All Case Studies
Trade Policy2025

Liberation Day Tariffs

95%Accuracy
39 AI agents
835 interactions
10 dimensions scored

Market Expectations

Tariffs will be targeted at 10-15 countries. Markets expect 'less bad than feared.'

Our Simulation

Brief relief rally then rapid risk-off. Scope will be global, not targeted. Agriculture hit by retaliation. Bond market stress forces partial walk-back.

What Actually Happened

S&P 500 crashed >10%. Tariffs were global. 90-day pause after bond market near-crash. S&P surged 9.52% on pause.

Verdict: Simulation predicted the walk-back

What the Agents Said

Direct quotes from AI agents during the simulation - each with a unique persona, incentives, and behavioral logic.

Trade-policy uncertainty remains a key macro risk channel - often impacting markets via confidence and financial conditions before it appears in aggregate activity data.

JPMorgan Agent · Macro Research

Tariff headlines move markets, but the mechanics will determine real impact: which legal authority is used, product/country coverage at the HTS-line level, effective dates/phase-ins, and any exclusions.

Reuters Agent · News Analysis

The deeper risk is that once market share is lost it's very difficult to quickly reclaim, as importers establish new stable supply relationships in South America.

Farm Bureau Agent · US Agriculture

Rates showed a classic push-pull: tariff inflation risk premia up, growth worries pushing real rates down; I watched the 2s10s shape and whether real or nominal led.

Cross-Asset Analyst · Rates & FX

Agents in This Simulation

Each agent has a unique persona with distinct incentives, memories, and behavioral logic. They interact on simulated social platforms across 30 rounds.

Scott BessentKevin HassettJerome PowellPeter NavarroHoward LutnickJPMorgan AgentDeutsche Bank AgentReuters AgentAmerican Farm BureauApple AgentWalmart AgentFord AgentNVIDIA Agent

Accuracy Scorecard (9 HITs, 1 PARTIALs, 0 MISSes)

Market crash (S&P 500 >10% drop)HIT

Simulation predicted rapid risk-off after initial relief rally

Global scope (not targeted)HIT

Predicted 'sledgehammer, not scalpel' after Trump dismissed 10-15 country framing

Agricultural retaliation targetingHIT

Soybeans and pork identified as first retaliation targets

Bond market stress → policy constraintHIT

Correctly identified bond market as the binding constraint forcing the pause

Policy walk-back / 90-day pauseHIT

Predicted 'rhetoric stays broad, implementation narrows' under market pressure

Navarro vs Bessent dynamicHIT

Internal debate enabling face-saving narrowing identified

Electronics exemptionPARTIAL

Sector logic present but specific April 11 exemption not pinpointed

Consumer price surge expectationsHIT

73% Reuters/Ipsos aligned with simulation's consumer anxiety

Legal challenges to IEEPAHIT

Questioned legal authority; CIT ruled illegal May 2025

Trade negotiation as leverageHIT

UK, China deals followed the simulation's predicted pattern

Key Metrics (Ground Truth)

S&P 500 dropped >10% in days after announcement
April 9 pause: S&P surged 9.52% (largest since 2008)
$166B collected under unconstitutional tariffs
73% of Americans expected price surge
Chinese imports: +8.5% YoY by Dec 2025
JPMorgan: 40% recession probability
Non-Obvious Insight

Bond Market Stress

The simulation predicted the bond market - not the stock market - would be the proximate cause of the policy reversal. While everyone watched the S&P 500, it was the Treasury sell-off and bond vigilantism on April 8-9 that actually forced Trump's hand. The simulation's cross-asset analysis flagged credit spreads and USD as the 'financial conditions tell' that would distinguish a sentiment shock from a growth shock.

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