berkant.me/writing

Writing

Notes from building software, agents, and infrastructure.

01Running 1,000 Hermes Agents on Three MachinesThe infrastructure pattern for running thousands of always-on AI agents on a handful of cheap VMs. k3s, Longhorn, Hetzner, and the math that makes it work.May 202602CLIs Are for AgentsAI agents need proper interfaces to business infrastructure. Not SDK wrappers. Real CLIs. That's why I built polar-cli.February 202603The Developer's Dilemma: When AI Writes the Code, Who Owns the Fix?AI accelerates development but erodes deep system knowledge. When incidents strike, developers scramble to debug code they didn't write. Exploring the need for AI-powered operational resilience.June 202504Lessons in Agentic Orchestration and Context ManagementBuilding multi-agent AI systems that work. Practical lessons on the orchestrator-worker pattern, scoped autonomy, context management, and parallel execution for agentic architectures.January 2025
Berkant AyBerlin