The "Confident Idiot" Problem: Intelligence vs. Control (2021-2026)
Intelligence is scaling exponentially. Control is lagging. Visualizing the "Reliability Gap."
The Data:
Green Line (Capability): MMLU State-of-the-Art (48% → 94%).
Red Line (Control): Organizations with effective mitigation for inaccuracy/hallucination (lagging at ~52%).
Sources:
MMLU: Official Repository (hendrycks/test) and Model Technical Reports.
Risk: McKinsey “State of AI” Annual Reports (2023–2025).
The Gap:
Intelligence is surging. Control is lagging. We are currently in the gap (High capability, low trust).
How are you solving the gap?
Potential Solution:
Move verification outside the model using deterministic “Reality Locks” (Regex, SQL AST, Entropy)