We propose a conceptual framework for analysing the relationship between social emancipation and alternative technology development. Key is the “functional autonomy” of the collective of users and developers of the technology vis-a-vis state and capital. We draw on previous empirical work about three hacker projects to substantiate the claim that the functional autonomy of hackers rests on three “pillars of autonomy”: technical skill, shared values, and collective memory. These three pillars sustain the autonomy of a community of hackers so that (...) it may successfully resist recuperation attempts by capital. We make this claim in contradistinction to looser constellations of users, citizen scientists, DIY hobbyists, etc., where the functional autonomy tends to be much weaker. Hence, in the latter case, we should expect the actors to be recuperated in short time. The emancipatory promises that they make in regard to their practices, and are often mirrored in the academic literature about user innovation, citizen science, etc., will then turn sour. From this observation, we develop a second-order reflection on the role of the scholar studying purportedly emancipatory technology projects. As against the popular “follow-the-actors” approach, we defend the continued need for scholarly critique. We do so with the caveat that critique must in part be conducted as self-critique. (shrink)