[KongchangAI]
Person

Gui Costa

An AI systems implementation consultant focused on enterprise-grade AI agent architecture and governance, who proposes an enterprise AI deployment model centered on orchestrator agents, a second brain, and a VPS.

Timeline (last 90 days)

Oct 17

Gui Costa's recommended enterprise AI architecture includes an orchestrator agent facing the board of directors and department agents divided by department, with each agent having least privilege and context.

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Oct 17

Gui Costa uses private GitHub repositories to host the company's second brain, with different repositories corresponding to different permissions.

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Oct 17

Gui Costa's VPS resource estimate: each agent typically needs 2 to 2.5 GB of memory; the KVM 1 plan can run 1 to 2 agents, KVM 2 can run 3 to 4, KVM 4 can run 8, and KVM 8 is aimed at companies with many agents and intensive tasks.

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Oct 17

Gui Costa recommends KVM 2 for small companies and KVM 4 or KVM 8 for medium-sized companies.

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Oct 17

Gui Costa mentions that he and his clients use Hostinger as their VPS hosting provider.

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Oct 17

Gui Costa advocates using solutions like Hermes or OpenClaude, with the core rationale being model independence, avoiding the agent intelligence layer being tied to a single LLM.

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Oct 17

Gui Costa demonstrated an ad campaign agent that can create, pause and resume ad campaigns in Slack.

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