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Key Takeaways BGP Does Not Care About You: The public internet optimizes for path availability, not performance. If you need consistent latency, you need private glass. The “Middle Mile” Revolution: Using Cloud Exchanges (Equinix/Megaport) allows you to route AWS-to-Azure traffic without hairpinning back to on-prem. Port Fees vs. Egress: Direct Connect has an upfront cost,…
Key Takeaways Physics, Not Just Ops: At the H100 scale, distributed training is a physics problem. A 5ms latency spike doesn’t just slow you down; it stalls the entire gradient synchronization, leaving expensive silicon idle. The Neocloud Arbitrage: Specialized clouds (Lambda, CoreWeave) are 40% cheaper, but the “egress tax” can wipe out those savings if…
For the last decade, “Cloud First” wasn’t just a strategy; it was a religion. If you suggested buying a server, you were treated like a heretic clinging to a mainframe. But the zero-interest rate era is over. The “growth at all costs” mindset has been replaced by “profitability or death.” And suddenly, that $40,000/month AWS…
For over 15 years, infrastructure teams have battled the “whack-a-mole” cycle of capacity alerts. The scenario is universal: an application leaks data, the array hits a 90% threshold, and by the time a manual snapshot is triggered, the filesystem is already read-only. Reactive infrastructure creates unnecessary risk. Aura-Ops was engineered to break this cycle by…
Key Takeaways The “Egress Trap”: Moving raw 4K video to the cloud for analysis is financially unsustainable. You are paying to move noise, not signal. Latency Matters: For robotics and autonomous systems, the delay in a round-trip to the cloud is a safety risk, not just an inconvenience. The “Split-Brain” Model: The winning 2026 architecture…
