI Services I Build](https://www.alexfeel.info/skills/kubernetes/index.md): Aleksandr Filippov deploys containerized Python AI services on Kubernetes — tuning Helm values for autoscaling, ingress, probes and resource budgets on a shared platform chart, authoring a standalone chart for his open-source MCP server, and driving releases through staged GitLab CI pipelines. - [Embracing DevOps: Enhancing Collaboration and Efficiency](https://www.alexfeel.info/skills/devops/index.md): Aleksandr Filippov applies DevOps principles across GitHub Actions and GitLab CI — quality gates, conventional-commit release automation, containerized builds, and Helm deployments to Kubernetes. - [System Analysis: Architecting Seamless AI-Driven Solutions](https://www.alexfeel.info/skills/system-analysis/index.md): Aleksandr Filippov specializes in designing and analyzing complex system architectures, particularly for AI-driven applications, ensuring scalability, robustness, and efficient integration. - [From Concepts to Reality: The Art of Business Analysis](https://www.alexfeel.info/skills/business-analysis/index.md): Aleksandr Filippov is skilled in turning initial business ideas into structured plans, with a good understanding of BPMN and UML for business process modeling. - [Navigating Stakeholder Management: Strategies and Insights](https://www.alexfeel.info/skills/stakeholder-management/index.md): Aleksandr Filippov’s adeptness at managing relationships with stakeholders at all levels, including CEOs, to align project goals with business objectives. - [Mastering RESTful API Design and Integration](https://www.alexfeel.info/skills/rest-api/index.md): Aleksandr Filippov excels in RESTful API principles, leveraging HTTP methods and status codes for efficient client-server interactions and designing APIs with OpenAPI specification. - [Leveraging Git for Collaborative and Efficient Version Control](https://www.alexfeel.info/skills/git/index.md): Aleksandr Filippov harnesses the power of Git for project management, employing GitHub Flow to enhance collaboration and streamline development processes. - [Enhancing IT Project Outcomes through Agile Project Management](https://www.alexfeel.info/skills/project-management/index.md): Aleksandr Filippov demonstrates expert proficiency in Agile methodologies, leveraging Scrum and Kanban for effective project execution and strategic goal achievement. - [Docker: Streamlining Development with Containers](https://www.alexfeel.info/skills/docker/index.md): Aleksandr Filippov utilizes Docker for local development and CI/CD, creating and deploying containerized Python applications to streamline development processes. - [Agile Methodologies: Driving Flexibility and Efficiency in Project Management](https://www.alexfeel.info/skills/agile-methodologies/index.md): Aleksandr Filippov brings deep understanding and practical application of Agile methodologies, including certified expertise in Scrum and extensive experience with Kanban, to foster adaptive and efficient project environments. - [Mastering Scrum: Certified Expertise in Agile Project Management](https://www.alexfeel.info/skills/scrum/index.md): As a Certified Scrum Master, Aleksandr Filippov excels in implementing Scrum practices to enhance team collaboration, efficiency, and project success. - [Empowering Teams through Effective Leadership](https://www.alexfeel.info/skills/team-leadership/index.md): Aleksandr Filippov’s leadership philosophy centers around empowerment and continuous improvement, guiding teams to success with a supportive and motivational approach. - [SQL: Foundation and Beyond](https://www.alexfeel.info/skills/sql/index.md): Aleksandr Filippov brings foundational SQL skills to database management, with a commitment to deepening his expertise for advanced data manipulation and analysis. ## Experience - [AI Product Manager at Spotware Systems](https://www.alexfeel.info/experience/ai-product-manager-at-spotware/index.md): Driving the development and execution of innovative AI products, aligning technology with strategic business objectives at Spotware Systems. - [Business Analysis and Agile Leadership at Spotware Systems](https://www.alexfeel.info/experience/business-analyst-and-scrum-master-at-spotware/index.md): Leading business analysis and Scrum implementation to drive product development and team efficiency at Spotware Systems. - [Project Management & Strategic Innovation at Spalvalo Limited](https://www.alexfeel.info/experience/project-manager-at-spalvalo/index.md): Spearheading agile project management initiatives and strategic IT audits to foster innovation and success in funded startups at Spalvalo Limited. - [Strategic Technology Leadership at Amega](https://www.alexfeel.info/experience/head-of-technology-at-amega/index.md): Insight into my role leading technological innovations and strategic IT initiatives at Amega, focusing on broad technology leadership. ## Certifications - [Certification: Build Small Hackathon 2026](https://www.alexfeel.info/certifications/build-small-hackathon-2026-by-hugging-face/index.md): Certificate of participation in Build Small, the Hugging Face × Gradio hackathon dedicated to real, tinkerable apps powered entirely by small, local, open-weight models under 32B parameters — earned by building CXR Draft Auditor. - [Professional Scrum Master I Certification](https://www.alexfeel.info/certifications/psm-one-by-scrum-dot-org/index.md): Achieving the Professional Scrum Master I (PSM I) certification, validating expertise in the Scrum framework and Scrum Master accountabilities. - [Certification: Developing Skills as a Software Project Manager](https://www.alexfeel.info/certifications/develop-your-skills-as-a-software-project-manager-by-linkedin-learning/index.md): Certification recognizing the mastery of skills essential for software project management, including Agile, Scrum, and risk management strategies. - [Certification: Atlassian Agile Project Management Professional](https://www.alexfeel.info/certifications/agile-project-management-professional-certificate-by-atlassian/index.md): Certification recognizing mastery in Agile project management through the use of Atlassian tools, enhancing project planning, execution, and collaboration. - [Certification: Getting Started as an Agile Project Manager](https://www.alexfeel.info/certifications/getting-started-as-an-agile-project-manager-by-linkedin-learning/index.md): Certification highlighting foundational knowledge and skills in Agile project management, preparing for effective team leadership and project delivery. - [EnglishScore Certification: Demonstrating Proficiency in English](https://www.alexfeel.info/certifications/englishscore-core-skills-test-by-british-council/index.md): Achievement of CEFR B2 level in English, showcasing proficiency in grammar, vocabulary, reading, and listening. - [Certification: Google Analytics Certification (GA4)](https://www.alexfeel.info/certifications/google-analytics-certification/index.md): A certification validating expertise in leveraging Google Analytics 4 for advanced data analysis and strategic decision-making. - [Certification: Google Analytics Individual Qualification (Universal Analytics)](https://www.alexfeel.info/certifications/google-analytics-individual-qualification-by-google/index.md): Certification demonstrating expertise in leveraging Universal Analytics for detailed data analysis and strategic decision-making. - [Certification: Career Essentials in Generative AI](https://www.alexfeel.info/certifications/career-essentials-in-generative-ai-by-microsoft/index.md): Certification underscoring the foundational knowledge and practical skills in Generative AI, facilitated by Microsoft and LinkedIn. ## About - [Aleksandr Filippov](https://www.alexfeel.info/authors/aleksandr-filippov/index.md): Aleksandr Filippov, AI Product Manager and hands-on LLM engineer in Limassol, Cyprus: retrieval, agent orchestration, and Model Context Protocol servers. ## Contact - [Let's talk](https://www.alexfeel.info/contact/index.md): Get in touch with Aleksandr Filippov, AI Product Manager and hands-on LLM engineer — roles, collaborations, speaking, or a question about a post. ## Optional - [about.md](https://www.alexfeel.info/about.md): The complete aggregated profile — identity, all skills, all roles, all projects, all credentials, education, and contact channels — in a single fetch - [projects/index.md](https://www.alexfeel.info/projects/index.md): The complete projects roster in one Markdown document - [skills/index.md](https://www.alexfeel.info/skills/index.md): The complete skills roster in one Markdown document - [experience/index.md](https://www.alexfeel.info/experience/index.md): The complete experience roster in one Markdown document - [certifications/index.md](https://www.alexfeel.info/certifications/index.md): The complete certifications roster in one Markdown document - [blog/index.md](https://www.alexfeel.info/blog/index.md): The complete blog-post roster in one Markdown document - [cv.json](https://www.alexfeel.info/cv.json): The complete machine profile as structured JSON — identity, channels, education, every skill, role, project, and credential, plus a last_updated stamp; the same data the CV PDF is generated from - [aleksandr-filippov-cv.pdf](https://www.alexfeel.info/aleksandr-filippov-cv.pdf): The rendered CV document - [agents](https://www.alexfeel.info/agents/index.md): The human-facing map of this machine layer — every published surface plus the contact policy for agents - [searchindex.json](https://www.alexfeel.info/searchindex.json): A MiniSearch index carrying up to 8,000 characters of plain-text body per page, with code blocks stripped - [Agent Skills index](https://www.alexfeel.info/.well-known/agent-skills/index.json): Machine-readable index of this site's published agent skills