← Back to Intelligence

Mathematical Proof of LLM Fundamental Limitations

Date: January 23, 2026
Company: Google
Category: Models & Research

Narrative

Mathematical proof demonstrates LLMs have inherent computational limits. "Incapable of tasks beyond certain complexity." Challenges industry scaling assumptions.

Humai Blog

Reality

Proof published. Aligns with Apple research questioning LLM reasoning. Adds mathematical rigor to skepticism about transformer capabilities for complex tasks.

Implication

Challenged scaling law orthodoxy. Provided mathematical backing for LLM skepticism. Intensified debate about reasoning capabilities vs. pattern matching.

Tags

  • research
  • reasoning