Hi, I&#x27;m Victor Buzin

ReadSoft Online (Kofax)

SaaS platform integration for automated invoice processing — connecting Office 365, Coupa, Oracle Cloud, and Dynamics 365 for 1,000+ enterprise clients.

.NET CoreSaaSOffice 365

SecureDoc Storage

Enterprise Content Management system combining distributed storage with advanced encryption for secure document management at scale.

.Net 8MicroservicesAzure

.NET 8ASP.NET CorePostgreSQL

SecureDocs VDR (Virtual Data Room)

Enterprise-grade secure document management platform for transmitting sensitive corporate documents to governance bodies — built on .NET with role-based access, full audit trail, MFA, watermarking, and compliance-ready workflows.

Open Source & Projects

Public tools, experiments, and open-source contributions

Delibera

Thoughtful AI Decisions — a .NET 10 framework for collective decision-making through structured multi-model deliberation. Councils, Chairman, RAG (Qdrant / pgvector), MCP tools, and context compression.

C#.NET 10AI AgentsRAGQdrantpgvectorOpen SourceLLM Council

GitHub

Hercules

A compact self-improving micro-agent on C# / .NET 10. Creates skills from experience, improves them during use, and retains knowledge across sessions. YandexGPT, Ollama Cloud, and Ollama Local through one OpenAI-compatible interface.

C#.NET 10AI AgentsSelf-ImprovingYandexGPTOllamaExperimentalOpen Source

GitHub

Marp Play

Free online Markdown presentation viewer and player. Paste your Marp-flavored Markdown and instantly preview beautiful slides — no install required.

MarpMarkdownPresentationsOpen SourceTypeScript

Live Demo GitHub

Latest Articles

Thoughts on software engineering, architecture, and the .NET ecosystem

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2026-08-0415 min read

RAG Evaluation Before Production: A Practical Guide

A RAG system without a maintained evaluation dataset is a system that cannot be improved or safely changed. A practical guide to the Minimum Viable Evaluation Dataset (MVED), the five essential categories, LLM-as-Judge architectures, and connecting evaluation to deployment gates.

2026-08-0110 min read

Chunking Is Not a Strategy: How to Choose Retrieval Units

The choice of retrieval unit is the most consequential design decision in a RAG pipeline. Why character splitting fails, the precision/recall trade-off, parent-child and hierarchical patterns, the lost-in-the-middle constraint, and a unit-selection table.

CareerLeadershipEngineering Management

2026-07-2912 min read

From Senior Engineer to Principal: What Changes and What Does Not

The jump from Senior to Principal is not a linear climb — it's a career pivot. A field note on impact radius, problem sourcing, ambiguity, and the day-to-day reality of moving from individual execution to organizational leverage.

2026-07-2622 min read

RAG Is a System, Not a Prompt: Retrieval, Context, Evaluation and Operations

RAG answer quality is determined at four separate stages — Retrieval, Context, Answer, Operations — each testable independently. A stage-by-stage framework with metrics, ten common failure modes, and a senior-engineer checklist.

2026-07-238 min read

5 Questions Before Starting a RAG PoC

Most RAG PoCs fail not because the technology is broken, but because the architecture was built on unexamined assumptions. Five questions every technical lead should answer before writing the first line of orchestration code — covering retrieval units, evaluation, corpus ownership, latency/cost, and failure UX.

2026-07-2015 min read

A Practical Reference Architecture for Enterprise RAG on .NET and Azure

Enterprise RAG on .NET is a system with eight distinct decision surfaces, each with its own failure modes. A staff-level reference architecture covering ingestion, vector stores, hybrid retrieval, reranking, and observability on Azure.

2026-07-179 min read

From AI Demo to Production: What Enterprise Teams Actually Need

A field guide for CTOs on closing the gap between a working AI demo and a governed, production-ready enterprise system — covering architecture, reliability, security, cost, and ownership.

2026-07-177 min read

Why 'an LLM Chatbot' Is Not an AI Architecture

An LLM call is not an architecture. A field guide for technical leads and architects on the seven non-negotiable surfaces — retrieval, evaluation, economics, ownership, and failure UX — that separate a prototype from a production system.

2026-04-2512 min read

.NET 11: A Deep Dive into the Future of .NET

Explore the exciting new features in .NET 11 — from runtime-native async and C# 15 to massive performance improvements and ASP.NET Core 11 enhancements.

.NETC#ASP.NET Core