The Reasoning Show How AI is Transforming Software Development
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Apr 8, 2026 Jeff Keyes, Field CTO at AllStacks and former engineer/product/marketing lead, explains how AI is reshaping software delivery. He discusses the gap between code generation and actual delivery outcomes. He describes invisible rework loops, shifting bottlenecks from coding to planning and verification, and what healthy AI-assisted development might look like in the near future.
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Plan Role Changes Carefully To Prevent Overload
- Anticipate rising information overload and role changes; plan for changed responsibilities before cutting roles.
- Jeff notes layoffs and role fungibility risk when teams expect everyone to become hands-on delivery without preserving necessary functions.
AI Shifts The Bottleneck Away From Coding
- AI amplifies individual developer productivity but doesn't automatically increase delivery into customers' hands.
- Jeff Keyes observed the bottleneck shifting to planning, decision-making, and verification as coding compresses with AI.
Agentic Development Raises PR Review Costs
- Agentic development will accelerate code generation but risks introducing low-quality "slop" into codebases.
- Jeff warns this will increase PR size and review burden, turning developers into reviewers rather than writers.