When AI Becomes Production Infrastructure, You Need Recovery Capacity

Description and use

<blockquote> <p>This article is based on the author's experience operating AI-assisted development workflows. The author identified the failure mode and defined the Recovery Reserve concept. AI helped recompose the article for DEV readers and prepare the Japanese review back-translation. #ABotWroteThis</p> </blockquote> <h2> Quick answer </h2> <p>If AI materially expands how much work your team can keep in motion, recovery becomes AI-dependent too. "We will do it manually" is not a fallback when the workload was sized for AI-assisted throughput. Keep enough inference capacity to execute the cr

Problem

<blockquote> <p>This article is based on the author's experience operating AI-assisted development workflows. The author identified the failure mode and defined the Recovery Reserve concept. AI helped recompose the article for DEV readers and prepare the Japanese review back-translation. #ABotWroteThis</p> </blockquote> <h2> Quick answer </h2> <p>If AI materially expands how much work your team can keep in motion, recovery becomes AI-dependent too. "We will do it manually" is not a fallback when the workload was sized for AI-assisted throughput. Keep enough inference capacity to execute the cr

Outcome

<blockquote> <p>This article is based on the author's experience operating AI-assisted development workflows. The author identified the failure mode and defined the Recovery Reserve concept. AI helped recompose the article for DEV readers and prepare the Japanese review back-translation. #ABotWroteThis</p> </blockquote> <h2> Quick answer </h2> <p>If AI materially expands how much work your team can keep in motion, recovery becomes AI-dependent too. "We will do it manually" is not a fallback when the workload was sized for AI-assisted throughput. Keep enough inference capacity to execute the cr

Evidence

When AI Becomes Production Infrastructure, You Need Recovery Capacity

Source