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The Acceleration of AI: "Today's AI is tomorrow’s dial-up!"

AI capability is improving quickly enough that leaders risk anchoring strategy to the limitations of today's systems.

signal2025-2026decoding-tomorrow

The observation

Capabilities that seemed impressive only a short time earlier were already beginning to look primitive.

The “dial-up” analogy captures the danger of evaluating a fast-moving technology only through the limitations of its current version.

Why this matters

AI strategy is unusually vulnerable to snapshot thinking.

A leadership team experiments with today’s model, identifies weaknesses and quietly assumes those weaknesses are durable. But capability, cost, speed, multimodality and integration can all change before the organization’s planning cycle finishes.

The important signal is not that every AI capability will improve indefinitely. It is that the rate of capability change itself belongs in the strategy.

What could happen next

Organizations need technology plans based on trajectories and scenarios rather than fixed capability assumptions.

That changes procurement, workforce planning, governance and experimentation. A task that is not practical to automate today may need to be reassessed much sooner than traditional technology cycles would suggest.

What to watch next

Watch cost per useful task, agent reliability, multimodal reasoning, inference at the edge, workflow integration and the speed with which experimental capability becomes a dependable product feature.

The question to carry forward

Which parts of our AI strategy assume today’s limitations will still exist two years from now?

Original source

Decoding Tomorrow: Daily Inspiration - The Acceleration of AI: “Today’s AI is tomorrow’s dial-up!” (2026-03-18)

What Jim Carroll Saw Coming

2026 — Jim Carroll: Decoding Tomorrow: Daily Inspiration - The Acceleration of AI: “Today’s AI is tomorrow’s dial-up!. This dated archive item is linked to the signal record. Its documented subject is Decoding Tomorrow: Daily Inspiration - The Acceleration of AI: “Today’s AI is tomorrow’s dial-up!. The present signal asks a more specific question: AI capability is improving quickly enough that leaders risk anchoring strategy to the limitations of today’s systems. The original item should be read before treating the connection as a forecast of today’s exact deployment.

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From Jim's archive

Original Jim Carroll articles connected to this topic. Their dates and titles preserve the historical context.

Signal record · dates and editorial status
Publish Date2026-03-18
Updated Date2026-09-19
Observed Date2026-03-18
Strengthstrong

These are tracking dates and editorial classifications, not dates of historical predictions.