AI Trend 2026: Moore’s Law Workaround Through Extreme Co-Design

This is part of our series on the 11 Structural Shifts Reshaping AI in 2026, analyzing the trends that will define artificial intelligence this year.

Jensen Huang explained why NVIDIA broke its own rule of changing only 1-2 chips per generation. For Vera Rubin, they redesigned all six chips simultaneously.

The Moore’s Law Problem

The reason: Moore’s Law now delivers only 1.6x more transistors per node—down from the 2x improvements of previous decades.

To achieve 5-10x performance gains, NVIDIA must pursue “extreme co-design” across the entire stack. Optimizing any single component in isolation no longer delivers breakthrough performance.

Full-Stack Integration

CPU, GPU, memory, networking, and software must work as an integrated system. The six chips in the Vera Rubin platform were redesigned together:

  • Compute chips optimized for new memory hierarchy
  • Memory chips designed for specific access patterns
  • Networking chips matched to data flow requirements
  • Software stack co-designed with hardware capabilities

Jensen’s framing: “The faster you train AI models, the faster you get the next frontier to the world. This is your time to market. This is technology leadership. This is your pricing power.”

The End of Wait-for-Next-Node

The era of “just wait for the next process node” is over. Performance gains come from:

  1. Architectural innovation — New chip designs, not just smaller transistors
  2. System integration — Components designed together, not assembled separately
  3. Vertical integration — Control across the full stack

This favors NVIDIA, Apple-style integration, and sovereign chip programs over commodity assemblers.

Strategic Implications

Vertical integration has become essential. Companies that control the full stack—from chips to software—deliver performance improvements that horizontal players cannot.

This creates barriers to entry that compound over time:

  • Each generation requires full-stack redesign
  • Integration expertise becomes the moat
  • Horizontal players fall further behind

The Bottom Line

Performance gains now come from architectural innovation and system integration, not transistor density alone. With Vera Rubin now in production, this architecture defines the 2026 infrastructure landscape—and vertical integration is the only path forward.

Read the full analysis: 11 Structural Shifts Reshaping AI in 2026

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