HaloWarden Engineering Team•Sep 15, 2026•9 min read
The 400 Million Token Epiphany: Why AI Coding is an Organizational Architecture Problem
What HaloWarden learned while transitioning from individual coding assistants to an agent-first engineering organization—and why the next frontier in AI engineering is not about code generation, but about designing systems that remember.
AI EngineeringCoding AgentsArchitectureEngineering Leadership
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