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Software Factories, Light and Dark
The shift toward 'dark factories'—automated software loops run entirely by AI—demands a difficult trade-off between speed and the loss of human oversight.
What: Addy Osmani differentiates between 'light factories,' where humans provide judgment within automated loops, and 'dark factories,' where agents fully autonomously execute the software production lifecycle, risking hidden systemic failures.
Why it matters: This identifies the central engineering dilemma of 2026: deciding exactly how much autonomy to grant agents before the codebase becomes a black box that developers can no longer effectively debug.
Takeaway: When building agentic workflows, focus on building verifiable checkpoints in the process rather than optimizing for pure end-to-end automation.
Original article
A software factory is harnessed loops at scale. Running the loop with humans (light factory) increases judgment and concentration while lowering speed and breakage. Using only AI agents (dark factory) allows agents to handle the whole process, but risks a lack of understanding of the produced software. The hardest job now is knowing which checks to build and how much autonomy to delegate.
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