This paper takes Qiwulun, the second chapter of the Zhuangzi, to illustrate the pragmatic movement of text and image-ideas in Chinese Philosophy. I sustain a dynamic contextualism in the reading of Chinese philosophical texts and develop a set of general rules for interpreting them, to be followed one after another: principle of intratextuality, principle of coherence, principle of minimum amendment and principle of maximal reading. Also, there is a particular rule for respecting the special characteristic of Chinese philosophy that emphasizes the use of metaphor more than concept, narrative more than argumentation, in order to express its image-ideas rather than pure ideas. The pragmatic development of a philosophical text like Qiwulun depends on the dynamic structuration of writing and reading based on these principles of dynamic contextualism, and the movement of metaphorical images and their narrative unfolding into stories or parables is based on what I call the philosophy of image-ideas, and these two are integrated into a dynamic pragmatics. This paper will analyze section by section the Qiwulun to illustrate my hermeneutics of Chinese Philosophy.