Tech Docs

AI-Native Work 2026: The Trust Gap, Harness Engineering, and the Knowledge Flywheel

Tencent Research Institute's AI-Native Work Report 2026 uses the Trust Gap as its prism to trace the learning curve from 'using AI' to 'mastering AI': adoption of AI coding tools rose to 84% while trust in them fell to 29%, and users who felt 20% faster were actually 19% slower. The report argues the human–AI collaboration dilemma is not a capability problem but a system-design problem—the way out is Harness Engineering (designing the environment AI works in, not babysitting its output), rebuilt on four pillars (memory, skills, evaluation, context) across end-to-end workflows. What ultimately compounds into a competitive moat is the Knowledge Flywheel: writing practice down, remembering it, and connecting it.