Major Validations

The Propagation Principle, Delivered in a Federal Courtroom

MindCast's federalism corpus held that federal exits route enforcement to the states whose authority survives — published while the conventional reading still treated a DOJ settlement as closure. The Live Nation sequence delivered the worked case: the federal plaintiff exited by settlement mid-trial, thirty-three states and the District of Columbia continued in the same courtroom, and the April 15 verdict returned full liability the federal instrument could not release. Permission moved; the contest did not end, and the residual exposure landed exactly where the corpus said surviving authority sits.

The Formation Model, Graded Against 11 Completed Trajectories

The coalition model's rules in How State Attorney General Coalitions Form, Grow, and Hold — lead-state fixed costs, bridge certification, vehicle pricing, allocation-driven late joinder — were tested against eleven completed or advanced multistate matters before the September 4 register released, from the four-state birthright citizenship filing to the fifty-jurisdiction Equifax settlement. Every stage transition in the Live Nation roster and every plateau in the staged Kalshi trace matched a rule the model states. Retrodiction across eleven trajectories is the standard the forward register now has to beat.

The Liability Migration Call, Graded on the Page

MindCast's December 2025 Chicago School Accelerated forecasts held that AI copyright liability migrates to the layers developers control — acquisition, retrieval, and output — while training survives where rights cannot be coordinated. The copyright register grades that scorecard publicly with its miss printed beside its hits, and the September 4 collision delivered the worked case: new plaintiffs filed the same day defendants moved to end the flagship case, because both sides priced the same approaching pipeline-dividing ruling. The Anthropic settlement then confirmed the market mechanism, clearing 92.77% of 482,460 eligible works against a class-action baseline of roughly one in ten.

The Cross-Domain Checks, Run Before the Model Settled

Three validations outside the flagship domains ran before the coalition model assumed its current form: a 42-state intervention on AI hallucination harms confirming large-coalition formation on a low-conflict harm, the crypto ATM regulatory convergence confirming substitution-driven consumer-protection networks, and the league-enforcement analysis confirming seed geometry where theory control outweighs breadth. The same formation rules held in all three domains.

The Authorization Migration Call

MindCast's sovereign-governance analysis in Competition for AI Governance named the binding scarcity in frontier AI as authorization, not capability — a model's deployment value gated by institutional permission rather than benchmark rank. The Commerce Department's June 26 allowlist delivered the worked case: Mythos-class access restored to a roster of vetted recipients while capability sat unchanged, with Commerce grading the risk as diversion — where capability might travel, not what any model had done. Capability held constant across the event; authorization moved, and value moved with it.

The Under-Supply Mechanism, Formalized at Chicago

MindCast's governance-scarcity framework held that frontier competition produces governance debt faster than institutions can price it — rational firms shifting resources toward speed because arriving first dominates the payoff. A University of Chicago NBER working paper then formalized the identical mechanism from the industrial-organization side: no reckless executives required, just competition rewarding relative arrival time over collective risk reduction. Independent academic modeling converged on the structure MindCast's equilibrium prices.

The Institutional Demand, Arriving on Schedule

MindCast's Agent Governance Equilibrium and Agentic Duty of Care frameworks operationalize exactly the external check the economics now demands — the Chicago model's own conclusion is that firms will need commitment devices and outside validation, and the Stanford-organized "We Must Act Now" coalition of leading economists issued that institutional call with MindCast's operating frameworks already published. The economists forecast the demand for an external check; MindCast's equilibrium prices it.

Major Outstanding Predictions

Each entry names the published call and the event that confirmed it.

• Federal exits route enforcement to surviving state authority — the federalism corpus published the principle while a DOJ settlement still read as closure; thirty-three states stayed in the Live Nation courtroom after the federal exit and won full liability on April 15.

• Coalition formation follows market rules — the formation model retrodicted eleven completed multistate trajectories, from the four-state birthright citizenship filing to the fifty-jurisdiction Equifax settlement, before the September 4 register released.

• The same formation rules hold across domains — a 42-state AI hallucination intervention, the crypto ATM regulatory convergence, and the league-enforcement analysis each confirmed the model before it settled.

• AI copyright liability migrates to the layers developers control — the December 2025 Chicago School Accelerated forecasts named acquisition, retrieval, and output as the exposure layers; the copyright register grades the scorecard publicly, and the Anthropic settlement confirmed the market mechanism at 92.77% clearance of 482,460 works.

• Authorization, not capability, is the binding scarcity in frontier AI — Competition for AI Governance named the migration before the Commerce Department's June 26 allowlist restored Mythos-class access while capability sat unchanged.

• Frontier competition under-supplies governance — the governance-scarcity framework priced governance debt before a University of Chicago NBER working paper formalized the identical mechanism from the industrial-organization side.

• The economy demands an external check — the Agentic Duty of Care and Agent Governance Equilibrium frameworks were published before the Stanford-organized "We Must Act Now" economist coalition called for exactly that institution.