The Compression Frontier: A Technical Map of the War Over the Summarizer Layer
Semantic Designs (United States)
Indexed indatacite
Abstract
This paper maps the technical and economic terrain of the emerging war over the AI summarizer layer. It analyzes the scaling dynamics of the compression engine (compute, context, cost), the shift to query fan-out as the new search primitive, the two-species split in the inference layer (consumer shallow-wide vs. research/agent deep-narrow), and the physics of branching and depth in automated semantic generation. Key contributions: the Photocopy Problem (output homogenization as the hard limit on branching — infinite branches with variance approaching zero); the provenance half-life (signal decay measured across compression depths); the fragmentation of the source layer into licensed, blocked, and ungoverned…
Citation impact
6
total citations
- FWCI
- 249.96
- Percentile
- 100%
- References
- 4
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Authors
1Topics & keywords
Topics
Keywords
- Data compression
- Lossless compression
- Scaling
- Terrain
- Thread (computing)
- Compression ratio
- Upper and lower bounds
- Graph
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