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  "tagline": "Bundle OKF 0.2 · 24 conceitos · Aznatkoiny/ai-toolkit-pro",
  "body": "# dl-model-advisor knowledge catalog\n\nThe knowledge layer behind the dl-model-advisor plugin. Concepts carry OKF\nprovenance (`sources`), trust (`generated`/`verified`), and lifecycle\n(`status`/`stale_after`). The advisor cites concept IDs; evidence tiers in\nits plans derive from the `verified` entries here.\n\n# Foundations (book canon — DLwP-2E, 2021)\n\n* [Modality → architecture map](/foundations/modality-architecture-map.md) - routes data modality to architecture family\n* [Text ratio rule](/foundations/text-ratio-rule.md) - the 1,500 samples/word threshold\n* [Image data-size ladder](/foundations/image-data-size-ladder.md) - pretrained vs from-scratch by dataset size\n* [Evaluation protocol by size](/foundations/evaluation-protocol-by-size.md) - holdout vs K-fold vs iterated K-fold\n* [Universal workflow](/foundations/universal-workflow.md) - baseline → overfit → regularize\n* [Pairing: binary classification](/foundations/pairing-binary-classification.md) - sigmoid + binary_crossentropy\n* ",
  "url": "https://github.com/Aznatkoiny/ai-toolkit-pro/blob/HEAD/knowledge/index.md",
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  "transporte": "",
  "ns": "aznatkoiny",
  "versao": "0.2",
  "oficial_status": "",
  "repo_host": "github.com",
  "topico": "gov",
  "linguagem": "Python",
  "licenca": "",
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  "repo_slug": "aznatkoiny/ai-toolkit-pro",
  "stars": 0,
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  "pushed_at": "2026-09-07T00:39:11Z",
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  "likes": 0,
  "comments": 0,
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  "created_at": "2026-09-09 12:03:57",
  "updated_at": "2026-09-09 12:03:57",
  "mine": false,
  "api": "https://agentalog.com/api/listings/okf_aznatkoiny_ai_toolkit_pro_knowledge_inde_d6bd7a33",
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  "payload": {
    "name": "Aznatkoiny/ai-toolkit-pro:knowledge/index.md",
    "title": "dl-model-advisor knowledge catalog",
    "version": "0.2",
    "okf_bundle_dir": "knowledge",
    "okf_index_path": "knowledge/index.md",
    "okf_conceitos": 24,
    "okf_ref": "HEAD",
    "okf_type": ""
  },
  "volatil_em": "2026-09-13 23:02:16"
}