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Zakhar Ladnytskyy

Zakhar Ladnytskyy

@shamanchikq

Maynooth University CSSE graduate

Maynooth On GitHub since August 2019

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shamanchikq

An LLM agent architecture where the model decides and never acts: it reaches 6 read-only tools of the 39 a real third-party MCP server publishes, and none of the 8 that mutate a cart. Python 3.14, 754 tests, mypy strict.

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MCP Serveruncategorised
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