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agency under constraints.
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agency under constraints.

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malcinmark/README.md

Mark Malcin Pavliucenko

AI Solutions Architect working across agentic systems, enterprise integration, and runtime controls.

I translate business requirements, operational constraints, and delegated authority into explicit system behaviour.

MARCH Protocol

Runtime authorization architecture for agentic AI.

Model output is a proposal. Execution is a separate decision.

Architecture note

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  1. agent-execution-boundary agent-execution-boundary Public

    A small reference implementation for controlled execution of AI agent actions.

    Python

  2. order-exception-triage order-exception-triage Public

    Compact reference implementation for AI-assisted B2B order-exception triage using enterprise context, policy lookup, deterministic human escalation and evals.

    Python