27+ years professional delivery · 42+ years coding since age 6 · Senior Full-Stack Developer · DevOps · Production AI
In 2026, strong software delivery is use-case driven: choose the stack that fits the problem, then deliver it reliably. My background spans Pascal, Assembly, C/C++, Java, .NET, PHP, JavaScript/TypeScript, Python, and more. That range makes AI-assisted delivery practical because I can review generated output across stacks instead of trusting it blindly.
I focus on the work that protects production: system design, security, server setup, DevOps and CI/CD, code review, integration, UX/CSS refinement, and translating business needs into precise implementation prompts. AI accelerates implementation; accountability for design, quality, deployment, and operations stays with me.
Beyond workflow, I build AI features directly: intelligent assistants, natural-language interfaces, automated diagnostics, and MCP servers using OpenAI, Claude API, Groq, and the Model Context Protocol. Current proof points include P3X Meet Assistant SaaS (meeting.corifeus.com), a hosted EU SaaS for live meeting transcription, summaries, decisions, action items, translation, searchable Q&A, and Stripe billing on Python/FastAPI; and P3X Network MCP, a 17-tool analysis server that connects professional network diagnostics to MCP-compatible AI assistants.
In 2026, strong software delivery is use-case driven: choose the stack that fits the problem, then deliver it reliably. My background spans Pascal, Assembly, C/C++, Java, .NET, PHP, JavaScript/TypeScript, Python, and more. That range makes AI-assisted delivery practical because I can review generated output across stacks instead of trusting it blindly.
I focus on the work that protects production: system design, security, server setup, DevOps and CI/CD, code review, integration, UX/CSS refinement, and translating business needs into precise implementation prompts. AI accelerates implementation; accountability for design, quality, deployment, and operations stays with me.
Beyond workflow, I build AI features directly: intelligent assistants, natural-language interfaces, automated diagnostics, and MCP servers using OpenAI, Claude API, Groq, and the Model Context Protocol. Current proof points include P3X Meet Assistant SaaS (meeting.corifeus.com), a hosted EU SaaS for live meeting transcription, summaries, decisions, action items, translation, searchable Q&A, and Stripe billing on Python/FastAPI; and P3X Network MCP, a 17-tool analysis server that connects professional network diagnostics to MCP-compatible AI assistants.