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The Byzantine Fault Tolerance (BFT) Shield

Deep Dive of rwilliamspbg-ops · 24 июня 2026 г. · 35 мин

Key technical topics covered in this session include: The 5/9 Threshold Analysis: A deep dive into why Ryan selected the 5/9 (approximately 55.5%) threshold for Byzantine Fault Tolerance, providing a more robust guarantee than traditional 1/3 models in high-scale federated learning. Theorem 1 BFT Formalization: Examining the Lean 4 source of truth (proofs/LeanFormalization/Theorem1BFT.lean) that defines the machine-checked proofs for this resilience. Multi-Krum Filtering at Scale: How the aggregator performs robust node selection and filtering while maintaining a non-blocking hot-path ingestion rate of 160K+ ops/sec. The "Seventh Theorem": Transitioning the defense model from merely fighting "liars" (adversarial nodes) to resisting "owners" (economic consolidation/centralization). Sublinear Validation Behavior: Analyzing how the system achieves efficient validation even as node counts scale toward the 10-million-node architecture target Become a supporter of this podcast: https://www.spreaker.com/podcast/deep-dive-of-rwilliamspbg-ops--7123568/support . https://github.com/rwilliamspbg-ops

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