Memory Efficiency at Scale

Jun 24, 2026 · 45m 3s

Description

- - The 224x Memory Reduction: A breakdown of how the Mohawk Protocol's streaming aggregation achieves this massive efficiency gain. - Streaming vs. Monolithic Aggregation: The technical shift from loading...

- The 224x Memory Reduction: A breakdown of how the Mohawk Protocol's streaming aggregation achieves this massive efficiency gain.
- Streaming vs. Monolithic Aggregation: The technical shift from loading massive, monolithic tensor payloads into memory to processing updates as a continuous stream of chunks.
- Scaling to 100M+ Nodes: How bounded working memory makes high fan-out participation feasible on commodity infrastructure by scaling with the window size rather than the global update size.
- Inline Verification: How trust and policy checks are executed incrementally alongside the aggregation stream to prevent bottlenecks

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