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The AI-Assisted Software Engineering Workflow
The living overview of the operating model, with links to each part of the full series.
Read entrySeries
AI-Assisted Engineering
A practical record of the operating model behind SubZeroDev projects: roles, environments, delivery, measurement, and the limits that keep the system honest.
Part 1
Roles and the End-to-End Workflow
Which model or tool owns which job, and the nine stages from repository bootstrap to protocol extraction.
Read entryPart 2
Architecture, the Terraform Runner, and Publishing
The two control layers behind external state, repository artifacts, and the content pipeline for this blog.
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Development Environments and Mobility
Why execution stays local for now, how unfinished work moves between machines, and what portability requires.
Read entryPart 4
Observations and Operating Limits
The human role, practical concurrency limits, and dated observations about working with AI systems.
Read entryPart 5
Metrics to Track
Delivery, quality, AI efficiency, and human load—plus the comparisons worth running.
Read entryPart 6
Current State, Roadmap, and Projects as Code
What is proven, experimental, and planned as the workflow converges on its target model.
Read entryIn practice
Publishing This Blog from ChatGPT Work
The client-to-pull-request workflow that turns a conversation into a reviewed blog post.
Read entryField note
State of Dev – Week of July 27, 2026
A snapshot of the workflow becoming an automation platform, told from the operator in the middle of it.
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