The Geometric Wall: Manifold Structure Predicts Layerwise Sparse Autoencoder Scaling Laws

The Geometric Wall: Manifold Structure Predicts Layerwise Sparse Autoencoder Scaling Laws | Signal Canvas | ScienceToStartup

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Canonical route: /signal-canvas/the-geometric-wall-manifold-structure-predicts-layerwise-sparse-autoencoder-scaling-laws

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Proof freshness: fresh
Proof status: unverified
Display score: 2/10
Last proof check: 2026-05-12
Score updated: 2026-05-12
Score fresh until: 2026-06-11
References: 0
Source count: 0
Coverage: 0%

This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.

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Canonical ID the-geometric-wall-manifold-structure-predicts-layerwise-sparse-autoencoder-scaling-laws | Route /signal-canvas/the-geometric-wall-manifold-structure-predicts-layerwise-sparse-autoencoder-scaling-laws

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curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/the-geometric-wall-manifold-structure-predicts-layerwise-sparse-autoencoder-scaling-laws

MCP example

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    "paper_ref": "the-geometric-wall-manifold-structure-predicts-layerwise-sparse-autoencoder-scaling-laws",
    "query_text": "Summarize The Geometric Wall: Manifold Structure Predicts Layerwise Sparse Autoencoder Scaling Laws"
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}

source_context

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  "query": "The Geometric Wall: Manifold Structure Predicts Layerwise Sparse Autoencoder Scaling Laws",
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  "paper_ref": "the-geometric-wall-manifold-structure-predicts-layerwise-sparse-autoencoder-scaling-laws",
  "topic_slug": null,
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Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: The Geometric Wall: Manifold Structure Predicts Layerwise Sparse Autoencoder Scaling Laws

PDF: https://arxiv.org/pdf/2605.09887v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-05-12T20:16:46.909Z

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Not build-ready: The Geometric Wall: Manifold Structure Predicts Layerwise Sparse Autoencoder Scaling Laws

/buildability/the-geometric-wall-manifold-structure-predicts-layerwise-sparse-autoencoder-scaling-laws

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Subject: The Geometric Wall: Manifold Structure Predicts Layerwise Sparse Autoencoder Scaling Laws

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

The Geometric Wall: Manifold Structure Predicts Layerwise Sparse Autoencoder Scaling Laws

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