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B2B Engineering Insights & Architectural Teardowns

Scaling Architectural Control: A Declarative Approach Instead of Manual Review

GenAI has accelerated code production, but has made consistency (alignment) a bottleneck. Manual processes can no longer keep pace, and the architecture begins to fragment. The problem does not manifest immediately — until the speed of change generation exceeds the organization’s ability to review them. Historically, control has relied on people: key experts in startups … Read more

Automation of Design System Specifications: How Uber Eliminated Documentation Drift Using AI Agents

When component specifications lag behind implementation, the team starts building the system based on assumptions. At Uber, this turned into a systemic, large-scale problem—and was solved through agent-based automation. The problem does not arise at the moment of writing specifications, but later—when the system begins to evolve faster than the documentation. The Uber Base design … Read more

AI accelerated coding, but slowed down delivery: shifting the bottleneck to specification

The increase in developer productivity has not led to a comparable acceleration of releases. The reason is that the bottleneck has moved higher up the stack: into the area of requirements formalization and result verification. With the advent of AI coding, teams expected a linear acceleration in delivery. In practice, only one stage sped up—the … Read more

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