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Michael Kraft
Michael Kraft

Posted on • Originally published at Medium

When Meta-Levels of Information Scale

__On language, data, and the quiet drift of reality

When we talk about scaling today, we rarely mean machines.

We mean information.
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Words spoken and written.
Images seen and shared.
Data found, ranked, summarized, and recombined.

What scales is not only computation, but the layer of meaning placed on top of reality.

This is the meta-level of information.

It consists of the data we produce about the world, the language we use to describe it, the representations we circulate, and the systems that decide what becomes visible.

Search results.
Feeds.
Summaries.
Reports.
Dashboards.
Models.
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None of these are reality itself.
They are interpretations.

For a long time, this layer grew slowly.

Human attention was limited.
Editorial judgment created friction.
Physical media imposed constraints.

That friction is gone.
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When meta-levels of information scale, something fundamental changes:

Representation comes before experience.

Reality is no longer encountered first and described later.
It is described first — and often only encountered through that description.
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This shift echoes what Simulacra and Simulation described as the transition from reality to representation — except that today, representation does not merely replace reality.

It increasingly becomes the reference point itself.

At small scale, meta-information helps us orient.

It compresses complexity.
It highlights patterns.
It saves time.
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At large scale, it begins to replace direct experience.

We no longer see events; we see descriptions of events.
We no longer encounter ideas; we encounter ranked, optimized versions of them.

Knowledge arrives pre-processed.
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As this layer expands, epistemic distance grows — the gap between what happens and what is known.

Each transformation embeds assumptions:

what matters,
what can be ignored,
what fits the format.

Meaning is flattened so it can travel.
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Time shifts as well.

Information systems move faster than reflection, but slower than reality.

By the time something is described, indexed, and surfaced, it already belongs to the past.
Yet decisions are made as if it were present.

We act on representations.
On echoes.
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With scale comes selection.

Visibility becomes a function of algorithms, incentives, and formats.

What is easy to describe spreads.
— What is subtle, ambiguous, or resistant to classification fades.

Silence does not mean absence.
— It often means incompatibility with the meta-layer.

Here, what The Medium Is the Message articulated decades ago becomes concrete:

It is not only content that shapes perception,
but the structure of the medium itself.
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People adapt.

We learn to speak in ways that travel.
Language is optimized for discoverability rather than precision.

Expression bends toward what systems can process.
Meaning follows the path of least resistance.
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At a certain point, the meta-level begins to reinforce itself.

Information is increasingly produced from other information.
Texts reference texts.
Models are trained on model-generated data.
Images echo earlier images.
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The layer no longer reflects reality.
It reflects itself.

This dynamic is not only cultural, but technical — visible in current AI research and deployment at organizations such as OpenAI and DeepMind.

It does not feel like collapse.

It feels like order.

Everything aligns.
Everything is consistent.
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But the coherence is internal.

The system speaks mostly to itself.
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The costs appear elsewhere.

Nuance disappears.
Context collapses.
Contradictions feel like errors rather than signals.
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What cannot be cleanly represented is treated as noise.

Truth shifts quietly —
from correspondence with reality
to consistency within the information layer.
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For individuals, this manifests as disorientation.

We are informed, yet unsure.
— Surrounded by explanations, yet lacking understanding.

This tension was described long before the digital age, notably in Amusing Ourselves to Death, where information abundance and meaning loss were first systematically connected.

None of this requires malicious intent.

It is a structural effect of scale.

When information becomes abundant, meaning becomes scarce.
When representation dominates, presence recedes.
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The question, then, is not how to stop information from scaling.

It already has.

The question is how to prevent the meta-level from fully eclipsing the world it claims to describe.
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That may require friction.

Slowness.
Spaces where things exist without being immediately captured, summarized, or ranked.
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Direct encounters that bypass the layer.
— Skepticism toward representations that feel complete, smooth, and self-sufficient.

Because the deeper risk is not misinformation alone.

The deeper risk is a world where reality still exists —
but is no longer consulted.
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