The routing bit is handled by kamal-proxy, a lightweight reverse proxy that sits in front of your application on each web server. When a new version deploys, kamal-proxy handles the zero-downtime switchover: It spins up the new container, health-checks it, then seamlessly cuts traffic over before stopping the old one. I front everything through Nginx (which is also where I do TLS termination) for consistency with the rest of my environment, but kamal-proxy doesn’t require any of that. It can handle your traffic directly and does SSL termination via Let’s Encrypt out of the box.
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Elon Musk’s AI startup xAI is eager to improve its Grok chatbot and equip it with financial strategy skills. To that end, xAI is looking for bankers who are willing to join its team to help develop solutions for investment bankers and financial professionals.
If single-layer duplication doesn’t help, the middle layers aren’t doing independent iterative refinement. They’re not interchangeable copies of the same operation that you can simply “run again.” If they were, duplicating any one of them should give at least a marginal benefit. Instead, those layers are working as a circuit. A multi-step reasoning pipeline that needs to execute as a complete unit.