← BACK TO REGION 4
ROUND 2 • REGION 4
MATCHUP
CARRIERFILE
VIBE-CODED EXPERIENCE
A plain-text file that carries your context across any AI — no account, no lock-in, just paste and go.
VS
SHIFTSIGNALS
AGENT
An agentic diagnostic engine that detects genuine cognitive skill shifts in learners, separating true capability from AI-assisted "false mastery."
✓MATCHUP COMPLETE
Carrierfile advances.
MODEL DEBATE
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