Will edge device AI content generation reach quality parity with cloud models by 2028? | Crene

Back to thesis map Part ofWill AI generated content exceed human generated content on the US internet before 2030?

Current eventInfrastructure & generation cost

Will edge device AI content generation reach quality parity with cloud models by 2028?

LiveResolves Dec 31, 2028

Current view

69%

Current 4 model consensus

Movement

Recent consensus movement

Model disagreement

7pt

Range across the model set

Evidence

Aligned

Models broadly agree on the evidence

Thesis map

What is carrying or resisting the view?

Start with the map. Select a mechanism or condition to see what supports the thesis, what resists it, and where disagreement deserves review.

What changed

No decision-relevant findings are available yet.

Review record

Weekly freezes, daily history, and the map version preserved with the record.

Why the view is fragile

7pt model spread around 69% consensus. Open the full disagreement instrument only when you need the model-level reasoning.

Model disagreement

Model spread

22pt

50% to 72%

Consensus

69%

4 models

Evidence state

Contested

Material disagreement remains

Most divergent

Gemini

-19pt from consensus

Disagreement synthesis

The models share a central case but assign different weight to the evidence.

Gemini anchors the lower end at 50%, while Grok anchors the upper end at 72%. Consensus sits at 69%, leaving a 22 point range for review.

Primary review question

N/A

Shared probability axis

Range 50% to 72%

Consensus 69%

Gemini 50

GPT-4o 65

Claude 72

Grok 72

0255075100

ModelForecastVs consensusDivergenceReasoning signal

Model reasoning

Select a model to inspect

Reasoning

API error

Key uncertainty

N/A

Deep dive

Full decomposition, component audit, trajectory, and detailed analytical views.

Deep dive

Detailed evidence, audit, and history views.

Open only what you need

Belief trajectoryConsensus 69% · 7pt spread

Belief trajectory0 updates

Belief trajectory

Consensus—

Spread—

Confidence—

Δ Consensus—

Loading belief trajectory…

Resolution & provenance

Resolution sources, record policy, cadence, and permanent record metadata.

Resolution and provenance

How the thesis resolves and how its record is maintained.

Permanent record

Record ID

CRENE-AICD-IC06

Record policy

Append only

Freeze cadence

Thursdays

Generated

Jun 26, 2026

Back to thesis map Part ofWill AI generated content exceed human generated content on the US internet before 2030?

Current eventInfrastructure & generation cost

Will edge device AI content generation reach quality parity with cloud models by 2028?

LiveResolves Dec 31, 2028

Current view

69%

Current 4 model consensus

Movement

Recent consensus movement

Model disagreement

7pt

Range across the model set

Evidence

Aligned

Models broadly agree on the evidence

Thesis map

What is carrying or resisting the view?

Start with the map. Select a mechanism or condition to see what supports the thesis, what resists it, and where disagreement deserves review.

What changed

No decision-relevant findings are available yet.

Review record

Weekly freezes, daily history, and the map version preserved with the record.

Why the view is fragile

7pt model spread around 69% consensus. Open the full disagreement instrument only when you need the model-level reasoning.

Model disagreement

Model spread

22pt

50% to 72%

Consensus

69%

4 models

Evidence state

Contested

Material disagreement remains

Most divergent

Gemini

-19pt from consensus

Disagreement synthesis

The models share a central case but assign different weight to the evidence.

Gemini anchors the lower end at 50%, while Grok anchors the upper end at 72%. Consensus sits at 69%, leaving a 22 point range for review.

Primary review question

N/A

Shared probability axis

Range 50% to 72%

Consensus 69%

Gemini 50

GPT-4o 65

Claude 72

Grok 72

0255075100

ModelForecastVs consensusDivergenceReasoning signal

Model reasoning

Select a model to inspect

Reasoning

API error

Key uncertainty

N/A

Deep dive

Full decomposition, component audit, trajectory, and detailed analytical views.

Deep dive

Detailed evidence, audit, and history views.

Open only what you need

Belief trajectoryConsensus 69% · 7pt spread

Belief trajectory0 updates

Belief trajectory

Consensus—

Spread—

Confidence—

Δ Consensus—

Loading belief trajectory…

Resolution & provenance

Resolution sources, record policy, cadence, and permanent record metadata.

Resolution and provenance

How the thesis resolves and how its record is maintained.

Permanent record

Record ID

CRENE-AICD-IC06

Record policy

Append only

Freeze cadence

Thursdays

Generated

Jun 26, 2026