Vasil Kosturski

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Welcome to my blog!

Hello, I’m Vasil Kosturski! I’m an enthusiastic Software Architect with a strong background in C# and the .NET Ecosystem. My interests encompass a broad range of subjects in software development. You can learn more about my professional journey and areas of expertise here. Welcome, and I hope you find the insights you’re seeking!

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Category: Agentic AI

Generation Got Cheap, Trust Didn’t: A Multi-Agent Trading System with Guardrails and Traceability

In Agentic AI, Distributed SystemsTags agentic-ai, guardrails, llm, multi-agent-systems, openai-agents-sdk, pythonJune 23, 2026

Vasil Kosturski

Generation got cheap. Trust didn't. — banner with portfolio performance chart showing four trading agents.

Generation got cheap, trust didn't. How a 4-trader multi-agent system uses output guardrails and per-run audit trails to close the verification gap. …