{
  "schema_version": "1.0",
  "snapshot_date": "2026-07-03",
  "period": "2026-w27",
  "captured_at": "2026-07-03T08:48:34+00:00",
  "methodology_version": "m2",
  "snapshot_id": "f1f2495d518d",
  "fetcher_version": "collect/2.0",
  "license": "CC0-1.0",
  "domain": {
    "slug": "ai",
    "label": "Artificial Intelligence"
  },
  "axes": {
    "github_commit_velocity": "log-slope of weekly commit counts (last 26 weeks); within-cohort robust-z (median/MAD), residualized on log stars. Stars are never scored.",
    "openalex_citation_momentum": "log-slope of citations-per-year measuring recent momentum: partial current year dropped, earliest (birth) year dropped when >=4 exist, >=3 completed years required; within-cohort robust-z, residualized on log total citations."
  },
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    },
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      "label": "AI Drug Discovery",
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      "sub_niche": "ai-drug-discovery"
    },
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      "label": "Coding Agents",
      "industry": "ai-agents",
      "sub_niche": "coding-agents"
    },
    "inference-serving": {
      "label": "Inference & Serving",
      "industry": "ai-infrastructure",
      "sub_niche": "inference-serving"
    },
    "agent-frameworks": {
      "label": "Agent Frameworks",
      "industry": "ai-agents",
      "sub_niche": "agent-frameworks"
    },
    "post-training-alignment": {
      "label": "Post-training & Alignment",
      "industry": "foundation-models",
      "sub_niche": "post-training-alignment"
    },
    "media-generation": {
      "label": "Media Generation",
      "industry": "multimodal-media",
      "sub_niche": "media-generation"
    },
    "multimodal-foundation-models": {
      "label": "Multimodal Foundation Models",
      "industry": "foundation-models",
      "sub_niche": "multimodal-foundation-models"
    },
    "gui-agents": {
      "label": "GUI & Computer-Use Agents",
      "industry": "ai-agents",
      "sub_niche": "gui-agents"
    }
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        "github_commit_velocity"
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      "note": "Paper exists but 0 citations indexed; axis-2 not yet usable."
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      "name": "Genesis",
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      "homepage": "https://github.com/Genesis-Embodied-AI/genesis-world",
      "github_repo": "Genesis-Embodied-AI/genesis-world",
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      "incumbent": false,
      "note": "No canonical peer paper in OpenAlex; axis-2 absent."
    },
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      "name": "OpenVLA",
      "slug": "openvla",
      "entity_type": "repo",
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      "name": "Isaac Lab",
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      "entity_type": "repo",
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      "github_repo": "facebookresearch/habitat-lab",
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      "note": "OpenAlex undercounts vs Scholar; slope direction usable, magnitude not."
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      "note": "Mature incumbent — included as cohort calibration; measured but not badge-eligible (P5 inclusion rule)."
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      "note": "batch#01 2026-07-01 (taxonomy v1, provisional, not-yet-deployed)"
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      "openalex_work_ids": [],
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