@cybercharlie4: Most people talking about “AI agents” are stuck on layer one. Layer 1 — Claude/GPT schedulers. Task runners, not agents. Everyone’s doing it, nobody’s impressed. Layer 2 — n8n and Zapier. Decoupled from your local machine. Better. Still not the differentiator. Layer 3 — event-driven workflows in production infrastructure. Kafka topics, message buses, triggers firing off real database events. This is the layer that gets you hired, because almost nobody outside of dev teams can actually build it. And the part nobody teaches: how to secure it. Production infra means production risk. Learn the layer and the controls and you’re in a different salary bracket entirely. #aiagents #devsecops #cybersecurity #techcareers #ai

CyberCharlie | Cyber Security

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Sunday 09 August 2026 19:19:36 GMT