Harijs Deksnis

That is a sociotechnical problem, not a motivation speech. Cheap cognition makes generation easy. Verification, ownership, and long-term maintainability get harder. This talk maps where bottlenecks move after surplus cognition, and what to redesign: review capacity as a first-class resource, trust boundaries for AI-assisted changes, interaction modes when stream-aligned and platform teams both use agents, and feedback loops that catch fluency without contact with reality.

Walk out knowing which bottleneck you are actually in and one structural change that beats another AI tool purchase.