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management transformation

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Sep 21, 2026 · R&D Management

AI Reshapes R&D: From Skill-Driven to Intent-Driven Paradigm

This article analyzes how AI transforms R&D from a skill-driven to an intent-driven paradigm, detailing four stages of AI autonomy, productivity gains in speed, quality, and throughput, organizational shifts toward end-to-end builders and agent layers, management evolution into system architects, and the emergence of Frontline Deployment Engineers (FDE) as frontend developers expand scope.

AI autonomy stagesAI-driven R&DFDE

0 likes · 14 min read

AI Reshapes R&D: From Skill-Driven to Intent-Driven Paradigm

Fighter's World

Apr 4, 2026 · R&D Management

Building an AI‑Native Organization: From Hierarchy to Intelligent Ops

When AI eliminates execution bottlenecks, the real constraint becomes information flow, prompting a shift from hierarchical information‑routing to AI‑driven world models, intelligence layers and interfaces; the article analyses Block’s four‑layer architecture, its preconditions, challenges for mid‑level managers, and offers a step‑by‑step path for small teams to begin the AI‑native transformation.

AI-nativecapabilitieshierarchy

0 likes · 24 min read

Building an AI‑Native Organization: From Hierarchy to Intelligent Ops