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The article discusses the problem of inconsistent AI agent workflows in engineering teams and introduces OmniNode, a tool that standardizes agent work through explicit criteria and verification to enhance system reliability.
The team built a process layer on top of Claude Code to manage context and coordination across engineering tasks, improving code quality by ensuring the right context is available at each step. They frame the issue as a process/coordination problem rather than a tools problem.