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How I Turned Scattered Workstations into a Super Agentic Setup

Welcome to my corner of the internet! I'm Moses Amani, and recently I started an incredible journey as a software apprentice. Almost immediately, I was thrown into the deep end of Agentic Workflows.

  • Moses Amani, a software apprentice, created a super agentic setup for fast-paced workflows.
  • 16 mini-PCs running four agents each, totaling 16 threads, connect via Tailscale mesh network.

Why AI Red-Teaming and Observability Are Becoming the Same Discipline

Most teams shipping LLM features treat red-teaming and observability as two separate concerns. Red-teaming happens before launch, a stress test to find where the model breaks.

  • Red-teaming and observability are merging disciplines for LLM deployment teams.
  • Real user exploitation of LLMs differs from controlled red-team testing.

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