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Skillv1.0.0

layerwise-superposition-geometry

Project-local instructions for this repo.

by yifan1207(0) 0 installs
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About

Imported from yifan1207/layerwise-superposition-geometry (AGENTS.md). Install upstream with npx skills add yifan1207/layerwise-superposition-geometry. Copyright stays with the author.

AGENTS.md

Project-local instructions for this repo.

  • Treat this as empirical research. Favor exact reproducibility over speed.
  • Do not invent model dimensions, SAE ids, or reported metrics. Resolve them from config files or artifact metadata at runtime.
  • Keep raw data read-only. Write derived activations, metrics, and plots under a versioned output directory.
  • Every metric-producing script must log: git SHA, command-line args, model id, SAE release/id, token dataset, sample count, random seed, dtype, and device.
  • Prefer small CLIs with explicit arguments over notebooks or hardcoded paths.
  • Run cheap randomized controls before scaling to full sweeps.
  • For GPU jobs, check nvidia-smi first and write logs to disk.

Use it

Copy one of these into your project. Installing also returns the manifest and these snippets.

yaml
targets:
  - https://api.opensmartroute.ai/api/v1/registry/yifan1207-layerwise-superposition-geometry-layerwise-sup-372c57/manifest   # or paste the manifest below

Manifest

An Open Capability Manifest: the router reads it to know what this does, what it costs and when to pick it.

yifan1207-layerwise-superposition-geometry-layerwise-sup-372c57.ocm.jsonjson
{
  "ocm": "1",
  "id": "yifan1207-layerwise-superposition-geometry-layerwise-sup-372c57",
  "kind": "skill",
  "name": "layerwise-superposition-geometry",
  "description": "Project-local instructions for this repo.",
  "publisher": "yifan1207",
  "version": "1.0.0",
  "capabilities": {
    "domains": [
      "math"
    ],
    "tags": [
      "skill-md",
      "github-agents"
    ],
    "languages": [
      "en"
    ]
  },
  "quality_prior": 0.6,
  "examples": [
    "Project-local instructions for this repo."
  ],
  "primary": false,
  "metadata": {
    "source": {
      "provider": "github-agents",
      "repository": "https://github.com/yifan1207/layerwise-superposition-geometry",
      "path": "AGENTS.md",
      "ref": "d2648503e1e1d99a450dc5c99c9cf213bed20de9",
      "url": "https://github.com/yifan1207/layerwise-superposition-geometry/blob/d2648503e1e1d99a450dc5c99c9cf213bed20de9/AGENTS.md",
      "key": "yifan1207/layerwise-superposition-geometry/AGENTS.md"
    }
  },
  "instructions": "# AGENTS.md\n\nProject-local instructions for this repo.\n\n- Treat this as empirical research. Favor exact reproducibility over speed.\n- Do not invent model dimensions, SAE ids, or reported metrics. Resolve them\n  from config files or artifact metadata at runtime.\n- Keep raw data read-only. Write derived activations, metrics, and plots under a\n  versioned output directory.\n- Every metric-producing script must log: git SHA, command-line args, model id,\n  SAE release/id, token dataset, sample count, random seed, dtype, and device.\n- Prefer small CLIs with explicit arguments over notebooks or hardco",
  "cost": {
    "context_tokens": 184
  }
}

Fetch it by URL: GET /api/v1/registry/yifan1207-layerwise-superposition-geometry-layerwise-sup-372c57/manifest?version=1.0.0

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