Trivandrum as Small-Group Demonstration

The February 2026 training session in which Edo Segal flew to Trivandrum, India, to work alongside twenty of his engineers — producing a twenty-fold productivity multiplier within a single week — serves in this volume as the paradigmatic illustration of the small-group advantage operating at maximum efficiency. A shared physical space, a leader articulating a compelling vision, dense social bonds allowing mutual observation, concentrated individual stakes in the collective outcome, and a group size small enough for each member's contribution to be visible — every structural precondition Olson identified as necessary for spontaneous cooperation was present. The experience became the paradox at the heart of Olson's framework applied to AI: the same mechanism that made twenty work together effortlessly will not scale to twenty million, and the AI-augmented small team has no structural need for the institutions that the larger population desperately requires.