Schaffer's intellectual method is archaeological. He excavates the hidden labor beneath celebrated discoveries, showing that every 'eureka moment' conceals years of accumulated institutional work, invisible technicians, and social negotiations about what counts as knowledge. His 1994 essay 'Babbage's Intelligence' traced the genealogy of computational intelligence to nineteenth-century factory logic, revealing that the attribution of intelligence to machines has always been entangled with the devaluation of human labor. When Babbage's calculating engines were celebrated as 'thinking machines,' the celebration depended on prior social work that had positioned human computers—mostly women performing mathematical calculations—as doing merely mechanical work.
The political genealogy of concepts is Schaffer's distinctive contribution. He does not simply show that knowledge is socially constructed; he shows whose interests the construction serves. His analysis of the Royal Society's witnessing practices revealed that credibility was distributed along lines of class and gender: the gentleman's testimony counted because social position guaranteed disinterestedness, while the mechanic's superior technical skill was epistemically invisible. This framework applies with unsettling precision to contemporary AI, where the builders who understand the systems best are also the communities whose economic interests are most served by specific framings of what the technology does.
Schaffer's work on controversy studies—examining Newton versus Hooke on optics, Boyle versus Hobbes on the vacuum—established that scientific disputes are resolved through social processes as much as evidential weight. The same data can support incompatible interpretations, and the framework that achieves dominance is the one backed by superior institutional power. Applied to the AI moment, this methodology reveals that the 'orange pill' narrative competes with elegist, critical, and intensification narratives, and that the dominance of the capability-expansion framework reflects the institutional power of technology companies rather than neutral evidential superiority.
Schaffer's intellectual formation occurred at the intersection of three traditions: Cambridge history of science, Harvard's history-of-physics program under Gerald Holton, and the Edinburgh 'strong programme' in the sociology of scientific knowledge. His collaboration with Steven Shapin produced Leviathan and the Air-Pump, a work that married meticulous archival research with social theory, demonstrating that the experimental method itself was a social achievement requiring specific class structures, institutional frameworks, and rhetorical practices.
The co-production thesis emerged from Schaffer's detailed study of seventeenth-century natural philosophy. Where conventional history saw Boyle discovering the vacuum, Schaffer saw Boyle constructing the vacuum as a scientific fact through the simultaneous deployment of mechanical apparatus (the air pump), social apparatus (the witnessing community), and textual apparatus (the published reports). The fact and the instrument did not exist independently; they validated each other in a circular process that is the normal mechanism of scientific knowledge production.
The instrument and the fact are co-produced. Scientific instruments do not reveal pre-existing facts; they produce facts through specific social practices of demonstration and testimony.
Invisible labor sustains knowledge production. Every celebrated discovery rests on the hidden work of technicians, assistants, data processors, and instrument makers whose contributions are systematically erased.
The community determines what counts as knowledge. Recognition is not a passive consequence of discovery but an active social achievement requiring specific interpretive frameworks and institutional structures.
Priority disputes reveal knowledge as collective. Simultaneous discoveries demonstrate that advances emerge from accumulated communal knowledge, not from individual genius.
Credibility is socially distributed. Who gets believed depends on social position, institutional affiliation, and class structure as much as evidential quality.