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In rapidly urbanising developing economies, construction activity frequently relies on informal and semi-skilled labour. This coincides with limited opportunities for systematic skill development, leading to persistent labour deskilling. While existing research has predominantly addressed these challenges through policy reform, industrialisation, or efficiency-driven technological models, less emphasis has been placed on the role of architectural design in shaping labour–technology relations on-site. This article adopts a constructivist perspective on technology to investigate how architectural design can serve as a socio-technical framework for non-formal labour upskilling within construction practice. Drawing upon qualitative case studies of two architectural projects in Sri Lanka—a suburban residential retrofit and a low-income rural housing prototype—this study analyses how design strategies such as systemisation, construction sequencing, material hybridity, and craft-based component detailing embed tacit learning within production processes. The findings demonstrate that craft, understood as a mode of tacit knowledge and on-the-job learning rather than as a stylistic or nostalgic response, can facilitate skill acquisition across diverse economic and technical contexts. By repositioning architectural design as an active mediator between technology and labour, this article contributes to debates within construction studies, social sciences, and architectural theory and proposes design-led construction strategies as a context-sensitive alternative to purely policy- or efficiency-driven approaches to labour development.