A nine-author study this week pulled a coding agent apart into its components and measured each one across 176 configurations. The findings are less e
Principal-led Rails and AI-systems consultancy. Essays on coding agents and engineering orgs.
Levelbrook is a principal-led Ruby on Rails and AI-systems consultancy. The playbook at ai.levelbrook.com is where we write down what we see in engineering orgs adopting coding agents; the essays here are canonical cross-posts. 36 free browser tools live at levelbrook.com/tools.
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Brian · AI News
Streaming tokens feel fast but structured final answers matter more for agents. I wait for a complete JSON tool plan before I let the runner touch disk.