# 5.4 Distributed Training Coordinator Training coordination in Visuallyze is built to support high parallelism across decentralized resources. The coordinator decomposes tasks, assigns them to compute providers, aggregates updates, and validates contributions. Providers operate under a protocol that ensures consistent reporting and cryptographic verification of outputs. This prevents faulty or malicious nodes from corrupting training results. The coordinator also records training progress via training receipts. These receipts link specific compute providers to specific portions of a training run and include hashes of outputs, timestamps, computation parameters, and metrics. They serve as a permanent, verifiable training history that powers marketplace provenance and reward distribution. --- # Agent Instructions: Querying This Documentation If you need additional information that is not directly available in this page, you can query the documentation dynamically by asking a question. Perform an HTTP GET request on the current page URL with the `ask` query parameter: ``` GET https://docs.visuallyze.xyz/5.-system-architecture/5.4-distributed-training-coordinator.md?ask= ``` The question should be specific, self-contained, and written in natural language. The response will contain a direct answer to the question and relevant excerpts and sources from the documentation. Use this mechanism when the answer is not explicitly present in the current page, you need clarification or additional context, or you want to retrieve related documentation sections.