Meta Policy Change
Public Expectation
“Users will flee to Bluesky. Advertisers will boycott like 2020.”
Our Simulation
Loud backlash but no mass migration. Network effects prevent exodus. No advertiser boycott - quiet budget rebalancing instead. 'Notes wars' replace takedowns.
What Actually Happened
Bluesky gained 2.5M users (<0.1% of Meta). No advertiser boycott. Meta stock recovered. Oversight board called changes 'hasty.'
What the Agents Said
Direct quotes from AI agents during the simulation - each with a unique persona, incentives, and behavioral logic.
“Community Notes can provide the public with more context and evidence, but it must be built on transparent rules, anti-manipulation safeguards, and measurable quality metrics to truly improve truth and trust.”
“We support community notes, but only if you publish coverage, error rates, and appeal outcomes - otherwise it's just shifting responsibility onto users.”
“We'd rather write notes with evidence in the sunlight and let the public judge than be throttled or banned without explanation.”
“It can also, in the short term, intensify emotional confrontation: when some high-attention accounts are noted, supporters may treat it as 'being targeted' and mobilize more aggressively.”
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.
Accuracy Scorecard (10 HITs, 1 PARTIALs, 0 MISSes)
Predicted contained backlash, not mass movement
Bluesky +2.5M but <0.1% of Meta's base
'Dual-homing' (backup accounts) over wholesale departure
Quiet budget rebalancing, not 2020-style boycott
Advertisers tightened brand-safety controls, didn't leave
From 'we removed it' to 'we contextualized it'
IFCN organizations lost major revenue source
Conservatives: vindication. Progressives: abdication.
DSA implications flagged, no formal enforcement
Board said 'hasty' - partially anticipated
Q1 2025: 50% reduction in enforcement mistakes
Key Metrics (Ground Truth)
“Notes Wars”
The simulation predicted 'performative exit waves' - loud 'delete your accounts' campaigns that function as public signaling rather than mass deletion, with most users staying due to network effects. The dominant pattern became 'dual-homing' - keeping Meta as the primary social substrate while opening Bluesky as a backup. The simulation also correctly predicted the new battleground would be 'notes wars' (who writes notes, what thresholds trigger display) rather than traditional content takedowns.