Edo Segal's February 2026 training session in Trivandrum, India — where twenty engineers, equipped with Claude Code Max subscriptions, discovered over the course of a week that each could operate with the leverage of a full team. Read through Follett's framework, the event is not a productivity demonstration but a paradigmatic instance of power-with: AI tools deployed as amplifiers of each member's contribution rather than as substitutes for workers. The boardroom arithmetic that would have eliminated fifteen of the twenty treated capability as a fixed pie to be sliced more efficiently. Follett's framework reveals what the arithmetic concealed — that the interactions between team members were generating intelligence no aggregation of augmented individuals could replicate. Segal kept the team. The decision that kept him up at night was not about technology; it was about people.
The Trivandrum week produced a metric — twenty-fold productivity multiplication — that has become the governing figure for AI transition discourse. Read through the headcount-reduction frame that dominates boardroom conversations, the metric converts directly into workforce elimination: if five people can produce what a hundred produced before, eliminate the other fifteen. The arithmetic is clean. The quarterly impact is immediate. The investor response is enthusiastic.
Read through Follett's framework, the metric measures the wrong function. It captures individual throughput while missing the co-active intelligence generated by the interactions between team members. The engineers in Trivandrum did not become twenty interchangeable productivity units. They became a team whose collective reading of complex situations, accumulated trust enabling risk-taking and honest challenge, and cross-domain insights from each member's amplified specialization produced outcomes no aggregation of isolated amplified individuals could replicate.
The decision Segal describes in the foreword — keeping and growing the team rather than cutting it — is the practical test of which framework the organization actually uses. The power-over framework treats the team as a cost to be optimized once the tools have reduced labor requirements. The power-with framework treats the team as the mechanism through which organizational intelligence is generated, and treats the amplification of each member as the opportunity to expand the total capability available rather than to concentrate the existing capability in fewer hands.
The significance of the event for the Follett volume is that it provides a recent, documented, and consequential instance of the choice Follett's framework makes legible. Organizations making the same choice in 1925 — whether to concentrate or distribute the capability gains from new tools — are abstract to contemporary readers. The Trivandrum week is concrete. Segal's articulation of why he made the choice he made — an instinct that his framework of intuition could not translate into boardroom argument until he encountered Follett — is itself a case study in the practical need for the organizational theory Follett's century-old work still uniquely supplies.
The training session occurred in February 2026 and is documented in Segal's The Orange Pill. The Follett volume reads the event through her framework to demonstrate that the organizational choices driving the AI transition are structurally identical to the choices Follett analyzed in the 1920s, and that her framework remains the most rigorous available for diagnosing what is at stake.
Twenty-fold productivity is the metric. The figure that has become canonical for AI transition discourse.
Arithmetic measures wrong function. Individual throughput is captured; co-active intelligence is missed.
The choice is power-over vs. power-with. Cut the team or grow its collective capability.
Segal's instinct preceded his framework. He kept the team before he could articulate why in boardroom terms.
Follett supplies the missing language. Her framework makes the structural argument Segal's instinct could not translate.