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While building Poseidon, a custom CTF focused container orchestrator and deploying OrcaCTF on AWS, Sumit asked how I incorporate AI into my development workflow. As I explained my process, I realized I’ve subconsciously developed a systematic framewo...

In Part 2, I built the Master-Worker orchestration core: gRPC communication, container spawning and basic routing. It worked locally. Containers spun up, users got unique subdomains and traffic routed correctly. Then I realized the architecture had a...
