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•Byrnu Team
From Specialist to T-shaped: Forced Skill Expansion
AI destroys the narrow specialization model by transforming the T-shaped developer from an aspirational concept to an operational necessity. The role shifts from execution to orchestration.
AIdevelopmentarchitecturebest practices
•Byrnu Team
Not All Bugs Are Equal - What AI Really Changes
AI generates 1.7x more bugs than humans, but these bugs are fundamentally different. This distinction changes the conversation about code quality and forces a transformation in development processes.
AIdevelopmentbest practices
•Byrnu Team
AI Amplifies Developers - But Amplifies What Exactly?
AI promises spectacular productivity gains, but reality is more nuanced. Amplification exists and transforms the profession more than it accelerates it, requiring more judgment, rigor, and diverse skills.
AIdevelopmentbest practicesprinciples