Engineers worried about AI disrupting their profession should seek roles that emphasize five capabilities: solving complex problems requiring nuance and taste, building large agentic systems with specialized AI/ML knowledge, cross-functional communication as PM and engineer roles converge, maximum use of coding agents and AI tools, and breadth of projects that develop taste and pattern recognition over time. This prescription is notable for what it implies about the future engineering role. The traditional value proposition — "I can write code" — is explicitly insufficient. The new value proposition is a compound of judgment (taste), systems thinking (agentic architecture), communication (PM convergence), tool mastery (AI fluency), and breadth (cross-domain pattern recognition). No single dimension is sufficient; the combination creates defensibility. The PM-engineer convergence point is particularly significant. As implementation costs collapse, the distinction between "deciding what to build" and "building it" dissolves. Engineers who can do both — who have taste for what to build AND the technical depth to architect agentic systems — occupy the most defensible position. Engineers who can only build to specification face the same displacement risk as the code they write. ## Cross-Domain Applications - **Career Strategy**: Deliberately seek role breadth over depth specialization; taste develops through diverse project exposure, not narrow expertise - **Hiring**: Companies should evaluate engineers on judgment and communication, not just technical problem-solving — the traditional coding interview tests the wrong capabilities - **Learning**: Developing taste requires exposure to product decisions and user outcomes, not just technical challenges — suggesting engineers should seek product-adjacent roles ## Source - [[Every engineer I speak to is worried about the future....md|Every engineer I speak to is worried about the future...]] — Alex Lieberman ## Related - [[Syntax-to-Strategy Transition]] - [[Product-Minded Engineering]] - [[Role Compression Framework]] - [[AI-Era Engineering Value as Trust and Ownership]]